HumanEval+
Official question setHumanEval+ randomized eval shards from evalplus/humanevalplus:test. Question text lives in S3; Postgres stores only shard metadata and results.
Category: CodingType: Question setQuestions: 164Question batches: 13Runs: 123
Dry-run first:
lmx eval shard humaneval-plus --base-url http://localhost:8000 --questions 116 --dry-runThen submit with a real model and hardware profile:
lmx eval shard humaneval-plus --base-url http://localhost:8000 --questions 116 --model <hfId> --hardware hardware.json --submitEach question counts once per model, using its latest answer. The leaderboard is ranked by the lower bound of a 95% confidence interval, so a model needs enough answered questions to rank highly.
Leaderboard
GLM-5.3-Flashexl3
zai-org/GLM-5.3-Flash · 164 of 164 questions · 1 run
95.1%
95% CI 90.7–97.5%
156/164 correct
2
gemma-4-26B-A4B-it-GGUFQ4_K_XL · GGUF
unsloth/gemma-4-26B-A4B-it-GGUF · 164 of 164 questions · 1 run
95.1%
95% CI 90.7–97.5%
156/164 correct
3
GLM-5.3-FlashNVFP4
zai-org/GLM-5.3-Flash · 164 of 164 questions · 3 runs
94.5%
95% CI 89.9–97.1%
155/164 correct
4
Qwen3.8-27B-GGUFQ8_0 · GGUF
unsloth/Qwen3.8-27B-GGUF · 100 of 164 questions · 1 run · Limited data
95.0%
95% CI 88.8–97.8%
95/100 correct
5
Qwen3.8-Flash-Next-GGUFQ4_K_XL · GGUF
unsloth/Qwen3.8-Flash-Next-GGUF · 164 of 164 questions · 11 runs
93.3%
95% CI 88.4–96.2%
153/164 correct
6
gemma-4-31B-it-GGUFQ4_K_XL · GGUF
unsloth/gemma-4-31B-it-GGUF · 164 of 164 questions · 1 run
93.3%
95% CI 88.4–96.2%
153/164 correct
7
brandonmusic/GLM-5.3-Flash-tr3-4bpw · 164 of 164 questions · 1 run
93.3%
95% CI 88.4–96.2%
153/164 correct
8
gemma-4-26B-A4B-itBF16 · safetensors
google/gemma-4-26B-A4B-it · 116 of 164 questions · 1 run
94.0%
95% CI 88.1–97.0%
109/116 correct
9
Qwen3.6-35B-A3B-Uncensored-HauhauCS-AggressiveQ4_K_M · GGUF
HauhauCS/Qwen3.6-35B-A3B-Uncensored-HauhauCS-Aggressive · 116 of 164 questions · 1 run
94.0%
95% CI 88.1–97.0%
109/116 correct
10
nvidia/Gemma-4-31B-IT-NVFP4 · 164 of 164 questions · 32 runs
92.7%
95% CI 87.6–95.8%
152/164 correct
11
DeepSeek-V4-FlashIQ3_XXS · GGUF
deepseek-ai/DeepSeek-V4-Flash · 164 of 164 questions · 7 runs
92.7%
95% CI 87.6–95.8%
152/164 correct
12
Qwen3.5-27B-GGUFQ4_K_XL · GGUF
unsloth/Qwen3.5-27B-GGUF · 164 of 164 questions · 1 run
92.7%
95% CI 87.6–95.8%
152/164 correct
13
Qwen3.8-27B-GGUFQ6_K_XL · GGUF
unsloth/Qwen3.8-27B-GGUF · 164 of 164 questions · 8 runs
92.1%
95% CI 86.9–95.3%
151/164 correct
14
nvidia/Qwen3.8-Flash-Next-NVFP4 · 164 of 164 questions · 1 run
92.1%
95% CI 86.9–95.3%
151/164 correct
15
local-inference-lab/Qwen3.8-Flash-Next-NVFP4 · 164 of 164 questions · 1 run
92.1%
95% CI 86.9–95.3%
151/164 correct
16
Qwen3.5-27B-Uncensored-HauhauCS-AggressiveQ4_K_M · GGUF
HauhauCS/Qwen3.5-27B-Uncensored-HauhauCS-Aggressive · 164 of 164 questions · 1 run
92.1%
95% CI 86.9–95.3%
151/164 correct
17
gemma-4-26B-A4B-it-qat-GGUFQ4_K_XL · gguf
unsloth/gemma-4-26B-A4B-it-qat-GGUF · 100 of 164 questions · 1 run · Limited data
93.0%
95% CI 86.3–96.6%
93/100 correct
18
Muse-Glimmer-30B-GGUFQ4_K_XL · GGUF
unsloth/Muse-Glimmer-30B-GGUF · 164 of 164 questions · 1 run
91.5%
95% CI 86.2–94.8%
150/164 correct
19
Muse-Glimmer-30B-GGUFQ5_K_XL · GGUF
unsloth/Muse-Glimmer-30B-GGUF · 164 of 164 questions · 1 run
91.5%
95% CI 86.2–94.8%
150/164 correct
20
Qwen3.6-35B-A3B-GGUFQ4_K_XL · GGUF
unsloth/Qwen3.6-35B-A3B-GGUF · 116 of 164 questions · 1 run
92.2%
95% CI 85.9–95.9%
107/116 correct
21
Qwen3.8-27B-GGUFQ4_K_XL · GGUF
unsloth/Qwen3.8-27B-GGUF · 164 of 164 questions · 8 runs
90.9%
95% CI 85.5–94.4%
149/164 correct
22
Qwopus3.6-27B-Coder-MTP-GGUFQ5_K_M · gguf
Jackrong/Qwopus3.6-27B-Coder-MTP-GGUF · 164 of 164 questions · 1 run
90.9%
95% CI 85.5–94.4%
149/164 correct
23
Qwen3.6-27B-GGUFQ4_K_XL · GGUF
unsloth/Qwen3.6-27B-GGUF · 164 of 164 questions · 1 run
90.9%
95% CI 85.5–94.4%
149/164 correct
24
Qwen3.6-35B-A3B-GGUFQ2_K_XL · GGUF
unsloth/Qwen3.6-35B-A3B-GGUF · 116 of 164 questions · 1 run
91.4%
95% CI 84.9–95.3%
106/116 correct
25
huihui-ai/Huihui-Ornith-1.5-35B-A3B-abliterated · 164 of 164 questions · 7 runs
90.2%
95% CI 84.7–93.9%
148/164 correct
26
Qwen3.6-27b-ROCmFP4-CIRU-CHAOS-SPEEDROCmFP4 · GGUF
jcbtc/Qwen3.6-27b-ROCmFP4-CIRU-CHAOS-SPEED · 116 of 164 questions · 1 run
90.5%
95% CI 83.8–94.6%
105/116 correct
27
Qwen3.8-27B-GGUFQ4_K_M · GGUF
unsloth/Qwen3.8-27B-GGUF · 100 of 164 questions · 1 run · Limited data
91.0%
95% CI 83.8–95.2%
91/100 correct
28
gemma-4-12b-it-GGUFQ8_K_XL · gguf
unsloth/gemma-4-12b-it-GGUF · 100 of 164 questions · 1 run · Limited data
90.0%
95% CI 82.6–94.5%
90/100 correct
29
Qwen3.8-27B-GGUFQ2_K_XL · GGUF
unsloth/Qwen3.8-27B-GGUF · 164 of 164 questions · 1 run
87.8%
95% CI 81.9–92.0%
144/164 correct
30
Qwen3.6-35B-A3B-Uncensored-HauhauCS-AggressiveQ2_K_P · GGUF
HauhauCS/Qwen3.6-35B-A3B-Uncensored-HauhauCS-Aggressive · 116 of 164 questions · 1 run
87.9%
95% CI 80.8–92.7%
102/116 correct
31
deepseek-ai/DeepSeek-V4-Flash-0731 · 164 of 164 questions · 1 run
86.0%
95% CI 79.8–90.5%
141/164 correct
32
Unsloth-Ornith-1.5-35B-A3BQ2_K_XL · GGUF
peculiar-ragdoll/Unsloth-Ornith-1.5-35B-A3B · 151 of 164 questions · 8 runs
80.8%
95% CI 73.8–86.3%
122/151 correct
33
Ling-3.0-tiny-GGUFQ4_K_M · GGUF
bartowski/Ling-3.0-tiny-GGUF · 164 of 164 questions · 6 runs
79.9%
95% CI 73.1–85.3%
131/164 correct
34
prism-ml/Bonsai-27B-gguf · 116 of 164 questions · 1 run
80.2%
95% CI 72.0–86.4%
93/116 correct
35
Qwen3.8-27B-GGUFIQ1_M · GGUF
unsloth/Qwen3.8-27B-GGUF · 164 of 164 questions · 8 runs
67.1%
95% CI 59.6–73.8%
110/164 correct
Stability— historical rerun transparency
Leaderboard rank uses the latest approved answer to each question. These numbers also include earlier submissions, so reruns and changed answers are visible but do not affect rank.
GLM-5.3-Flashexl3
1 historical run · 164 unique questions
Ranked
95.1%
Row avg
95.1%
Run avg
95.1%
Repeated
0
Changed
0
gemma-4-26B-A4B-it-GGUFQ4_K_XL · GGUF
1 historical run · 164 unique questions
Ranked
95.1%
Row avg
95.1%
Run avg
95.1%
Repeated
0
Changed
0
GLM-5.3-FlashNVFP4
3 historical runs · 164 unique questions
Ranked
94.5%
Row avg
94.7%
Run avg
94.7%
Repeated
328
Changed
5
Qwen3.8-27B-GGUFQ8_0 · GGUF
1 historical run · 100 unique questions
Ranked
95.0%
Row avg
95.0%
Run avg
95.0%
Repeated
0
Changed
0
Qwen3.8-Flash-Next-GGUFQ4_K_XL · GGUF
11 historical runs · 164 unique questions
Ranked
93.3%
Row avg
93.1%
Run avg
93.1%
Repeated
1,112
Changed
13
gemma-4-31B-it-GGUFQ4_K_XL · GGUF
1 historical run · 164 unique questions
Ranked
93.3%
Row avg
93.3%
Run avg
93.3%
Repeated
0
Changed
0
1 historical run · 164 unique questions
Ranked
93.3%
Row avg
93.3%
Run avg
93.3%
Repeated
0
Changed
0
gemma-4-26B-A4B-itBF16 · safetensors
1 historical run · 116 unique questions
Ranked
94.0%
Row avg
94.0%
Run avg
94.0%
Repeated
0
Changed
0
Qwen3.6-35B-A3B-Uncensored-HauhauCS-AggressiveQ4_K_M · GGUF
1 historical run · 116 unique questions
Ranked
94.0%
Row avg
94.0%
Run avg
94.0%
Repeated
0
Changed
0
32 historical runs · 164 unique questions
Ranked
92.7%
Row avg
93.0%
Run avg
93.0%
Repeated
3,548
Changed
7
DeepSeek-V4-FlashIQ3_XXS · GGUF
7 historical runs · 164 unique questions
Ranked
92.7%
Row avg
86.9%
Run avg
86.9%
Repeated
648
Changed
58
Qwen3.5-27B-GGUFQ4_K_XL · GGUF
1 historical run · 164 unique questions
Ranked
92.7%
Row avg
92.7%
Run avg
92.7%
Repeated
0
Changed
0
Qwen3.8-27B-GGUFQ6_K_XL · GGUF
8 historical runs · 164 unique questions
Ranked
92.1%
Row avg
92.0%
Run avg
92.0%
Repeated
1,064
Changed
2
1 historical run · 164 unique questions
Ranked
92.1%
Row avg
92.1%
Run avg
92.1%
Repeated
0
Changed
0
1 historical run · 164 unique questions
Ranked
92.1%
Row avg
92.1%
Run avg
92.1%
Repeated
0
Changed
0
Qwen3.5-27B-Uncensored-HauhauCS-AggressiveQ4_K_M · GGUF
1 historical run · 164 unique questions
Ranked
92.1%
Row avg
92.1%
Run avg
92.1%
Repeated
0
Changed
0
gemma-4-26B-A4B-it-qat-GGUFQ4_K_XL · gguf
0 historical runs · 100 unique questions
Ranked
93.0%
Row avg
—
Run avg
—
Repeated
0
Changed
0
Muse-Glimmer-30B-GGUFQ4_K_XL · GGUF
1 historical run · 164 unique questions
Ranked
91.5%
Row avg
91.5%
Run avg
91.5%
Repeated
0
Changed
0
Muse-Glimmer-30B-GGUFQ5_K_XL · GGUF
1 historical run · 164 unique questions
Ranked
91.5%
Row avg
91.5%
Run avg
91.5%
Repeated
0
Changed
0
Qwen3.6-35B-A3B-GGUFQ4_K_XL · GGUF
1 historical run · 116 unique questions
Ranked
92.2%
Row avg
92.2%
Run avg
92.2%
Repeated
0
Changed
0
Qwen3.8-27B-GGUFQ4_K_XL · GGUF
8 historical runs · 164 unique questions
Ranked
90.9%
Row avg
91.2%
Run avg
91.2%
Repeated
1,064
Changed
3
Qwopus3.6-27B-Coder-MTP-GGUFQ5_K_M · gguf
1 historical run · 164 unique questions
Ranked
90.9%
Row avg
90.9%
Run avg
90.9%
Repeated
0
Changed
0
Qwen3.6-27B-GGUFQ4_K_XL · GGUF
1 historical run · 164 unique questions
Ranked
90.9%
Row avg
90.9%
Run avg
90.9%
Repeated
0
Changed
0
Qwen3.6-35B-A3B-GGUFQ2_K_XL · GGUF
1 historical run · 116 unique questions
Ranked
91.4%
Row avg
91.4%
Run avg
91.4%
Repeated
0
Changed
0
7 historical runs · 164 unique questions
Ranked
90.2%
Row avg
89.5%
Run avg
89.5%
Repeated
648
Changed
1
Qwen3.6-27b-ROCmFP4-CIRU-CHAOS-SPEEDROCmFP4 · GGUF
1 historical run · 116 unique questions
Ranked
90.5%
Row avg
90.5%
Run avg
90.5%
Repeated
0
Changed
0
Qwen3.8-27B-GGUFQ4_K_M · GGUF
1 historical run · 100 unique questions
Ranked
91.0%
Row avg
91.0%
Run avg
91.0%
Repeated
0
Changed
0
gemma-4-12b-it-GGUFQ8_K_XL · gguf
0 historical runs · 100 unique questions
Ranked
90.0%
Row avg
—
Run avg
—
Repeated
0
Changed
0
Qwen3.8-27B-GGUFQ2_K_XL · GGUF
1 historical run · 164 unique questions
Ranked
87.8%
Row avg
87.8%
Run avg
87.8%
Repeated
0
Changed
0
Qwen3.6-35B-A3B-Uncensored-HauhauCS-AggressiveQ2_K_P · GGUF
1 historical run · 116 unique questions
Ranked
87.9%
Row avg
87.9%
Run avg
87.9%
Repeated
0
Changed
0
1 historical run · 164 unique questions
Ranked
86.0%
Row avg
86.0%
Run avg
86.0%
Repeated
0
Changed
0
Unsloth-Ornith-1.5-35B-A3BQ2_K_XL · GGUF
8 historical runs · 151 unique questions
Ranked
80.8%
Row avg
79.5%
Run avg
79.5%
Repeated
249
Changed
4
Ling-3.0-tiny-GGUFQ4_K_M · GGUF
6 historical runs · 164 unique questions
Ranked
79.9%
Row avg
79.9%
Run avg
79.9%
Repeated
820
Changed
0
1 historical run · 116 unique questions
Ranked
80.2%
Row avg
80.2%
Run avg
80.2%
Repeated
0
Changed
0
Qwen3.8-27B-GGUFIQ1_M · GGUF
8 historical runs · 164 unique questions
Ranked
67.1%
Row avg
67.0%
Run avg
67.0%
Repeated
1,064
Changed
0
Runs— sample traces per run
Qwen3.8-Flash-Next-GGUFQ4_K_XL · GGUFby anh · shard 11 · 10/15/2026, 5:43:26 AM · cmv944x7200nele0126rmvo0q92.2%107/116 correct · 5 correct traces · 5 incorrect traces
Qwen3.8-Flash-Next-GGUFQ4_K_XL · GGUF
by anh · shard 11 · 10/15/2026, 5:43:26 AM · cmv944x7200nele0126rmvo0q
92.2%
Correct samples
sample 2 · humaneval-plus:HumanEval/134pass · 100.0% · 12545ms · 94136d672678
Question
def check_if_last_char_is_a_letter(txt):
'''
Create a function that returns True if the last character
of a given string is an alphabetical character and is not
a part of a word, and False otherwise.
Note: "word" is a group of characters separated by space.
Examples:
check_if_last_char_is_a_letter("apple pie") ➞ False
check_if_last_char_is_a_letter("apple pi e") ➞ True
check_if_last_char_is_a_letter("apple pi e ") ➞ False
check_if_last_char_is_a_letter("") ➞ False
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def check_if_last_char_is_a_letter(txt):
'''
Create a function that returns True if the last character
of a given string is an alphabetical character and is not
a part of a word, and False otherwise.
Note: "word" is a group of characters separated by space.
Examples:
check_if_last_char_is_a_letter("apple pie") ➞ False
check_if_last_char_is_a_letter("apple pi e") ➞ True
check_if_last_char_is_a_letter("apple pi e ") ➞ False
check_if_last_char_is_a_letter("") ➞ False
'''
Agent trace
def check_if_last_char_is_a_letter(txt):
'''
Create a function that returns True if the last character
of a given string is an alphabetical character and is not
a part of a word, and False otherwise.
Note: "word" is a group of characters separated by space.
Examples:
check_if_last_char_is_a_letter("apple pie") ➞ False
check_if_last_char_is_a_letter("apple pi e") ➞ True
check_if_last_char_is_a_letter("apple pi e ") ➞ False
check_if_last_char_is_a_letter("") ➞ False
'''
if not txt:
return False
return txt[-1].isalpha() and (len(txt) == 1 or txt[-2] == " ")Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 3 · humaneval-plus:HumanEval/123pass · 100.0% · 5509ms · 1e85d1a20f6c
Question
def get_odd_collatz(n):
"""
Given a positive integer n, return a sorted list that has the odd numbers in collatz sequence.
The Collatz conjecture is a conjecture in mathematics that concerns a sequence defined
as follows: start with any positive integer n. Then each term is obtained from the
previous term as follows: if the previous term is even, the next term is one half of
the previous term. If the previous term is odd, the next term is 3 times the previous
term plus 1. The conjecture is that no matter what value of n, the sequence will always reach 1.
Note:
1. Collatz(1) is [1].
2. returned list sorted in increasing order.
For example:
get_odd_collatz(5) returns [1, 5] # The collatz sequence for 5 is [5, 16, 8, 4, 2, 1], so the odd numbers are only 1, and 5.
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def get_odd_collatz(n):
"""
Given a positive integer n, return a sorted list that has the odd numbers in collatz sequence.
The Collatz conjecture is a conjecture in mathematics that concerns a sequence defined
as follows: start with any positive integer n. Then each term is obtained from the
previous term as follows: if the previous term is even, the next term is one half of
the previous term. If the previous term is odd, the next term is 3 times the previous
term plus 1. The conjecture is that no matter what value of n, the sequence will always reach 1.
Note:
1. Collatz(1) is [1].
2. returned list sorted in increasing order.
For example:
get_odd_collatz(5) returns [1, 5] # The collatz sequence for 5 is [5, 16, 8, 4, 2, 1], so the odd numbers are only 1, and 5.
"""
Agent trace
def get_odd_collatz(n):
odd_numbers = set()
while n != 1:
if n % 2 == 1:
odd_numbers.add(n)
n = 3 * n + 1
else:
n //= 2
odd_numbers.add(1)
return sorted(odd_numbers)Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 4 · humaneval-plus:HumanEval/31pass · 100.0% · 3833ms · b45fcff35b25
Question
def is_prime(n):
"""Return true if a given number is prime, and false otherwise.
>>> is_prime(6)
False
>>> is_prime(101)
True
>>> is_prime(11)
True
>>> is_prime(13441)
True
>>> is_prime(61)
True
>>> is_prime(4)
False
>>> is_prime(1)
False
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def is_prime(n):
"""Return true if a given number is prime, and false otherwise.
>>> is_prime(6)
False
>>> is_prime(101)
True
>>> is_prime(11)
True
>>> is_prime(13441)
True
>>> is_prime(61)
True
>>> is_prime(4)
False
>>> is_prime(1)
False
"""
Agent trace
def is_prime(n):
"""Return true if a given number is prime, and false otherwise.
>>> is_prime(6)
False
>>> is_prime(101)
True
>>> is_prime(11)
True
>>> is_prime(13441)
True
>>> is_prime(61)
True
>>> is_prime(4)
False
>>> is_prime(1)
False
"""
if n < 2:
return False
if n == 2:
return True
if n % 2 == 0:
return False
i = 3
while i * i <= n:
if n % i == 0:
return False
i += 2
return TrueAdditional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 5 · humaneval-plus:HumanEval/43pass · 100.0% · 9940ms · a143c2ff3506
Question
def pairs_sum_to_zero(l):
"""
pairs_sum_to_zero takes a list of integers as an input.
it returns True if there are two distinct elements in the list that
sum to zero, and False otherwise.
>>> pairs_sum_to_zero([1, 3, 5, 0])
False
>>> pairs_sum_to_zero([1, 3, -2, 1])
False
>>> pairs_sum_to_zero([1, 2, 3, 7])
False
>>> pairs_sum_to_zero([2, 4, -5, 3, 5, 7])
True
>>> pairs_sum_to_zero([1])
False
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def pairs_sum_to_zero(l):
"""
pairs_sum_to_zero takes a list of integers as an input.
it returns True if there are two distinct elements in the list that
sum to zero, and False otherwise.
>>> pairs_sum_to_zero([1, 3, 5, 0])
False
>>> pairs_sum_to_zero([1, 3, -2, 1])
False
>>> pairs_sum_to_zero([1, 2, 3, 7])
False
>>> pairs_sum_to_zero([2, 4, -5, 3, 5, 7])
True
>>> pairs_sum_to_zero([1])
False
"""
Agent trace
def pairs_sum_to_zero(l):
seen = set()
for x in l:
if -x in seen:
return True
seen.add(x)
return FalseAdditional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 6 · humaneval-plus:HumanEval/49pass · 100.0% · 4597ms · 0e68ab55599b
Question
def modp(n: int, p: int):
"""Return 2^n modulo p (be aware of numerics).
>>> modp(3, 5)
3
>>> modp(1101, 101)
2
>>> modp(0, 101)
1
>>> modp(3, 11)
8
>>> modp(100, 101)
1
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def modp(n: int, p: int):
"""Return 2^n modulo p (be aware of numerics).
>>> modp(3, 5)
3
>>> modp(1101, 101)
2
>>> modp(0, 101)
1
>>> modp(3, 11)
8
>>> modp(100, 101)
1
"""
Agent trace
def modp(n: int, p: int):
"""Return 2^n modulo p (be aware of numerics).
>>> modp(3, 5)
3
>>> modp(1101, 101)
2
>>> modp(0, 101)
1
>>> modp(3, 11)
8
>>> modp(100, 101)
1
"""
return pow(2, n, p)Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passIncorrect samples
sample 1 · humaneval-plus:HumanEval/99fail · 0.0% · 27547ms · 125aa68cf8ce
Question
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''
Agent trace
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''
Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmp5mjssn3g/solution.py", line 55, in <module>
check(closest_integer)
File "/tmp/tmp5mjssn3g/solution.py", line 52, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmp5mjssn3g/solution.py", line 45, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 39 · humaneval-plus:HumanEval/32fail · 0.0% · 238064ms · 250cd50d8dd1
Question
import math
def poly(xs: list, x: float):
"""
Evaluates polynomial with coefficients xs at point x.
return xs[0] + xs[1] * x + xs[1] * x^2 + .... xs[n] * x^n
"""
return sum([coeff * math.pow(x, i) for i, coeff in enumerate(xs)])
def find_zero(xs: list):
""" xs are coefficients of a polynomial.
find_zero find x such that poly(x) = 0.
find_zero returns only only zero point, even if there are many.
Moreover, find_zero only takes list xs having even number of coefficients
and largest non zero coefficient as it guarantees
a solution.
>>> round(find_zero([1, 2]), 2) # f(x) = 1 + 2x
-0.5
>>> round(find_zero([-6, 11, -6, 1]), 2) # (x - 1) * (x - 2) * (x - 3) = -6 + 11x - 6x^2 + x^3
1.0
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
import math
def poly(xs: list, x: float):
"""
Evaluates polynomial with coefficients xs at point x.
return xs[0] + xs[1] * x + xs[1] * x^2 + .... xs[n] * x^n
"""
return sum([coeff * math.pow(x, i) for i, coeff in enumerate(xs)])
def find_zero(xs: list):
""" xs are coefficients of a polynomial.
find_zero find x such that poly(x) = 0.
find_zero returns only only zero point, even if there are many.
Moreover, find_zero only takes list xs having even number of coefficients
and largest non zero coefficient as it guarantees
a solution.
>>> round(find_zero([1, 2]), 2) # f(x) = 1 + 2x
-0.5
>>> round(find_zero([-6, 11, -6, 1]), 2) # (x - 1) * (x - 2) * (x - 3) = -6 + 11x - 6x^2 + x^3
1.0
"""
Agent trace
def find_zero(xs: list):
if not xs:
return 0.0
coeffs = list(xs)
while len(coeffs) > 1 and coeffs[-1] == 0:
coeffs.pop()
if len(coeffs) == 1:
return 0.0
def f(x: float) -> float:
y = 0.0
for c in reversed(coeffs):
y = y * x + c
return y
if f(0.0) == 0.0:
return 0.0
low, high = -1.0, 1.0
f_low, f_high = f(low), f(high)
if f_low == 0.0:
return low
if f_high == 0.0:
return high
for _ in range(1000):
if (f_low < 0.0 and f_high > 0.0) or (f_low > 0.0 and f_high < 0.0):
break
low *= 2.0
high *= 2.0
f_low, f_high = f(low), f(high)
if f_low == 0.0:
return low
if f_high == 0.0:
return high
else:
return 0.0
for _ in range(100):
mid = low + (high - low) / 2.0
f_mid = f(mid)
if f_mid == 0.0:
return mid
if (f_low < 0.0 and f_mid > 0.0) or (f_low > 0.0 and f_mid < 0.0):
high = mid
f_high = f_mid
else:
low = mid
f_low = f_mid
return (low + high) / 2.0Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmp860sssn_/solution.py", line 79, in <module>
check(find_zero)
File "/tmp/tmp860sssn_/solution.py", line 76, in check
assert _poly(*candidate(*inp), inp) <= 0.0001
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
TypeError: Value after * must be an iterable, not floatExtracted:
fail · Gold: passsample 42 · humaneval-plus:HumanEval/132fail · 0.0% · 386965ms · d65ed04e2d42
Question
def is_nested(string):
'''
Create a function that takes a string as input which contains only square brackets.
The function should return True if and only if there is a valid subsequence of brackets
where at least one bracket in the subsequence is nested.
is_nested('[[]]') ➞ True
is_nested('[]]]]]]][[[[[]') ➞ False
is_nested('[][]') ➞ False
is_nested('[]') ➞ False
is_nested('[[][]]') ➞ True
is_nested('[[]][[') ➞ True
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def is_nested(string):
'''
Create a function that takes a string as input which contains only square brackets.
The function should return True if and only if there is a valid subsequence of brackets
where at least one bracket in the subsequence is nested.
is_nested('[[]]') ➞ True
is_nested('[]]]]]]][[[[[]') ➞ False
is_nested('[][]') ➞ False
is_nested('[]') ➞ False
is_nested('[[][]]') ➞ True
is_nested('[[]][[') ➞ True
'''
Agent trace
def is_nested(string):
left = 0
for ch in string:
if ch == '[':
left += 1
elif ch == ']':
if left > 1:
return True
left -= 1
return FalseAdditional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpb3iaodaz/solution.py", line 45, in <module>
check(is_nested)
File "/tmp/tmpb3iaodaz/solution.py", line 42, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpb3iaodaz/solution.py", line 35, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 56 · humaneval-plus:HumanEval/76fail · 0.0% · 1800040ms · baea024f4bf6
Question
def is_simple_power(x, n):
"""Your task is to write a function that returns true if a number x is a simple
power of n and false in other cases.
x is a simple power of n if n**int=x
For example:
is_simple_power(1, 4) => true
is_simple_power(2, 2) => true
is_simple_power(8, 2) => true
is_simple_power(3, 2) => false
is_simple_power(3, 1) => false
is_simple_power(5, 3) => false
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def is_simple_power(x, n):
"""Your task is to write a function that returns true if a number x is a simple
power of n and false in other cases.
x is a simple power of n if n**int=x
For example:
is_simple_power(1, 4) => true
is_simple_power(2, 2) => true
is_simple_power(8, 2) => true
is_simple_power(3, 2) => false
is_simple_power(3, 1) => false
is_simple_power(5, 3) => false
"""
Additional reasoning trace
generation failed: Post "http://127.0.0.1:8080/v1/chat/completions": context deadline exceeded
Extracted:
fail · Gold: passsample 69 · humaneval-plus:HumanEval/141fail · 0.0% · 11079ms · 8b3e950b875c
Question
def file_name_check(file_name):
"""Create a function which takes a string representing a file's name, and returns
'Yes' if the the file's name is valid, and returns 'No' otherwise.
A file's name is considered to be valid if and only if all the following conditions
are met:
- There should not be more than three digits ('0'-'9') in the file's name.
- The file's name contains exactly one dot '.'
- The substring before the dot should not be empty, and it starts with a letter from
the latin alphapet ('a'-'z' and 'A'-'Z').
- The substring after the dot should be one of these: ['txt', 'exe', 'dll']
Examples:
file_name_check("example.txt") # => 'Yes'
file_name_check("1example.dll") # => 'No' (the name should start with a latin alphapet letter)
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def file_name_check(file_name):
"""Create a function which takes a string representing a file's name, and returns
'Yes' if the the file's name is valid, and returns 'No' otherwise.
A file's name is considered to be valid if and only if all the following conditions
are met:
- There should not be more than three digits ('0'-'9') in the file's name.
- The file's name contains exactly one dot '.'
- The substring before the dot should not be empty, and it starts with a letter from
the latin alphapet ('a'-'z' and 'A'-'Z').
- The substring after the dot should be one of these: ['txt', 'exe', 'dll']
Examples:
file_name_check("example.txt") # => 'Yes'
file_name_check("1example.dll") # => 'No' (the name should start with a latin alphapet letter)
"""
Agent trace
def file_name_check(file_name):
if file_name.count('.') != 1:
return 'No'
name, extension = file_name.split('.')
if not name:
return 'No'
if not (('a' <= name[0] <= 'z') or ('A' <= name[0] <= 'Z')):
return 'No'
if extension not in ['txt', 'exe', 'dll']:
return 'No'
digit_count = sum(1 for ch in file_name if '0' <= ch <= '9')
if digit_count > 3:
return 'No'
return 'Yes'Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmp9_v6nnoj/solution.py", line 55, in <module>
check(file_name_check)
File "/tmp/tmp9_v6nnoj/solution.py", line 52, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmp9_v6nnoj/solution.py", line 45, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passQwen3.8-Flash-Next-GGUFQ4_K_XL · GGUFby anh · shard 10 · 10/15/2026, 4:33:46 AM · cmv91ncej00jkle01e9i9uf3292.2%107/116 correct · 5 correct traces · 5 incorrect traces
Qwen3.8-Flash-Next-GGUFQ4_K_XL · GGUF
by anh · shard 10 · 10/15/2026, 4:33:46 AM · cmv91ncej00jkle01e9i9uf32
92.2%
Correct samples
sample 1 · humaneval-plus:HumanEval/58pass · 100.0% · 3428ms · 79737ca98da8
Question
def common(l1: list, l2: list):
"""Return sorted unique common elements for two lists.
>>> common([1, 4, 3, 34, 653, 2, 5], [5, 7, 1, 5, 9, 653, 121])
[1, 5, 653]
>>> common([5, 3, 2, 8], [3, 2])
[2, 3]
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def common(l1: list, l2: list):
"""Return sorted unique common elements for two lists.
>>> common([1, 4, 3, 34, 653, 2, 5], [5, 7, 1, 5, 9, 653, 121])
[1, 5, 653]
>>> common([5, 3, 2, 8], [3, 2])
[2, 3]
"""
Agent trace
def common(l1: list, l2: list):
"""Return sorted unique common elements for two lists.
>>> common([1, 4, 3, 34, 653, 2, 5], [5, 7, 1, 5, 9, 653, 121])
[1, 5, 653]
>>> common([5, 3, 2, 8], [3, 2])
[2, 3]
"""
return sorted(set(l1) & set(l2))Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 2 · humaneval-plus:HumanEval/4pass · 100.0% · 4528ms · 6731b2fca158
Question
from typing import List
def mean_absolute_deviation(numbers: List[float]) -> float:
""" For a given list of input numbers, calculate Mean Absolute Deviation
around the mean of this dataset.
Mean Absolute Deviation is the average absolute difference between each
element and a centerpoint (mean in this case):
MAD = average | x - x_mean |
>>> mean_absolute_deviation([1.0, 2.0, 3.0, 4.0])
1.0
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
from typing import List
def mean_absolute_deviation(numbers: List[float]) -> float:
""" For a given list of input numbers, calculate Mean Absolute Deviation
around the mean of this dataset.
Mean Absolute Deviation is the average absolute difference between each
element and a centerpoint (mean in this case):
MAD = average | x - x_mean |
>>> mean_absolute_deviation([1.0, 2.0, 3.0, 4.0])
1.0
"""
Agent trace
from typing import List
def mean_absolute_deviation(numbers: List[float]) -> float:
""" For a given list of input numbers, calculate Mean Absolute Deviation
around the mean of this dataset.
Mean Absolute Deviation is the average absolute difference between each
element and a centerpoint (mean in this case):
MAD = average | x - x_mean |
>>> mean_absolute_deviation([1.0, 2.0, 3.0, 4.0])
1.0
"""
if not numbers:
return 0.0
mean = sum(numbers) / len(numbers)
return sum(abs(x - mean) for x in numbers) / len(numbers)Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 3 · humaneval-plus:HumanEval/96pass · 100.0% · 6222ms · 518ef70b10e1
Question
def count_up_to(n):
"""Implement a function that takes an non-negative integer and returns an array of the first n
integers that are prime numbers and less than n.
for example:
count_up_to(5) => [2,3]
count_up_to(11) => [2,3,5,7]
count_up_to(0) => []
count_up_to(20) => [2,3,5,7,11,13,17,19]
count_up_to(1) => []
count_up_to(18) => [2,3,5,7,11,13,17]
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def count_up_to(n):
"""Implement a function that takes an non-negative integer and returns an array of the first n
integers that are prime numbers and less than n.
for example:
count_up_to(5) => [2,3]
count_up_to(11) => [2,3,5,7]
count_up_to(0) => []
count_up_to(20) => [2,3,5,7,11,13,17,19]
count_up_to(1) => []
count_up_to(18) => [2,3,5,7,11,13,17]
"""
Agent trace
def count_up_to(n):
"""Implement a function that takes an non-negative integer and returns an array of the first n
integers that are prime numbers and less than n.
for example:
count_up_to(5) => [2,3]
count_up_to(11) => [2,3,5,7]
count_up_to(0) => []
count_up_to(20) => [2,3,5,7,11,13,17,19]
count_up_to(1) => []
count_up_to(18) => [2,3,5,7,11,13,17]
"""
if n < 2:
return []
is_prime = [True] * n
is_prime[0] = is_prime[1] = False
for i in range(2, int(n ** 0.5) + 1):
if is_prime[i]:
for j in range(i * i, n, i):
is_prime[j] = False
return [i for i in range(n) if is_prime[i]]Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 4 · humaneval-plus:HumanEval/118pass · 100.0% · 8081ms · 2baf969667de
Question
def get_closest_vowel(word):
"""You are given a word. Your task is to find the closest vowel that stands between
two consonants from the right side of the word (case sensitive).
Vowels in the beginning and ending doesn't count. Return empty string if you didn't
find any vowel met the above condition.
You may assume that the given string contains English letter only.
Example:
get_closest_vowel("yogurt") ==> "u"
get_closest_vowel("FULL") ==> "U"
get_closest_vowel("quick") ==> ""
get_closest_vowel("ab") ==> ""
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def get_closest_vowel(word):
"""You are given a word. Your task is to find the closest vowel that stands between
two consonants from the right side of the word (case sensitive).
Vowels in the beginning and ending doesn't count. Return empty string if you didn't
find any vowel met the above condition.
You may assume that the given string contains English letter only.
Example:
get_closest_vowel("yogurt") ==> "u"
get_closest_vowel("FULL") ==> "U"
get_closest_vowel("quick") ==> ""
get_closest_vowel("ab") ==> ""
"""
Agent trace
def get_closest_vowel(word):
vowels = set("aeiouAEIOU")
for i in range(len(word) - 2, 0, -1):
if word[i] in vowels and word[i - 1] not in vowels and word[i + 1] not in vowels:
return word[i]
return ""Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 5 · humaneval-plus:HumanEval/1pass · 100.0% · 5073ms · 24bae7c5e360
Question
from typing import List
def separate_paren_groups(paren_string: str) -> List[str]:
""" Input to this function is a string containing multiple groups of nested parentheses. Your goal is to
separate those group into separate strings and return the list of those.
Separate groups are balanced (each open brace is properly closed) and not nested within each other
Ignore any spaces in the input string.
>>> separate_paren_groups('( ) (( )) (( )( ))')
['()', '(())', '(()())']
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
from typing import List
def separate_paren_groups(paren_string: str) -> List[str]:
""" Input to this function is a string containing multiple groups of nested parentheses. Your goal is to
separate those group into separate strings and return the list of those.
Separate groups are balanced (each open brace is properly closed) and not nested within each other
Ignore any spaces in the input string.
>>> separate_paren_groups('( ) (( )) (( )( ))')
['()', '(())', '(()())']
"""
Agent trace
from typing import List
def separate_paren_groups(paren_string: str) -> List[str]:
result = []
current_group = []
depth = 0
for char in paren_string:
if char == " ":
continue
if char == "(":
depth += 1
current_group.append(char)
elif char == ")":
depth -= 1
current_group.append(char)
if depth == 0:
result.append("".join(current_group))
current_group = []
return resultAdditional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passIncorrect samples
sample 10 · humaneval-plus:HumanEval/32fail · 0.0% · 316973ms · 250cd50d8dd1
Question
import math
def poly(xs: list, x: float):
"""
Evaluates polynomial with coefficients xs at point x.
return xs[0] + xs[1] * x + xs[1] * x^2 + .... xs[n] * x^n
"""
return sum([coeff * math.pow(x, i) for i, coeff in enumerate(xs)])
def find_zero(xs: list):
""" xs are coefficients of a polynomial.
find_zero find x such that poly(x) = 0.
find_zero returns only only zero point, even if there are many.
Moreover, find_zero only takes list xs having even number of coefficients
and largest non zero coefficient as it guarantees
a solution.
>>> round(find_zero([1, 2]), 2) # f(x) = 1 + 2x
-0.5
>>> round(find_zero([-6, 11, -6, 1]), 2) # (x - 1) * (x - 2) * (x - 3) = -6 + 11x - 6x^2 + x^3
1.0
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
import math
def poly(xs: list, x: float):
"""
Evaluates polynomial with coefficients xs at point x.
return xs[0] + xs[1] * x + xs[1] * x^2 + .... xs[n] * x^n
"""
return sum([coeff * math.pow(x, i) for i, coeff in enumerate(xs)])
def find_zero(xs: list):
""" xs are coefficients of a polynomial.
find_zero find x such that poly(x) = 0.
find_zero returns only only zero point, even if there are many.
Moreover, find_zero only takes list xs having even number of coefficients
and largest non zero coefficient as it guarantees
a solution.
>>> round(find_zero([1, 2]), 2) # f(x) = 1 + 2x
-0.5
>>> round(find_zero([-6, 11, -6, 1]), 2) # (x - 1) * (x - 2) * (x - 3) = -6 + 11x - 6x^2 + x^3
1.0
"""
Agent trace
import math
def poly(xs: list, x: float):
"""
Evaluates polynomial with coefficients xs at point x.
return xs[0] + xs[1] * x + xs[1] * x^2 + .... xs[n] * x^n
"""
return sum([coeff * math.pow(x, i) for i, coeff in enumerate(xs)])
def find_zero(xs: list):
""" xs are coefficients of a polynomial.
find_zero find x such that poly(x) = 0.
find_zero returns only only zero point, even if there are many.
Moreover, find_zero only takes list xs having even number of coefficients
and largest non zero coefficient as it guarantees
a solution.
>>> round(find_zero([1, 2]), 2) # f(x) = 1 + 2x
-0.5
>>> round(find_zero([-6, 11, -6, 1]), 2) # (x - 1) * (x - 2) * (x - 3) = -6 + 11x - 6x^2 + x^3
1.0
"""
def f(x: float) -> float:
y = 0.0
for coeff in reversed(xs):
y = y * x + coeff
return y
def sign(v: float) -> int:
if v > 0:
return 1
if v < 0:
return -1
return 0
lo, hi = -1.0, 1.0
flo, fhi = f(lo), f(hi)
for _ in range(1000):
slo, shi = sign(flo), sign(fhi)
if slo == 0 or shi == 0 or slo != shi:
break
lo *= 2.0
hi *= 2.0
flo, fhi = f(lo), f(hi)
for _ in range(100):
mid = (lo + hi) / 2.0
fmid = f(mid)
slo, smid = sign(flo), sign(fmid)
if slo == 0 or smid == 0 or slo != smid:
hi = mid
else:
lo = mid
flo = fmid
return (lo + hi) / 2.0Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmplndept9m/solution.py", line 78, in <module>
check(find_zero)
File "/tmp/tmplndept9m/solution.py", line 75, in check
assert _poly(*candidate(*inp), inp) <= 0.0001
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
TypeError: Value after * must be an iterable, not floatExtracted:
fail · Gold: passsample 26 · humaneval-plus:HumanEval/145fail · 0.0% · 1536103ms · d5a81ec8d1f0
Question
def order_by_points(nums):
"""
Write a function which sorts the given list of integers
in ascending order according to the sum of their digits.
Note: if there are several items with similar sum of their digits,
order them based on their index in original list.
For example:
>>> order_by_points([1, 11, -1, -11, -12]) == [-1, -11, 1, -12, 11]
>>> order_by_points([]) == []
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def order_by_points(nums):
"""
Write a function which sorts the given list of integers
in ascending order according to the sum of their digits.
Note: if there are several items with similar sum of their digits,
order them based on their index in original list.
For example:
>>> order_by_points([1, 11, -1, -11, -12]) == [-1, -11, 1, -12, 11]
>>> order_by_points([]) == []
"""
Agent trace
def order_by_points(nums):
def points(x):
digit_sum = sum(int(ch) for ch in str(abs(x)))
if x > 0:
return digit_sum + 1
if x < 0:
return digit_sum - 1
return digit_sum
return sorted(nums, key=points)Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpw6eyf61h/solution.py", line 45, in <module>
check(order_by_points)
File "/tmp/tmpw6eyf61h/solution.py", line 42, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpw6eyf61h/solution.py", line 35, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 30 · humaneval-plus:HumanEval/151fail · 0.0% · 17643ms · f97a9b534c92
Question
def double_the_difference(lst):
'''
Given a list of numbers, return the sum of squares of the numbers
in the list that are odd. Ignore numbers that are negative or not integers.
double_the_difference([1, 3, 2, 0]) == 1 + 9 + 0 + 0 = 10
double_the_difference([-1, -2, 0]) == 0
double_the_difference([9, -2]) == 81
double_the_difference([0]) == 0
If the input list is empty, return 0.
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def double_the_difference(lst):
'''
Given a list of numbers, return the sum of squares of the numbers
in the list that are odd. Ignore numbers that are negative or not integers.
double_the_difference([1, 3, 2, 0]) == 1 + 9 + 0 + 0 = 10
double_the_difference([-1, -2, 0]) == 0
double_the_difference([9, -2]) == 81
double_the_difference([0]) == 0
If the input list is empty, return 0.
'''
Agent trace
def double_the_difference(lst):
'''
Given a list of numbers, return the sum of squares of the numbers
in the list that are odd. Ignore numbers that are negative or not integers.
double_the_difference([1, 3, 2, 0]) == 1 + 9 + 0 + 0 = 10
double_the_difference([-1, -2, 0]) == 0
double_the_difference([9, -2]) == 81
double_the_difference([0]) == 0
If the input list is empty, return 0.
'''
return sum(
x * x
for x in lst
if isinstance(x, int) and not isinstance(x, bool) and x > 0 and x % 2 != 0
)Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmppqf2y1_p/solution.py", line 52, in <module>
check(double_the_difference)
File "/tmp/tmppqf2y1_p/solution.py", line 49, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmppqf2y1_p/solution.py", line 42, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 46 · humaneval-plus:HumanEval/22fail · 0.0% · 10016ms · 3488d1696764
Question
from typing import List, Any
def filter_integers(values: List[Any]) -> List[int]:
""" Filter given list of any python values only for integers
>>> filter_integers(['a', 3.14, 5])
[5]
>>> filter_integers([1, 2, 3, 'abc', {}, []])
[1, 2, 3]
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
from typing import List, Any
def filter_integers(values: List[Any]) -> List[int]:
""" Filter given list of any python values only for integers
>>> filter_integers(['a', 3.14, 5])
[5]
>>> filter_integers([1, 2, 3, 'abc', {}, []])
[1, 2, 3]
"""
Agent trace
from typing import List, Any
def filter_integers(values: List[Any]) -> List[int]:
""" Filter given list of any python values only for integers
>>> filter_integers(['a', 3.14, 5])
[5]
>>> filter_integers([1, 2, 3, 'abc', {}, []])
[1, 2, 3]
"""
return [value for value in values if isinstance(value, int)]Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpndskffet/solution.py", line 46, in <module>
check(filter_integers)
File "/tmp/tmpndskffet/solution.py", line 43, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpndskffet/solution.py", line 36, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 47 · humaneval-plus:HumanEval/99fail · 0.0% · 11857ms · 125aa68cf8ce
Question
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''
Agent trace
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''
Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpnvdof9ri/solution.py", line 55, in <module>
check(closest_integer)
File "/tmp/tmpnvdof9ri/solution.py", line 52, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpnvdof9ri/solution.py", line 45, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passQwen3.8-Flash-Next-GGUFQ4_K_XL · GGUFby anh · shard 9 · 10/15/2026, 3:13:49 AM · cmv8ysic800awle0143fpw12i94.0%109/116 correct · 5 correct traces · 5 incorrect traces
Qwen3.8-Flash-Next-GGUFQ4_K_XL · GGUF
by anh · shard 9 · 10/15/2026, 3:13:49 AM · cmv8ysic800awle0143fpw12i
94.0%
Correct samples
sample 1 · humaneval-plus:HumanEval/125pass · 100.0% · 10789ms · 17cf15e8f2e5
Question
def split_words(txt):
'''
Given a string of words, return a list of words split on whitespace, if no whitespaces exists in the text you
should split on commas ',' if no commas exists you should return the number of lower-case letters with odd order in the
alphabet, ord('a') = 0, ord('b') = 1, ... ord('z') = 25
Examples
split_words("Hello world!") ➞ ["Hello", "world!"]
split_words("Hello,world!") ➞ ["Hello", "world!"]
split_words("abcdef") == 3
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def split_words(txt):
'''
Given a string of words, return a list of words split on whitespace, if no whitespaces exists in the text you
should split on commas ',' if no commas exists you should return the number of lower-case letters with odd order in the
alphabet, ord('a') = 0, ord('b') = 1, ... ord('z') = 25
Examples
split_words("Hello world!") ➞ ["Hello", "world!"]
split_words("Hello,world!") ➞ ["Hello", "world!"]
split_words("abcdef") == 3
'''
Agent trace
def split_words(txt):
if any(c.isspace() for c in txt):
return txt.split()
if ',' in txt:
return txt.split(',')
return sum(1 for c in txt if 'a' <= c <= 'z' and (ord(c) - ord('a')) % 2 == 1)Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 2 · humaneval-plus:HumanEval/86pass · 100.0% · 7396ms · 7f48094ca79c
Question
def anti_shuffle(s):
"""
Write a function that takes a string and returns an ordered version of it.
Ordered version of string, is a string where all words (separated by space)
are replaced by a new word where all the characters arranged in
ascending order based on ascii value.
Note: You should keep the order of words and blank spaces in the sentence.
For example:
anti_shuffle('Hi') returns 'Hi'
anti_shuffle('hello') returns 'ehllo'
anti_shuffle('Hello World!!!') returns 'Hello !!!Wdlor'
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def anti_shuffle(s):
"""
Write a function that takes a string and returns an ordered version of it.
Ordered version of string, is a string where all words (separated by space)
are replaced by a new word where all the characters arranged in
ascending order based on ascii value.
Note: You should keep the order of words and blank spaces in the sentence.
For example:
anti_shuffle('Hi') returns 'Hi'
anti_shuffle('hello') returns 'ehllo'
anti_shuffle('Hello World!!!') returns 'Hello !!!Wdlor'
"""
Agent trace
def anti_shuffle(s):
return ' '.join(''.join(sorted(word)) for word in s.split(' '))Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 3 · humaneval-plus:HumanEval/140pass · 100.0% · 7818ms · 7bec51cd74df
Question
def fix_spaces(text):
"""
Given a string text, replace all spaces in it with underscores,
and if a string has more than 2 consecutive spaces,
then replace all consecutive spaces with -
fix_spaces("Example") == "Example"
fix_spaces("Example 1") == "Example_1"
fix_spaces(" Example 2") == "_Example_2"
fix_spaces(" Example 3") == "_Example-3"
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def fix_spaces(text):
"""
Given a string text, replace all spaces in it with underscores,
and if a string has more than 2 consecutive spaces,
then replace all consecutive spaces with -
fix_spaces("Example") == "Example"
fix_spaces("Example 1") == "Example_1"
fix_spaces(" Example 2") == "_Example_2"
fix_spaces(" Example 3") == "_Example-3"
"""
Agent trace
def fix_spaces(text):
"""
Given a string text, replace all spaces in it with underscores,
and if a string has more than 2 consecutive spaces,
then replace all consecutive spaces with -
fix_spaces("Example") == "Example"
fix_spaces("Example 1") == "Example_1"
fix_spaces(" Example 2") == "_Example_2"
fix_spaces(" Example 3") == "_Example-3"
"""
result = []
i = 0
n = len(text)
while i < n:
if text[i] == " ":
j = i
while j < n and text[j] == " ":
j += 1
count = j - i
if count > 2:
result.append("-")
else:
result.append("_" * count)
i = j
else:
result.append(text[i])
i += 1
return "".join(result)Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 4 · humaneval-plus:HumanEval/89pass · 100.0% · 8686ms · faecea1d9457
Question
def encrypt(s):
"""Create a function encrypt that takes a string as an argument and
returns a string encrypted with the alphabet being rotated.
The alphabet should be rotated in a manner such that the letters
shift down by two multiplied to two places.
For example:
encrypt('hi') returns 'lm'
encrypt('asdfghjkl') returns 'ewhjklnop'
encrypt('gf') returns 'kj'
encrypt('et') returns 'ix'
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def encrypt(s):
"""Create a function encrypt that takes a string as an argument and
returns a string encrypted with the alphabet being rotated.
The alphabet should be rotated in a manner such that the letters
shift down by two multiplied to two places.
For example:
encrypt('hi') returns 'lm'
encrypt('asdfghjkl') returns 'ewhjklnop'
encrypt('gf') returns 'kj'
encrypt('et') returns 'ix'
"""
Agent trace
def encrypt(s):
"""Create a function encrypt that takes a string as an argument and
returns a string encrypted with the alphabet being rotated.
The alphabet should be rotated in a manner such that the letters
shift down by two multiplied to two places.
For example:
encrypt('hi') returns 'lm'
encrypt('asdfghjkl') returns 'ewhjklnop'
encrypt('gf') returns 'kj'
encrypt('et') returns 'ix'
"""
shift = 4
result = []
for char in s:
if char.islower():
result.append(chr((ord(char) - ord('a') + shift) % 26 + ord('a')))
elif char.isupper():
result.append(chr((ord(char) - ord('A') + shift) % 26 + ord('A')))
else:
result.append(char)
return ''.join(result)Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 5 · humaneval-plus:HumanEval/80pass · 100.0% · 2812ms · 8c46a24a3a54
Question
def is_happy(s):
"""You are given a string s.
Your task is to check if the string is happy or not.
A string is happy if its length is at least 3 and every 3 consecutive letters are distinct
For example:
is_happy(a) => False
is_happy(aa) => False
is_happy(abcd) => True
is_happy(aabb) => False
is_happy(adb) => True
is_happy(xyy) => False
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def is_happy(s):
"""You are given a string s.
Your task is to check if the string is happy or not.
A string is happy if its length is at least 3 and every 3 consecutive letters are distinct
For example:
is_happy(a) => False
is_happy(aa) => False
is_happy(abcd) => True
is_happy(aabb) => False
is_happy(adb) => True
is_happy(xyy) => False
"""
Agent trace
def is_happy(s):
if len(s) < 3:
return False
for i in range(len(s) - 2):
if s[i] == s[i + 1] or s[i] == s[i + 2] or s[i + 1] == s[i + 2]:
return False
return TrueAdditional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passIncorrect samples
sample 16 · humaneval-plus:HumanEval/99fail · 0.0% · 18285ms · 125aa68cf8ce
Question
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''
Agent trace
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''
Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmp92nhvmwb/solution.py", line 55, in <module>
check(closest_integer)
File "/tmp/tmp92nhvmwb/solution.py", line 52, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmp92nhvmwb/solution.py", line 45, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 23 · humaneval-plus:HumanEval/145fail · 0.0% · 384900ms · d5a81ec8d1f0
Question
def order_by_points(nums):
"""
Write a function which sorts the given list of integers
in ascending order according to the sum of their digits.
Note: if there are several items with similar sum of their digits,
order them based on their index in original list.
For example:
>>> order_by_points([1, 11, -1, -11, -12]) == [-1, -11, 1, -12, 11]
>>> order_by_points([]) == []
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def order_by_points(nums):
"""
Write a function which sorts the given list of integers
in ascending order according to the sum of their digits.
Note: if there are several items with similar sum of their digits,
order them based on their index in original list.
For example:
>>> order_by_points([1, 11, -1, -11, -12]) == [-1, -11, 1, -12, 11]
>>> order_by_points([]) == []
"""
Agent trace
def order_by_points(nums):
def digit_sum(x):
return sum(int(d) for d in str(abs(x)))
return sorted(
nums,
key=lambda x: (
digit_sum(x) - (1 if x < 0 else 0),
0 if x < 0 else 1,
),
)Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpglrbx_to/solution.py", line 46, in <module>
check(order_by_points)
File "/tmp/tmpglrbx_to/solution.py", line 43, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpglrbx_to/solution.py", line 36, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 24 · humaneval-plus:HumanEval/129fail · 0.0% · 139185ms · b1ae63818edc
Question
def minPath(grid, k):
"""
Given a grid with N rows and N columns (N >= 2) and a positive integer k,
each cell of the grid contains a value. Every integer in the range [1, N * N]
inclusive appears exactly once on the cells of the grid.
You have to find the minimum path of length k in the grid. You can start
from any cell, and in each step you can move to any of the neighbor cells,
in other words, you can go to cells which share an edge with you current
cell.
Please note that a path of length k means visiting exactly k cells (not
necessarily distinct).
You CANNOT go off the grid.
A path A (of length k) is considered less than a path B (of length k) if
after making the ordered lists of the values on the cells that A and B go
through (let's call them lst_A and lst_B), lst_A is lexicographically less
than lst_B, in other words, there exist an integer index i (1 <= i <= k)
such that lst_A[i] < lst_B[i] and for any j (1 <= j < i) we have
lst_A[j] = lst_B[j].
It is guaranteed that the answer is unique.
Return an ordered list of the values on the cells that the minimum path go through.
Examples:
Input: grid = [ [1,2,3], [4,5,6], [7,8,9]], k = 3
Output: [1, 2, 1]
Input: grid = [ [5,9,3], [4,1,6], [7,8,2]], k = 1
Output: [1]
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def minPath(grid, k):
"""
Given a grid with N rows and N columns (N >= 2) and a positive integer k,
each cell of the grid contains a value. Every integer in the range [1, N * N]
inclusive appears exactly once on the cells of the grid.
You have to find the minimum path of length k in the grid. You can start
from any cell, and in each step you can move to any of the neighbor cells,
in other words, you can go to cells which share an edge with you current
cell.
Please note that a path of length k means visiting exactly k cells (not
necessarily distinct).
You CANNOT go off the grid.
A path A (of length k) is considered less than a path B (of length k) if
after making the ordered lists of the values on the cells that A and B go
through (let's call them lst_A and lst_B), lst_A is lexicographically less
than lst_B, in other words, there exist an integer index i (1 <= i <= k)
such that lst_A[i] < lst_B[i] and for any j (1 <= j < i) we have
lst_A[j] = lst_B[j].
It is guaranteed that the answer is unique.
Return an ordered list of the values on the cells that the minimum path go through.
Examples:
Input: grid = [ [1,2,3], [4,5,6], [7,8,9]], k = 3
Output: [1, 2, 1]
Input: grid = [ [5,9,3], [4,1,6], [7,8,2]], k = 1
Output: [1]
"""
Agent trace
def minPath(grid, k):
if k <= 0:
return []
rows = len(grid)
cols = len(grid[0]) if rows else 0
if rows == 0 or cols == 0:
return []
if rows == 1 and cols == 1:
return [grid[0][0]] * k
r = c = 0
start = grid[0][0]
for i in range(rows):
for j in range(cols):
if grid[i][j] < start:
start = grid[i][j]
r, c = i, j
ans = [start]
seen = {(r, c): 0}
directions = ((1, 0), (-1, 0), (0, 1), (0, -1))
while len(ans) < k:
best_val = float('inf')
best_r = best_c = -1
for dr, dc in directions:
nr, nc = r + dr, c + dc
if 0 <= nr < rows and 0 <= nc < cols:
val = grid[nr][nc]
if val < best_val:
best_val = val
best_r, best_c = nr, nc
if best_r == -1:
break
nxt = (best_r, best_c)
if nxt in seen:
cycle = ans[seen[nxt]:]
remaining = k - len(ans)
if cycle:
reps, rem = divmod(remaining, len(cycle))
ans.extend(cycle * reps)
ans.extend(cycle[:rem])
break
seen[nxt] = len(ans)
ans.append(best_val)
r, c = nxt
return ansAdditional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
File "/tmp/tmppseuy5z1/solution.py", line 1
from any cell, and in each step you can move to any of the neighbor cells,
^^^^
SyntaxError: invalid syntaxExtracted:
fail · Gold: passsample 27 · humaneval-plus:HumanEval/151fail · 0.0% · 23463ms · f97a9b534c92
Question
def double_the_difference(lst):
'''
Given a list of numbers, return the sum of squares of the numbers
in the list that are odd. Ignore numbers that are negative or not integers.
double_the_difference([1, 3, 2, 0]) == 1 + 9 + 0 + 0 = 10
double_the_difference([-1, -2, 0]) == 0
double_the_difference([9, -2]) == 81
double_the_difference([0]) == 0
If the input list is empty, return 0.
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def double_the_difference(lst):
'''
Given a list of numbers, return the sum of squares of the numbers
in the list that are odd. Ignore numbers that are negative or not integers.
double_the_difference([1, 3, 2, 0]) == 1 + 9 + 0 + 0 = 10
double_the_difference([-1, -2, 0]) == 0
double_the_difference([9, -2]) == 81
double_the_difference([0]) == 0
If the input list is empty, return 0.
'''
Agent trace
def double_the_difference(lst):
return sum(
x * x
for x in lst
if isinstance(x, int) and not isinstance(x, bool) and x > 0 and x % 2 == 1
)Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmphyje94b5/solution.py", line 41, in <module>
check(double_the_difference)
File "/tmp/tmphyje94b5/solution.py", line 38, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmphyje94b5/solution.py", line 31, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 70 · humaneval-plus:HumanEval/116fail · 0.0% · 304828ms · e424308979c4
Question
def sort_array(arr):
"""
In this Kata, you have to sort an array of non-negative integers according to
number of ones in their binary representation in ascending order.
For similar number of ones, sort based on decimal value.
It must be implemented like this:
>>> sort_array([1, 5, 2, 3, 4]) == [1, 2, 3, 4, 5]
>>> sort_array([-2, -3, -4, -5, -6]) == [-6, -5, -4, -3, -2]
>>> sort_array([1, 0, 2, 3, 4]) [0, 1, 2, 3, 4]
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def sort_array(arr):
"""
In this Kata, you have to sort an array of non-negative integers according to
number of ones in their binary representation in ascending order.
For similar number of ones, sort based on decimal value.
It must be implemented like this:
>>> sort_array([1, 5, 2, 3, 4]) == [1, 2, 3, 4, 5]
>>> sort_array([-2, -3, -4, -5, -6]) == [-6, -5, -4, -3, -2]
>>> sort_array([1, 0, 2, 3, 4]) [0, 1, 2, 3, 4]
"""
Agent trace
def sort_array(arr):
return sorted(arr, key=lambda x: (bin(x).count('1'), x) if x >= 0 else (0, x))Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpg9rlu5vp/solution.py", line 37, in <module>
check(sort_array)
File "/tmp/tmpg9rlu5vp/solution.py", line 34, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpg9rlu5vp/solution.py", line 27, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passQwen3.8-Flash-Next-GGUFQ4_K_XL · GGUFby anh · shard 8 · 10/15/2026, 2:16:24 AM · cmv8wqom60060le01j8o4gfd094.8%110/116 correct · 5 correct traces · 5 incorrect traces
Qwen3.8-Flash-Next-GGUFQ4_K_XL · GGUF
by anh · shard 8 · 10/15/2026, 2:16:24 AM · cmv8wqom60060le01j8o4gfd0
94.8%
Correct samples
sample 1 · humaneval-plus:HumanEval/15pass · 100.0% · 6631ms · a395ec9832f4
Question
def string_sequence(n: int) -> str:
""" Return a string containing space-delimited numbers starting from 0 upto n inclusive.
>>> string_sequence(0)
'0'
>>> string_sequence(5)
'0 1 2 3 4 5'
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def string_sequence(n: int) -> str:
""" Return a string containing space-delimited numbers starting from 0 upto n inclusive.
>>> string_sequence(0)
'0'
>>> string_sequence(5)
'0 1 2 3 4 5'
"""
Agent trace
def string_sequence(n: int) -> str:
""" Return a string containing space-delimited numbers starting from 0 upto n inclusive.
>>> string_sequence(0)
'0'
>>> string_sequence(5)
'0 1 2 3 4 5'
"""
return " ".join(str(i) for i in range(n + 1))Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 2 · humaneval-plus:HumanEval/42pass · 100.0% · 2638ms · 391ef2e87f96
Question
def incr_list(l: list):
"""Return list with elements incremented by 1.
>>> incr_list([1, 2, 3])
[2, 3, 4]
>>> incr_list([5, 3, 5, 2, 3, 3, 9, 0, 123])
[6, 4, 6, 3, 4, 4, 10, 1, 124]
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def incr_list(l: list):
"""Return list with elements incremented by 1.
>>> incr_list([1, 2, 3])
[2, 3, 4]
>>> incr_list([5, 3, 5, 2, 3, 3, 9, 0, 123])
[6, 4, 6, 3, 4, 4, 10, 1, 124]
"""
Agent trace
def incr_list(l: list):
"""Return list with elements incremented by 1.
>>> incr_list([1, 2, 3])
[2, 3, 4]
>>> incr_list([5, 3, 5, 2, 3, 3, 9, 0, 123])
[6, 4, 6, 3, 4, 4, 10, 1, 124]
"""
return [x + 1 for x in l]Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 3 · humaneval-plus:HumanEval/126pass · 100.0% · 9310ms · 17f6d5efd852
Question
def is_sorted(lst):
'''
Given a list of numbers, return whether or not they are sorted
in ascending order. If list has more than 1 duplicate of the same
number, return False. Assume no negative numbers and only integers.
Examples
is_sorted([5]) ➞ True
is_sorted([1, 2, 3, 4, 5]) ➞ True
is_sorted([1, 3, 2, 4, 5]) ➞ False
is_sorted([1, 2, 3, 4, 5, 6]) ➞ True
is_sorted([1, 2, 3, 4, 5, 6, 7]) ➞ True
is_sorted([1, 3, 2, 4, 5, 6, 7]) ➞ False
is_sorted([1, 2, 2, 3, 3, 4]) ➞ True
is_sorted([1, 2, 2, 2, 3, 4]) ➞ False
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def is_sorted(lst):
'''
Given a list of numbers, return whether or not they are sorted
in ascending order. If list has more than 1 duplicate of the same
number, return False. Assume no negative numbers and only integers.
Examples
is_sorted([5]) ➞ True
is_sorted([1, 2, 3, 4, 5]) ➞ True
is_sorted([1, 3, 2, 4, 5]) ➞ False
is_sorted([1, 2, 3, 4, 5, 6]) ➞ True
is_sorted([1, 2, 3, 4, 5, 6, 7]) ➞ True
is_sorted([1, 3, 2, 4, 5, 6, 7]) ➞ False
is_sorted([1, 2, 2, 3, 3, 4]) ➞ True
is_sorted([1, 2, 2, 2, 3, 4]) ➞ False
'''
Agent trace
def is_sorted(lst):
'''
Given a list of numbers, return whether or not they are sorted
in ascending order. If list has more than 1 duplicate of the same
number, return False. Assume no negative numbers and only integers.
Examples
is_sorted([5]) ➞ True
is_sorted([1, 2, 3, 4, 5]) ➞ True
is_sorted([1, 3, 2, 4, 5]) ➞ False
is_sorted([1, 2, 3, 4, 5, 6]) ➞ True
is_sorted([1, 2, 3, 4, 5, 6, 7]) ➞ True
is_sorted([1, 3, 2, 4, 5, 6, 7]) ➞ False
is_sorted([1, 2, 2, 3, 3, 4]) ➞ True
is_sorted([1, 2, 2, 2, 3, 4]) ➞ False
'''
counts = {}
for num in lst:
counts[num] = counts.get(num, 0) + 1
if counts[num] > 2:
return False
return all(lst[i] <= lst[i + 1] for i in range(len(lst) - 1))Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 4 · humaneval-plus:HumanEval/61pass · 100.0% · 4062ms · a41d7abf5673
Question
def correct_bracketing(brackets: str):
""" brackets is a string of "(" and ")".
return True if every opening bracket has a corresponding closing bracket.
>>> correct_bracketing("(")
False
>>> correct_bracketing("()")
True
>>> correct_bracketing("(()())")
True
>>> correct_bracketing(")(()")
False
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def correct_bracketing(brackets: str):
""" brackets is a string of "(" and ")".
return True if every opening bracket has a corresponding closing bracket.
>>> correct_bracketing("(")
False
>>> correct_bracketing("()")
True
>>> correct_bracketing("(()())")
True
>>> correct_bracketing(")(()")
False
"""
Agent trace
def correct_bracketing(brackets: str):
""" brackets is a string of "(" and ")".
return True if every opening bracket has a corresponding closing bracket.
>>> correct_bracketing("(")
False
>>> correct_bracketing("()")
True
>>> correct_bracketing("(()())")
True
>>> correct_bracketing(")(()")
False
"""
depth = 0
for bracket in brackets:
if bracket == "(":
depth += 1
elif bracket == ")":
depth -= 1
if depth < 0:
return False
return depth == 0Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 5 · humaneval-plus:HumanEval/161pass · 100.0% · 4933ms · 6906a59e80a9
Question
def solve(s):
"""You are given a string s.
if s[i] is a letter, reverse its case from lower to upper or vise versa,
otherwise keep it as it is.
If the string contains no letters, reverse the string.
The function should return the resulted string.
Examples
solve("1234") = "4321"
solve("ab") = "AB"
solve("#a@C") = "#A@c"
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def solve(s):
"""You are given a string s.
if s[i] is a letter, reverse its case from lower to upper or vise versa,
otherwise keep it as it is.
If the string contains no letters, reverse the string.
The function should return the resulted string.
Examples
solve("1234") = "4321"
solve("ab") = "AB"
solve("#a@C") = "#A@c"
"""
Agent trace
def solve(s):
"""You are given a string s.
if s[i] is a letter, reverse its case from lower to upper or vise versa,
otherwise keep it as it is.
If the string contains no letters, reverse the string.
The function should return the resulted string.
Examples
solve("1234") = "4321"
solve("ab") = "AB"
solve("#a@C") = "#A@c"
"""
if not any(c.isalpha() for c in s):
return s[::-1]
return ''.join(c.swapcase() if c.isalpha() else c for c in s)Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passIncorrect samples
sample 24 · humaneval-plus:HumanEval/116fail · 0.0% · 180199ms · e424308979c4
Question
def sort_array(arr):
"""
In this Kata, you have to sort an array of non-negative integers according to
number of ones in their binary representation in ascending order.
For similar number of ones, sort based on decimal value.
It must be implemented like this:
>>> sort_array([1, 5, 2, 3, 4]) == [1, 2, 3, 4, 5]
>>> sort_array([-2, -3, -4, -5, -6]) == [-6, -5, -4, -3, -2]
>>> sort_array([1, 0, 2, 3, 4]) [0, 1, 2, 3, 4]
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def sort_array(arr):
"""
In this Kata, you have to sort an array of non-negative integers according to
number of ones in their binary representation in ascending order.
For similar number of ones, sort based on decimal value.
It must be implemented like this:
>>> sort_array([1, 5, 2, 3, 4]) == [1, 2, 3, 4, 5]
>>> sort_array([-2, -3, -4, -5, -6]) == [-6, -5, -4, -3, -2]
>>> sort_array([1, 0, 2, 3, 4]) [0, 1, 2, 3, 4]
"""
Agent trace
def sort_array(arr):
def ones_count(x):
if x >= 0:
return bin(x).count('1')
return bin(x & 0xFFFFFFFF).count('1')
return sorted(arr, key=lambda x: (ones_count(x), x))Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpbpt_uy22/solution.py", line 42, in <module>
check(sort_array)
File "/tmp/tmpbpt_uy22/solution.py", line 39, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpbpt_uy22/solution.py", line 32, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 25 · humaneval-plus:HumanEval/129fail · 0.0% · 37077ms · b1ae63818edc
Question
def minPath(grid, k):
"""
Given a grid with N rows and N columns (N >= 2) and a positive integer k,
each cell of the grid contains a value. Every integer in the range [1, N * N]
inclusive appears exactly once on the cells of the grid.
You have to find the minimum path of length k in the grid. You can start
from any cell, and in each step you can move to any of the neighbor cells,
in other words, you can go to cells which share an edge with you current
cell.
Please note that a path of length k means visiting exactly k cells (not
necessarily distinct).
You CANNOT go off the grid.
A path A (of length k) is considered less than a path B (of length k) if
after making the ordered lists of the values on the cells that A and B go
through (let's call them lst_A and lst_B), lst_A is lexicographically less
than lst_B, in other words, there exist an integer index i (1 <= i <= k)
such that lst_A[i] < lst_B[i] and for any j (1 <= j < i) we have
lst_A[j] = lst_B[j].
It is guaranteed that the answer is unique.
Return an ordered list of the values on the cells that the minimum path go through.
Examples:
Input: grid = [ [1,2,3], [4,5,6], [7,8,9]], k = 3
Output: [1, 2, 1]
Input: grid = [ [5,9,3], [4,1,6], [7,8,2]], k = 1
Output: [1]
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def minPath(grid, k):
"""
Given a grid with N rows and N columns (N >= 2) and a positive integer k,
each cell of the grid contains a value. Every integer in the range [1, N * N]
inclusive appears exactly once on the cells of the grid.
You have to find the minimum path of length k in the grid. You can start
from any cell, and in each step you can move to any of the neighbor cells,
in other words, you can go to cells which share an edge with you current
cell.
Please note that a path of length k means visiting exactly k cells (not
necessarily distinct).
You CANNOT go off the grid.
A path A (of length k) is considered less than a path B (of length k) if
after making the ordered lists of the values on the cells that A and B go
through (let's call them lst_A and lst_B), lst_A is lexicographically less
than lst_B, in other words, there exist an integer index i (1 <= i <= k)
such that lst_A[i] < lst_B[i] and for any j (1 <= j < i) we have
lst_A[j] = lst_B[j].
It is guaranteed that the answer is unique.
Return an ordered list of the values on the cells that the minimum path go through.
Examples:
Input: grid = [ [1,2,3], [4,5,6], [7,8,9]], k = 3
Output: [1, 2, 1]
Input: grid = [ [5,9,3], [4,1,6], [7,8,2]], k = 1
Output: [1]
"""
Agent trace
def minPath(grid, k):
n = len(grid)
r = c = 0
for i in range(n):
for j in range(n):
if grid[i][j] == 1:
r, c = i, j
break
else:
continue
break
ans = [1]
directions = ((1, 0), (-1, 0), (0, 1), (0, -1))
for _ in range(k - 1):
best_val = None
best_r = best_c = -1
for dr, dc in directions:
nr, nc = r + dr, c + dc
if 0 <= nr < n and 0 <= nc < n:
val = grid[nr][nc]
if best_val is None or val < best_val:
best_val = val
best_r, best_c = nr, nc
ans.append(best_val)
r, c = best_r, best_c
return ansAdditional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
File "/tmp/tmp0gxpun2e/solution.py", line 1
from any cell, and in each step you can move to any of the neighbor cells,
^^^^
SyntaxError: invalid syntaxExtracted:
fail · Gold: passsample 40 · humaneval-plus:HumanEval/99fail · 0.0% · 9845ms · 125aa68cf8ce
Question
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''
Agent trace
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''
Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpiz5udno6/solution.py", line 55, in <module>
check(closest_integer)
File "/tmp/tmpiz5udno6/solution.py", line 52, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpiz5udno6/solution.py", line 45, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 67 · humaneval-plus:HumanEval/130fail · 0.0% · 12696ms · f089dd9db4e3
Question
def tri(n):
"""Everyone knows Fibonacci sequence, it was studied deeply by mathematicians in
the last couple centuries. However, what people don't know is Tribonacci sequence.
Tribonacci sequence is defined by the recurrence:
tri(1) = 3
tri(n) = 1 + n / 2, if n is even.
tri(n) = tri(n - 1) + tri(n - 2) + tri(n + 1), if n is odd.
For example:
tri(2) = 1 + (2 / 2) = 2
tri(4) = 3
tri(3) = tri(2) + tri(1) + tri(4)
= 2 + 3 + 3 = 8
You are given a non-negative integer number n, you have to a return a list of the
first n + 1 numbers of the Tribonacci sequence.
Examples:
tri(3) = [1, 3, 2, 8]
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def tri(n):
"""Everyone knows Fibonacci sequence, it was studied deeply by mathematicians in
the last couple centuries. However, what people don't know is Tribonacci sequence.
Tribonacci sequence is defined by the recurrence:
tri(1) = 3
tri(n) = 1 + n / 2, if n is even.
tri(n) = tri(n - 1) + tri(n - 2) + tri(n + 1), if n is odd.
For example:
tri(2) = 1 + (2 / 2) = 2
tri(4) = 3
tri(3) = tri(2) + tri(1) + tri(4)
= 2 + 3 + 3 = 8
You are given a non-negative integer number n, you have to a return a list of the
first n + 1 numbers of the Tribonacci sequence.
Examples:
tri(3) = [1, 3, 2, 8]
"""
Agent trace
def tri(n):
"""Everyone knows Fibonacci sequence, it was studied deeply by mathematicians in
the last couple centuries. However, what people don't know is Tribonacci sequence.
Tribonacci sequence is defined by the recurrence:
tri(1) = 3
tri(n) = 1 + n / 2, if n is even.
tri(n) = tri(n - 1) + tri(n - 2) + tri(n + 1), if n is odd.
For example:
tri(2) = 1 + (2 / 2) = 2
tri(4) = 3
tri(3) = tri(2) + tri(1) + tri(4)
= 2 + 3 + 3 = 8
You are given a non-negative integer number n, you have to a return a list of the
first n + 1 numbers of the Tribonacci sequence.
Examples:
tri(3) = [1, 3, 2, 8]
"""
result = []
for i in range(n + 1):
if i == 0:
result.append(1)
elif i % 2 == 0:
result.append(1 + i // 2)
else:
result.append(result[i - 1] + result[i - 2] + 1 + (i + 1) // 2)
return resultAdditional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmp3xr1hx57/solution.py", line 73, in <module>
check(tri)
File "/tmp/tmp3xr1hx57/solution.py", line 70, in check
assertion(candidate(*inp), ref_func(*inp), 0)
File "/tmp/tmp3xr1hx57/solution.py", line 49, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 72 · humaneval-plus:HumanEval/145fail · 0.0% · 399734ms · d5a81ec8d1f0
Question
def order_by_points(nums):
"""
Write a function which sorts the given list of integers
in ascending order according to the sum of their digits.
Note: if there are several items with similar sum of their digits,
order them based on their index in original list.
For example:
>>> order_by_points([1, 11, -1, -11, -12]) == [-1, -11, 1, -12, 11]
>>> order_by_points([]) == []
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def order_by_points(nums):
"""
Write a function which sorts the given list of integers
in ascending order according to the sum of their digits.
Note: if there are several items with similar sum of their digits,
order them based on their index in original list.
For example:
>>> order_by_points([1, 11, -1, -11, -12]) == [-1, -11, 1, -12, 11]
>>> order_by_points([]) == []
"""
Agent trace
def order_by_points(nums):
def digit_sum(n):
sign = (n > 0) - (n < 0)
return sign + sum(int(ch) for ch in str(abs(n)))
return sorted(nums, key=digit_sum)Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpptnl2jhl/solution.py", line 41, in <module>
check(order_by_points)
File "/tmp/tmpptnl2jhl/solution.py", line 38, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpptnl2jhl/solution.py", line 31, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passQwen3.8-Flash-Next-GGUFQ4_K_XL · GGUFby anh · shard 7 · 10/15/2026, 1:34:51 AM · cmv8v98mu000ale019uh4lepv91.4%106/116 correct · 5 correct traces · 5 incorrect traces
Qwen3.8-Flash-Next-GGUFQ4_K_XL · GGUF
by anh · shard 7 · 10/15/2026, 1:34:51 AM · cmv8v98mu000ale019uh4lepv
91.4%
Correct samples
sample 1 · humaneval-plus:HumanEval/55pass · 100.0% · 4260ms · a266c8b77394
Question
def fib(n: int):
"""Return n-th Fibonacci number.
>>> fib(10)
55
>>> fib(1)
1
>>> fib(8)
21
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def fib(n: int):
"""Return n-th Fibonacci number.
>>> fib(10)
55
>>> fib(1)
1
>>> fib(8)
21
"""
Agent trace
def fib(n: int):
"""Return n-th Fibonacci number.
>>> fib(10)
55
>>> fib(1)
1
>>> fib(8)
21
"""
a, b = 0, 1
for _ in range(n):
a, b = b, a + b
return aAdditional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 2 · humaneval-plus:HumanEval/130pass · 100.0% · 14997ms · f089dd9db4e3
Question
def tri(n):
"""Everyone knows Fibonacci sequence, it was studied deeply by mathematicians in
the last couple centuries. However, what people don't know is Tribonacci sequence.
Tribonacci sequence is defined by the recurrence:
tri(1) = 3
tri(n) = 1 + n / 2, if n is even.
tri(n) = tri(n - 1) + tri(n - 2) + tri(n + 1), if n is odd.
For example:
tri(2) = 1 + (2 / 2) = 2
tri(4) = 3
tri(3) = tri(2) + tri(1) + tri(4)
= 2 + 3 + 3 = 8
You are given a non-negative integer number n, you have to a return a list of the
first n + 1 numbers of the Tribonacci sequence.
Examples:
tri(3) = [1, 3, 2, 8]
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def tri(n):
"""Everyone knows Fibonacci sequence, it was studied deeply by mathematicians in
the last couple centuries. However, what people don't know is Tribonacci sequence.
Tribonacci sequence is defined by the recurrence:
tri(1) = 3
tri(n) = 1 + n / 2, if n is even.
tri(n) = tri(n - 1) + tri(n - 2) + tri(n + 1), if n is odd.
For example:
tri(2) = 1 + (2 / 2) = 2
tri(4) = 3
tri(3) = tri(2) + tri(1) + tri(4)
= 2 + 3 + 3 = 8
You are given a non-negative integer number n, you have to a return a list of the
first n + 1 numbers of the Tribonacci sequence.
Examples:
tri(3) = [1, 3, 2, 8]
"""
Agent trace
def tri(n):
"""Everyone knows Fibonacci sequence, it was studied deeply by mathematicians in
the last couple centuries. However, what people don't know is Tribonacci sequence.
Tribonacci sequence is defined by the recurrence:
tri(1) = 3
tri(n) = 1 + n / 2, if n is even.
tri(n) = tri(n - 1) + tri(n - 2) + tri(n + 1), if n is odd.
For example:
tri(2) = 1 + (2 / 2) = 2
tri(4) = 3
tri(3) = tri(2) + tri(1) + tri(4)
= 2 + 3 + 3 = 8
You are given a non-negative integer number n, you have to a return a list of the
first n + 1 numbers of the Tribonacci sequence.
Examples:
tri(3) = [1, 3, 2, 8]
"""
if n < 0:
return []
result = []
for i in range(n + 1):
if i == 0:
result.append(1)
elif i == 1:
result.append(3)
elif i % 2 == 0:
result.append(1 + i // 2)
else:
result.append(result[i - 1] + result[i - 2] + 1 + (i + 1) // 2)
return resultAdditional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 3 · humaneval-plus:HumanEval/43pass · 100.0% · 5725ms · a143c2ff3506
Question
def pairs_sum_to_zero(l):
"""
pairs_sum_to_zero takes a list of integers as an input.
it returns True if there are two distinct elements in the list that
sum to zero, and False otherwise.
>>> pairs_sum_to_zero([1, 3, 5, 0])
False
>>> pairs_sum_to_zero([1, 3, -2, 1])
False
>>> pairs_sum_to_zero([1, 2, 3, 7])
False
>>> pairs_sum_to_zero([2, 4, -5, 3, 5, 7])
True
>>> pairs_sum_to_zero([1])
False
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def pairs_sum_to_zero(l):
"""
pairs_sum_to_zero takes a list of integers as an input.
it returns True if there are two distinct elements in the list that
sum to zero, and False otherwise.
>>> pairs_sum_to_zero([1, 3, 5, 0])
False
>>> pairs_sum_to_zero([1, 3, -2, 1])
False
>>> pairs_sum_to_zero([1, 2, 3, 7])
False
>>> pairs_sum_to_zero([2, 4, -5, 3, 5, 7])
True
>>> pairs_sum_to_zero([1])
False
"""
Agent trace
def pairs_sum_to_zero(l):
"""
pairs_sum_to_zero takes a list of integers as an input.
it returns True if there are two distinct elements in the list that
sum to zero, and False otherwise.
>>> pairs_sum_to_zero([1, 3, 5, 0])
False
>>> pairs_sum_to_zero([1, 3, -2, 1])
False
>>> pairs_sum_to_zero([1, 2, 3, 7])
False
>>> pairs_sum_to_zero([2, 4, -5, 3, 5, 7])
True
>>> pairs_sum_to_zero([1])
False
"""
seen = set()
for x in l:
if -x in seen:
return True
seen.add(x)
return FalseAdditional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 4 · humaneval-plus:HumanEval/59pass · 100.0% · 6910ms · d72103fae8b1
Question
def largest_prime_factor(n: int):
"""Return the largest prime factor of n. Assume n > 1 and is not a prime.
>>> largest_prime_factor(13195)
29
>>> largest_prime_factor(2048)
2
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def largest_prime_factor(n: int):
"""Return the largest prime factor of n. Assume n > 1 and is not a prime.
>>> largest_prime_factor(13195)
29
>>> largest_prime_factor(2048)
2
"""
Agent trace
def largest_prime_factor(n: int):
"""Return the largest prime factor of n. Assume n > 1 and is not a prime.
>>> largest_prime_factor(13195)
29
>>> largest_prime_factor(2048)
2
"""
largest = 1
while n % 2 == 0:
largest = 2
n //= 2
factor = 3
while factor * factor <= n:
while n % factor == 0:
largest = factor
n //= factor
factor += 2
if n > 1:
largest = n
return largestAdditional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 5 · humaneval-plus:HumanEval/19pass · 100.0% · 4939ms · 41017e761442
Question
from typing import List
def sort_numbers(numbers: str) -> str:
""" Input is a space-delimited string of numberals from 'zero' to 'nine'.
Valid choices are 'zero', 'one', 'two', 'three', 'four', 'five', 'six', 'seven', 'eight' and 'nine'.
Return the string with numbers sorted from smallest to largest
>>> sort_numbers('three one five')
'one three five'
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
from typing import List
def sort_numbers(numbers: str) -> str:
""" Input is a space-delimited string of numberals from 'zero' to 'nine'.
Valid choices are 'zero', 'one', 'two', 'three', 'four', 'five', 'six', 'seven', 'eight' and 'nine'.
Return the string with numbers sorted from smallest to largest
>>> sort_numbers('three one five')
'one three five'
"""
Agent trace
from typing import List
def sort_numbers(numbers: str) -> str:
""" Input is a space-delimited string of numberals from 'zero' to 'nine'.
Valid choices are 'zero', 'one', 'two', 'three', 'four', 'five', 'six', 'seven', 'eight' and 'nine'.
Return the string with numbers sorted from smallest to largest
>>> sort_numbers('three one five')
'one three five'
"""
value_map = {
"zero": 0,
"one": 1,
"two": 2,
"three": 3,
"four": 4,
"five": 5,
"six": 6,
"seven": 7,
"eight": 8,
"nine": 9,
}
if not numbers:
return ""
return " ".join(sorted(numbers.split(), key=lambda x: value_map[x]))Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passIncorrect samples
sample 25 · humaneval-plus:HumanEval/99fail · 0.0% · 10409ms · 125aa68cf8ce
Question
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''
Agent trace
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''
Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpd2e08bz2/solution.py", line 55, in <module>
check(closest_integer)
File "/tmp/tmpd2e08bz2/solution.py", line 52, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpd2e08bz2/solution.py", line 45, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 26 · humaneval-plus:HumanEval/124fail · 0.0% · 75350ms · f95f40e8f1a6
Question
def valid_date(date):
"""You have to write a function which validates a given date string and
returns True if the date is valid otherwise False.
The date is valid if all of the following rules are satisfied:
1. The date string is not empty.
2. The number of days is not less than 1 or higher than 31 days for months 1,3,5,7,8,10,12. And the number of days is not less than 1 or higher than 30 days for months 4,6,9,11. And, the number of days is not less than 1 or higher than 29 for the month 2.
3. The months should not be less than 1 or higher than 12.
4. The date should be in the format: mm-dd-yyyy
for example:
valid_date('03-11-2000') => True
valid_date('15-01-2012') => False
valid_date('04-0-2040') => False
valid_date('06-04-2020') => True
valid_date('06/04/2020') => False
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def valid_date(date):
"""You have to write a function which validates a given date string and
returns True if the date is valid otherwise False.
The date is valid if all of the following rules are satisfied:
1. The date string is not empty.
2. The number of days is not less than 1 or higher than 31 days for months 1,3,5,7,8,10,12. And the number of days is not less than 1 or higher than 30 days for months 4,6,9,11. And, the number of days is not less than 1 or higher than 29 for the month 2.
3. The months should not be less than 1 or higher than 12.
4. The date should be in the format: mm-dd-yyyy
for example:
valid_date('03-11-2000') => True
valid_date('15-01-2012') => False
valid_date('04-0-2040') => False
valid_date('06-04-2020') => True
valid_date('06/04/2020') => False
"""
Agent trace
def valid_date(date):
if not isinstance(date, str) or not date:
return False
parts = date.split('-')
if len(parts) != 3:
return False
if not all(part.isdigit() for part in parts):
return False
try:
month, day, year = map(int, parts)
except ValueError:
return False
if month < 1 or month > 12:
return False
if month in (1, 3, 5, 7, 8, 10, 12):
return 1 <= day <= 31
if month in (4, 6, 9, 11):
return 1 <= day <= 30
if month == 2:
return 1 <= day <= 29
return FalseAdditional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpsnyxci5h/solution.py", line 62, in <module>
check(valid_date)
File "/tmp/tmpsnyxci5h/solution.py", line 59, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpsnyxci5h/solution.py", line 52, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 41 · humaneval-plus:HumanEval/141fail · 0.0% · 10235ms · 8b3e950b875c
Question
def file_name_check(file_name):
"""Create a function which takes a string representing a file's name, and returns
'Yes' if the the file's name is valid, and returns 'No' otherwise.
A file's name is considered to be valid if and only if all the following conditions
are met:
- There should not be more than three digits ('0'-'9') in the file's name.
- The file's name contains exactly one dot '.'
- The substring before the dot should not be empty, and it starts with a letter from
the latin alphapet ('a'-'z' and 'A'-'Z').
- The substring after the dot should be one of these: ['txt', 'exe', 'dll']
Examples:
file_name_check("example.txt") # => 'Yes'
file_name_check("1example.dll") # => 'No' (the name should start with a latin alphapet letter)
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def file_name_check(file_name):
"""Create a function which takes a string representing a file's name, and returns
'Yes' if the the file's name is valid, and returns 'No' otherwise.
A file's name is considered to be valid if and only if all the following conditions
are met:
- There should not be more than three digits ('0'-'9') in the file's name.
- The file's name contains exactly one dot '.'
- The substring before the dot should not be empty, and it starts with a letter from
the latin alphapet ('a'-'z' and 'A'-'Z').
- The substring after the dot should be one of these: ['txt', 'exe', 'dll']
Examples:
file_name_check("example.txt") # => 'Yes'
file_name_check("1example.dll") # => 'No' (the name should start with a latin alphapet letter)
"""
Agent trace
def file_name_check(file_name):
if file_name.count('.') != 1:
return 'No'
name, ext = file_name.split('.')
if not name:
return 'No'
first_char = name[0]
if not (('a' <= first_char <= 'z') or ('A' <= first_char <= 'Z')):
return 'No'
if ext not in ('txt', 'exe', 'dll'):
return 'No'
digit_count = sum(1 for ch in file_name if '0' <= ch <= '9')
if digit_count > 3:
return 'No'
return 'Yes'Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpoysv4i9x/solution.py", line 56, in <module>
check(file_name_check)
File "/tmp/tmpoysv4i9x/solution.py", line 53, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpoysv4i9x/solution.py", line 46, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 61 · humaneval-plus:HumanEval/129fail · 0.0% · 165097ms · b1ae63818edc
Question
def minPath(grid, k):
"""
Given a grid with N rows and N columns (N >= 2) and a positive integer k,
each cell of the grid contains a value. Every integer in the range [1, N * N]
inclusive appears exactly once on the cells of the grid.
You have to find the minimum path of length k in the grid. You can start
from any cell, and in each step you can move to any of the neighbor cells,
in other words, you can go to cells which share an edge with you current
cell.
Please note that a path of length k means visiting exactly k cells (not
necessarily distinct).
You CANNOT go off the grid.
A path A (of length k) is considered less than a path B (of length k) if
after making the ordered lists of the values on the cells that A and B go
through (let's call them lst_A and lst_B), lst_A is lexicographically less
than lst_B, in other words, there exist an integer index i (1 <= i <= k)
such that lst_A[i] < lst_B[i] and for any j (1 <= j < i) we have
lst_A[j] = lst_B[j].
It is guaranteed that the answer is unique.
Return an ordered list of the values on the cells that the minimum path go through.
Examples:
Input: grid = [ [1,2,3], [4,5,6], [7,8,9]], k = 3
Output: [1, 2, 1]
Input: grid = [ [5,9,3], [4,1,6], [7,8,2]], k = 1
Output: [1]
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def minPath(grid, k):
"""
Given a grid with N rows and N columns (N >= 2) and a positive integer k,
each cell of the grid contains a value. Every integer in the range [1, N * N]
inclusive appears exactly once on the cells of the grid.
You have to find the minimum path of length k in the grid. You can start
from any cell, and in each step you can move to any of the neighbor cells,
in other words, you can go to cells which share an edge with you current
cell.
Please note that a path of length k means visiting exactly k cells (not
necessarily distinct).
You CANNOT go off the grid.
A path A (of length k) is considered less than a path B (of length k) if
after making the ordered lists of the values on the cells that A and B go
through (let's call them lst_A and lst_B), lst_A is lexicographically less
than lst_B, in other words, there exist an integer index i (1 <= i <= k)
such that lst_A[i] < lst_B[i] and for any j (1 <= j < i) we have
lst_A[j] = lst_B[j].
It is guaranteed that the answer is unique.
Return an ordered list of the values on the cells that the minimum path go through.
Examples:
Input: grid = [ [1,2,3], [4,5,6], [7,8,9]], k = 3
Output: [1, 2, 1]
Input: grid = [ [5,9,3], [4,1,6], [7,8,2]], k = 1
Output: [1]
"""
Agent trace
def minPath(grid, k):
if not grid or k <= 0:
return []
n = len(grid)
start_val = None
r = c = 0
for i in range(n):
for j in range(len(grid[i])):
if start_val is None or grid[i][j] < start_val:
start_val = grid[i][j]
r, c = i, j
if start_val is None:
return []
path = [start_val]
seen = {(r, c): 0}
directions = ((1, 0), (-1, 0), (0, 1), (0, -1))
while len(path) < k:
best_val = None
best_r = best_c = -1
for dr, dc in directions:
nr, nc = r + dr, c + dc
if 0 <= nr < n and 0 <= nc < len(grid[nr]):
v = grid[nr][nc]
if best_val is None or v < best_val:
best_val = v
best_r, best_c = nr, nc
if best_val is None:
path.extend([path[-1]] * (k - len(path)))
break
nxt = (best_r, best_c)
if nxt in seen:
cycle_start = seen[nxt]
cycle = path[cycle_start:]
remaining = k - cycle_start
if cycle and remaining > 0:
repeats = (remaining + len(cycle) - 1) // len(cycle)
path = path[:cycle_start] + (cycle * repeats)[:remaining]
break
path.append(best_val)
seen[nxt] = len(path) - 1
r, c = best_r, best_c
return pathAdditional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
File "/tmp/tmpz67n09sh/solution.py", line 1
from any cell, and in each step you can move to any of the neighbor cells,
^^^^
SyntaxError: invalid syntaxExtracted:
fail · Gold: passsample 74 · humaneval-plus:HumanEval/32fail · 0.0% · 323305ms · 250cd50d8dd1
Question
import math
def poly(xs: list, x: float):
"""
Evaluates polynomial with coefficients xs at point x.
return xs[0] + xs[1] * x + xs[1] * x^2 + .... xs[n] * x^n
"""
return sum([coeff * math.pow(x, i) for i, coeff in enumerate(xs)])
def find_zero(xs: list):
""" xs are coefficients of a polynomial.
find_zero find x such that poly(x) = 0.
find_zero returns only only zero point, even if there are many.
Moreover, find_zero only takes list xs having even number of coefficients
and largest non zero coefficient as it guarantees
a solution.
>>> round(find_zero([1, 2]), 2) # f(x) = 1 + 2x
-0.5
>>> round(find_zero([-6, 11, -6, 1]), 2) # (x - 1) * (x - 2) * (x - 3) = -6 + 11x - 6x^2 + x^3
1.0
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
import math
def poly(xs: list, x: float):
"""
Evaluates polynomial with coefficients xs at point x.
return xs[0] + xs[1] * x + xs[1] * x^2 + .... xs[n] * x^n
"""
return sum([coeff * math.pow(x, i) for i, coeff in enumerate(xs)])
def find_zero(xs: list):
""" xs are coefficients of a polynomial.
find_zero find x such that poly(x) = 0.
find_zero returns only only zero point, even if there are many.
Moreover, find_zero only takes list xs having even number of coefficients
and largest non zero coefficient as it guarantees
a solution.
>>> round(find_zero([1, 2]), 2) # f(x) = 1 + 2x
-0.5
>>> round(find_zero([-6, 11, -6, 1]), 2) # (x - 1) * (x - 2) * (x - 3) = -6 + 11x - 6x^2 + x^3
1.0
"""
Agent trace
import math
def poly(xs: list, x: float):
return sum([coeff * math.pow(x, i) for i, coeff in enumerate(xs)])
def find_zero(xs: list):
coeffs = list(xs)
while len(coeffs) > 1 and coeffs[-1] == 0:
coeffs.pop()
if len(coeffs) <= 1:
return 0.0
if len(coeffs) == 2:
return -coeffs[0] / coeffs[1] if coeffs[1] != 0 else 0.0
def f(x: float) -> float:
y = 0.0
for coeff in reversed(coeffs):
y = y * x + coeff
return y
def sign(v: float) -> int:
if v > 0:
return 1
if v < 0:
return -1
return 0
lo, hi = -1.0, 1.0
slo, shi = sign(f(lo)), sign(f(hi))
for _ in range(1000):
if slo == 0 or shi == 0 or slo != shi:
break
lo *= 2.0
hi *= 2.0
slo, shi = sign(f(lo)), sign(f(hi))
else:
return 0.0
for _ in range(1000):
mid = (lo + hi) / 2.0
if mid == lo or mid == hi:
break
sm = sign(f(mid))
if slo == 0 or sm == 0 or slo != sm:
hi = mid
else:
lo = mid
slo = sm
return (lo + hi) / 2.0Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmplua4smwu/solution.py", line 76, in <module>
check(find_zero)
File "/tmp/tmplua4smwu/solution.py", line 73, in check
assert _poly(*candidate(*inp), inp) <= 0.0001
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
TypeError: Value after * must be an iterable, not floatExtracted:
fail · Gold: passQwen3.8-Flash-Next-GGUFQ4_K_XL · GGUFby anh · shard 6 · 10/15/2026, 12:17:22 AM · cmv8shlov000po101git2fbot90.5%105/116 correct · 5 correct traces · 5 incorrect traces
Qwen3.8-Flash-Next-GGUFQ4_K_XL · GGUF
by anh · shard 6 · 10/15/2026, 12:17:22 AM · cmv8shlov000po101git2fbot
90.5%
Correct samples
sample 1 · humaneval-plus:HumanEval/79pass · 100.0% · 4284ms · 62a14af1dec7
Question
def decimal_to_binary(decimal):
"""You will be given a number in decimal form and your task is to convert it to
binary format. The function should return a string, with each character representing a binary
number. Each character in the string will be '0' or '1'.
There will be an extra couple of characters 'db' at the beginning and at the end of the string.
The extra characters are there to help with the format.
Examples:
decimal_to_binary(15) # returns "db1111db"
decimal_to_binary(32) # returns "db100000db"
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def decimal_to_binary(decimal):
"""You will be given a number in decimal form and your task is to convert it to
binary format. The function should return a string, with each character representing a binary
number. Each character in the string will be '0' or '1'.
There will be an extra couple of characters 'db' at the beginning and at the end of the string.
The extra characters are there to help with the format.
Examples:
decimal_to_binary(15) # returns "db1111db"
decimal_to_binary(32) # returns "db100000db"
"""
Agent trace
def decimal_to_binary(decimal):
"""You will be given a number in decimal form and your task is to convert it to
binary format. The function should return a string, with each character representing a binary
number. Each character in the string will be '0' or '1'.
There will be an extra couple of characters 'db' at the beginning and at the end of the string.
The extra characters are there to help with the format.
Examples:
decimal_to_binary(15) # returns "db1111db"
decimal_to_binary(32) # returns "db100000db"
"""
return "db" + bin(decimal)[2:] + "db"Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 3 · humaneval-plus:HumanEval/162pass · 100.0% · 3774ms · 3ff16d224363
Question
def string_to_md5(text):
"""
Given a string 'text', return its md5 hash equivalent string.
If 'text' is an empty string, return None.
>>> string_to_md5('Hello world') == '3e25960a79dbc69b674cd4ec67a72c62'
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def string_to_md5(text):
"""
Given a string 'text', return its md5 hash equivalent string.
If 'text' is an empty string, return None.
>>> string_to_md5('Hello world') == '3e25960a79dbc69b674cd4ec67a72c62'
"""
Agent trace
import hashlib
def string_to_md5(text):
"""
Given a string 'text', return its md5 hash equivalent string.
If 'text' is an empty string, return None.
>>> string_to_md5('Hello world') == '3e25960a79dbc69b674cd4ec67a72c62'
"""
if text == "":
return None
return hashlib.md5(text.encode()).hexdigest()Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 4 · humaneval-plus:HumanEval/8pass · 100.0% · 3675ms · 90793e9e2d04
Question
from typing import List, Tuple
def sum_product(numbers: List[int]) -> Tuple[int, int]:
""" For a given list of integers, return a tuple consisting of a sum and a product of all the integers in a list.
Empty sum should be equal to 0 and empty product should be equal to 1.
>>> sum_product([])
(0, 1)
>>> sum_product([1, 2, 3, 4])
(10, 24)
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
from typing import List, Tuple
def sum_product(numbers: List[int]) -> Tuple[int, int]:
""" For a given list of integers, return a tuple consisting of a sum and a product of all the integers in a list.
Empty sum should be equal to 0 and empty product should be equal to 1.
>>> sum_product([])
(0, 1)
>>> sum_product([1, 2, 3, 4])
(10, 24)
"""
Agent trace
from typing import List, Tuple
def sum_product(numbers: List[int]) -> Tuple[int, int]:
""" For a given list of integers, return a tuple consisting of a sum and a product of all the integers in a list.
Empty sum should be equal to 0 and empty product should be equal to 1.
>>> sum_product([])
(0, 1)
>>> sum_product([1, 2, 3, 4])
(10, 24)
"""
total_sum = 0
total_product = 1
for number in numbers:
total_sum += number
total_product *= number
return total_sum, total_productAdditional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 5 · humaneval-plus:HumanEval/104pass · 100.0% · 7754ms · a0ede5f5b3ae
Question
def unique_digits(x):
"""Given a list of positive integers x. return a sorted list of all
elements that hasn't any even digit.
Note: Returned list should be sorted in increasing order.
For example:
>>> unique_digits([15, 33, 1422, 1])
[1, 15, 33]
>>> unique_digits([152, 323, 1422, 10])
[]
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def unique_digits(x):
"""Given a list of positive integers x. return a sorted list of all
elements that hasn't any even digit.
Note: Returned list should be sorted in increasing order.
For example:
>>> unique_digits([15, 33, 1422, 1])
[1, 15, 33]
>>> unique_digits([152, 323, 1422, 10])
[]
"""
Agent trace
def unique_digits(x):
"""Given a list of positive integers x. return a sorted list of all
elements that hasn't any even digit.
Note: Returned list should be sorted in increasing order.
For example:
>>> unique_digits([15, 33, 1422, 1])
[1, 15, 33]
>>> unique_digits([152, 323, 1422, 10])
[]
"""
return sorted(
num for num in x
if all(int(digit) % 2 == 1 for digit in str(num))
)Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 6 · humaneval-plus:HumanEval/122pass · 100.0% · 6535ms · b993751fffe7
Question
def add_elements(arr, k):
"""
Given a non-empty array of integers arr and an integer k, return
the sum of the elements with at most two digits from the first k elements of arr.
Example:
Input: arr = [111,21,3,4000,5,6,7,8,9], k = 4
Output: 24 # sum of 21 + 3
Constraints:
1. 1 <= len(arr) <= 100
2. 1 <= k <= len(arr)
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def add_elements(arr, k):
"""
Given a non-empty array of integers arr and an integer k, return
the sum of the elements with at most two digits from the first k elements of arr.
Example:
Input: arr = [111,21,3,4000,5,6,7,8,9], k = 4
Output: 24 # sum of 21 + 3
Constraints:
1. 1 <= len(arr) <= 100
2. 1 <= k <= len(arr)
"""
Agent trace
def add_elements(arr, k):
"""
Given a non-empty array of integers arr and an integer k, return
the sum of the elements with at most two digits from the first k elements of arr.
Example:
Input: arr = [111,21,3,4000,5,6,7,8,9], k = 4
Output: 24 # sum of 21 + 3
Constraints:
1. 1 <= len(arr) <= 100
2. 1 <= k <= len(arr)
"""
return sum(x for x in arr[:k] if abs(x) < 100)Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passIncorrect samples
sample 2 · humaneval-plus:HumanEval/132fail · 0.0% · 109519ms · d65ed04e2d42
Question
def is_nested(string):
'''
Create a function that takes a string as input which contains only square brackets.
The function should return True if and only if there is a valid subsequence of brackets
where at least one bracket in the subsequence is nested.
is_nested('[[]]') ➞ True
is_nested('[]]]]]]][[[[[]') ➞ False
is_nested('[][]') ➞ False
is_nested('[]') ➞ False
is_nested('[[][]]') ➞ True
is_nested('[[]][[') ➞ True
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def is_nested(string):
'''
Create a function that takes a string as input which contains only square brackets.
The function should return True if and only if there is a valid subsequence of brackets
where at least one bracket in the subsequence is nested.
is_nested('[[]]') ➞ True
is_nested('[]]]]]]][[[[[]') ➞ False
is_nested('[][]') ➞ False
is_nested('[]') ➞ False
is_nested('[[][]]') ➞ True
is_nested('[[]][[') ➞ True
'''
Agent trace
def is_nested(string):
stack = []
for char in string:
if char == '[':
stack.append(char)
elif char == ']':
if stack:
stack.pop()
if stack:
return True
return FalseAdditional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmptd1_7et5/solution.py", line 46, in <module>
check(is_nested)
File "/tmp/tmptd1_7et5/solution.py", line 43, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmptd1_7et5/solution.py", line 36, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 17 · humaneval-plus:HumanEval/151fail · 0.0% · 8976ms · f97a9b534c92
Question
def double_the_difference(lst):
'''
Given a list of numbers, return the sum of squares of the numbers
in the list that are odd. Ignore numbers that are negative or not integers.
double_the_difference([1, 3, 2, 0]) == 1 + 9 + 0 + 0 = 10
double_the_difference([-1, -2, 0]) == 0
double_the_difference([9, -2]) == 81
double_the_difference([0]) == 0
If the input list is empty, return 0.
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def double_the_difference(lst):
'''
Given a list of numbers, return the sum of squares of the numbers
in the list that are odd. Ignore numbers that are negative or not integers.
double_the_difference([1, 3, 2, 0]) == 1 + 9 + 0 + 0 = 10
double_the_difference([-1, -2, 0]) == 0
double_the_difference([9, -2]) == 81
double_the_difference([0]) == 0
If the input list is empty, return 0.
'''
Agent trace
def double_the_difference(lst):
'''
Given a list of numbers, return the sum of squares of the numbers
in the list that are odd. Ignore numbers that are negative or not integers.
double_the_difference([1, 3, 2, 0]) == 1 + 9 + 0 + 0 = 10
double_the_difference([-1, -2, 0]) == 0
double_the_difference([9, -2]) == 81
double_the_difference([0]) == 0
If the input list is empty, return 0.
'''
return sum(
x * x
for x in lst
if isinstance(x, int) and not isinstance(x, bool) and x > 0 and x % 2 == 1
)Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpz3v9ymhv/solution.py", line 52, in <module>
check(double_the_difference)
File "/tmp/tmpz3v9ymhv/solution.py", line 49, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpz3v9ymhv/solution.py", line 42, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 18 · humaneval-plus:HumanEval/39fail · 0.0% · 148375ms · c5befd80bb93
Question
def prime_fib(n: int):
"""
prime_fib returns n-th number that is a Fibonacci number and it's also prime.
>>> prime_fib(1)
2
>>> prime_fib(2)
3
>>> prime_fib(3)
5
>>> prime_fib(4)
13
>>> prime_fib(5)
89
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def prime_fib(n: int):
"""
prime_fib returns n-th number that is a Fibonacci number and it's also prime.
>>> prime_fib(1)
2
>>> prime_fib(2)
3
>>> prime_fib(3)
5
>>> prime_fib(4)
13
>>> prime_fib(5)
89
"""
Agent trace
def prime_fib(n: int):
"""
prime_fib returns n-th number that is a Fibonacci number and it's also prime.
>>> prime_fib(1)
2
>>> prime_fib(2)
3
>>> prime_fib(3)
5
>>> prime_fib(4)
13
>>> prime_fib(5)
89
"""
Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpi8elnw_n/solution.py", line 52, in <module>
check(prime_fib)
File "/tmp/tmpi8elnw_n/solution.py", line 49, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpi8elnw_n/solution.py", line 42, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 29 · humaneval-plus:HumanEval/145fail · 0.0% · 517683ms · d5a81ec8d1f0
Question
def order_by_points(nums):
"""
Write a function which sorts the given list of integers
in ascending order according to the sum of their digits.
Note: if there are several items with similar sum of their digits,
order them based on their index in original list.
For example:
>>> order_by_points([1, 11, -1, -11, -12]) == [-1, -11, 1, -12, 11]
>>> order_by_points([]) == []
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def order_by_points(nums):
"""
Write a function which sorts the given list of integers
in ascending order according to the sum of their digits.
Note: if there are several items with similar sum of their digits,
order them based on their index in original list.
For example:
>>> order_by_points([1, 11, -1, -11, -12]) == [-1, -11, 1, -12, 11]
>>> order_by_points([]) == []
"""
Agent trace
def order_by_points(nums):
def digit_sum(x):
s = sum(int(ch) for ch in str(abs(x)))
if x > 0:
s += 1
elif x < 0:
s -= 1
return s
return [x for _, x in sorted(enumerate(nums), key=lambda item: (digit_sum(item[1]), item[0]))]Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpe305pi0a/solution.py", line 45, in <module>
check(order_by_points)
File "/tmp/tmpe305pi0a/solution.py", line 42, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpe305pi0a/solution.py", line 35, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 33 · humaneval-plus:HumanEval/22fail · 0.0% · 20125ms · 3488d1696764
Question
from typing import List, Any
def filter_integers(values: List[Any]) -> List[int]:
""" Filter given list of any python values only for integers
>>> filter_integers(['a', 3.14, 5])
[5]
>>> filter_integers([1, 2, 3, 'abc', {}, []])
[1, 2, 3]
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
from typing import List, Any
def filter_integers(values: List[Any]) -> List[int]:
""" Filter given list of any python values only for integers
>>> filter_integers(['a', 3.14, 5])
[5]
>>> filter_integers([1, 2, 3, 'abc', {}, []])
[1, 2, 3]
"""
Agent trace
from typing import List, Any
def filter_integers(values: List[Any]) -> List[int]:
""" Filter given list of any python values only for integers
>>> filter_integers(['a', 3.14, 5])
[5]
>>> filter_integers([1, 2, 3, 'abc', {}, []])
[1, 2, 3]
"""
return [x for x in values if isinstance(x, int)]Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpnjf369dd/solution.py", line 46, in <module>
check(filter_integers)
File "/tmp/tmpnjf369dd/solution.py", line 43, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpnjf369dd/solution.py", line 36, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passQwen3.8-Flash-Next-GGUFQ4_K_XL · GGUFby anh · shard 5 · 10/14/2026, 11:07:09 PM · cmv8pzatz00h2rz010a5f6qfz95.7%111/116 correct · 5 correct traces · 5 incorrect traces
Qwen3.8-Flash-Next-GGUFQ4_K_XL · GGUF
by anh · shard 5 · 10/14/2026, 11:07:09 PM · cmv8pzatz00h2rz010a5f6qfz
95.7%
Correct samples
sample 1 · humaneval-plus:HumanEval/61pass · 100.0% · 3519ms · a41d7abf5673
Question
def correct_bracketing(brackets: str):
""" brackets is a string of "(" and ")".
return True if every opening bracket has a corresponding closing bracket.
>>> correct_bracketing("(")
False
>>> correct_bracketing("()")
True
>>> correct_bracketing("(()())")
True
>>> correct_bracketing(")(()")
False
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def correct_bracketing(brackets: str):
""" brackets is a string of "(" and ")".
return True if every opening bracket has a corresponding closing bracket.
>>> correct_bracketing("(")
False
>>> correct_bracketing("()")
True
>>> correct_bracketing("(()())")
True
>>> correct_bracketing(")(()")
False
"""
Agent trace
def correct_bracketing(brackets: str):
""" brackets is a string of "(" and ")".
return True if every opening bracket has a corresponding closing bracket.
>>> correct_bracketing("(")
False
>>> correct_bracketing("()")
True
>>> correct_bracketing("(()())")
True
>>> correct_bracketing(")(()")
False
"""
depth = 0
for bracket in brackets:
if bracket == "(":
depth += 1
elif bracket == ")":
depth -= 1
if depth < 0:
return False
return depth == 0Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 2 · humaneval-plus:HumanEval/122pass · 100.0% · 8595ms · b993751fffe7
Question
def add_elements(arr, k):
"""
Given a non-empty array of integers arr and an integer k, return
the sum of the elements with at most two digits from the first k elements of arr.
Example:
Input: arr = [111,21,3,4000,5,6,7,8,9], k = 4
Output: 24 # sum of 21 + 3
Constraints:
1. 1 <= len(arr) <= 100
2. 1 <= k <= len(arr)
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def add_elements(arr, k):
"""
Given a non-empty array of integers arr and an integer k, return
the sum of the elements with at most two digits from the first k elements of arr.
Example:
Input: arr = [111,21,3,4000,5,6,7,8,9], k = 4
Output: 24 # sum of 21 + 3
Constraints:
1. 1 <= len(arr) <= 100
2. 1 <= k <= len(arr)
"""
Agent trace
def add_elements(arr, k):
"""
Given a non-empty array of integers arr and an integer k, return
the sum of the elements with at most two digits from the first k elements of arr.
Example:
Input: arr = [111,21,3,4000,5,6,7,8,9], k = 4
Output: 24 # sum of 21 + 3
Constraints:
1. 1 <= len(arr) <= 100
2. 1 <= k <= len(arr)
"""
return sum(x for x in arr[:k] if abs(x) < 100)Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 3 · humaneval-plus:HumanEval/115pass · 100.0% · 6701ms · 7539c8e8b1fe
Question
import math
def max_fill(grid, capacity):
"""
You are given a rectangular grid of wells. Each row represents a single well,
and each 1 in a row represents a single unit of water.
Each well has a corresponding bucket that can be used to extract water from it,
and all buckets have the same capacity.
Your task is to use the buckets to empty the wells.
Output the number of times you need to lower the buckets.
Example 1:
Input:
grid : [[0,0,1,0], [0,1,0,0], [1,1,1,1]]
bucket_capacity : 1
Output: 6
Example 2:
Input:
grid : [[0,0,1,1], [0,0,0,0], [1,1,1,1], [0,1,1,1]]
bucket_capacity : 2
Output: 5
Example 3:
Input:
grid : [[0,0,0], [0,0,0]]
bucket_capacity : 5
Output: 0
Constraints:
* all wells have the same length
* 1 <= grid.length <= 10^2
* 1 <= grid[:,1].length <= 10^2
* grid[i][j] -> 0 | 1
* 1 <= capacity <= 10
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
import math
def max_fill(grid, capacity):
"""
You are given a rectangular grid of wells. Each row represents a single well,
and each 1 in a row represents a single unit of water.
Each well has a corresponding bucket that can be used to extract water from it,
and all buckets have the same capacity.
Your task is to use the buckets to empty the wells.
Output the number of times you need to lower the buckets.
Example 1:
Input:
grid : [[0,0,1,0], [0,1,0,0], [1,1,1,1]]
bucket_capacity : 1
Output: 6
Example 2:
Input:
grid : [[0,0,1,1], [0,0,0,0], [1,1,1,1], [0,1,1,1]]
bucket_capacity : 2
Output: 5
Example 3:
Input:
grid : [[0,0,0], [0,0,0]]
bucket_capacity : 5
Output: 0
Constraints:
* all wells have the same length
* 1 <= grid.length <= 10^2
* 1 <= grid[:,1].length <= 10^2
* grid[i][j] -> 0 | 1
* 1 <= capacity <= 10
"""
Agent trace
import math
def max_fill(grid, capacity):
"""
You are given a rectangular grid of wells. Each row represents a single well,
and each 1 in a row represents a single unit of water.
Each well has a corresponding bucket that can be used to extract water from it,
and all buckets have the same capacity.
Your task is to use the buckets to empty the wells.
Output the number of times you need to lower the buckets.
Example 1:
Input:
grid : [[0,0,1,0], [0,1,0,0], [1,1,1,1]]
bucket_capacity : 1
Output: 6
Example 2:
Input:
grid : [[0,0,1,1], [0,0,0,0], [1,1,1,1], [0,1,1,1]]
bucket_capacity : 2
Output: 5
Example 3:
Input:
grid : [[0,0,0], [0,0,0]]
bucket_capacity : 5
Output: 0
Constraints:
* all wells have the same length
* 1 <= grid.length <= 10^2
* 1 <= grid[:,1].length <= 10^2
* grid[i][j] -> 0 | 1
* 1 <= capacity <= 10
"""
return sum(math.ceil(sum(well) / capacity) for well in grid)Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 4 · humaneval-plus:HumanEval/128pass · 100.0% · 7713ms · cc992acc2e74
Question
def prod_signs(arr):
"""
You are given an array arr of integers and you need to return
sum of magnitudes of integers multiplied by product of all signs
of each number in the array, represented by 1, -1 or 0.
Note: return None for empty arr.
Example:
>>> prod_signs([1, 2, 2, -4]) == -9
>>> prod_signs([0, 1]) == 0
>>> prod_signs([]) == None
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def prod_signs(arr):
"""
You are given an array arr of integers and you need to return
sum of magnitudes of integers multiplied by product of all signs
of each number in the array, represented by 1, -1 or 0.
Note: return None for empty arr.
Example:
>>> prod_signs([1, 2, 2, -4]) == -9
>>> prod_signs([0, 1]) == 0
>>> prod_signs([]) == None
"""
Agent trace
def prod_signs(arr):
"""
You are given an array arr of integers and you need to return
sum of magnitudes of integers multiplied by product of all signs
of each number in the array, represented by 1, -1 or 0.
Note: return None for empty arr.
Example:
>>> prod_signs([1, 2, 2, -4]) == -9
>>> prod_signs([0, 1]) == 0
>>> prod_signs([]) == None
"""
if not arr:
return None
total = 0
sign_product = 1
for num in arr:
total += abs(num)
if num == 0:
return 0
elif num < 0:
sign_product *= -1
return total * sign_productAdditional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 5 · humaneval-plus:HumanEval/138pass · 100.0% · 4855ms · d18483126cd8
Question
def is_equal_to_sum_even(n):
"""Evaluate whether the given number n can be written as the sum of exactly 4 positive even numbers
Example
is_equal_to_sum_even(4) == False
is_equal_to_sum_even(6) == False
is_equal_to_sum_even(8) == True
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def is_equal_to_sum_even(n):
"""Evaluate whether the given number n can be written as the sum of exactly 4 positive even numbers
Example
is_equal_to_sum_even(4) == False
is_equal_to_sum_even(6) == False
is_equal_to_sum_even(8) == True
"""
Agent trace
def is_equal_to_sum_even(n):
"""Evaluate whether the given number n can be written as the sum of exactly 4 positive even numbers
Example
is_equal_to_sum_even(4) == False
is_equal_to_sum_even(6) == False
is_equal_to_sum_even(8) == True
"""
return n >= 8 and n % 2 == 0Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passIncorrect samples
sample 13 · humaneval-plus:HumanEval/151fail · 0.0% · 11358ms · f97a9b534c92
Question
def double_the_difference(lst):
'''
Given a list of numbers, return the sum of squares of the numbers
in the list that are odd. Ignore numbers that are negative or not integers.
double_the_difference([1, 3, 2, 0]) == 1 + 9 + 0 + 0 = 10
double_the_difference([-1, -2, 0]) == 0
double_the_difference([9, -2]) == 81
double_the_difference([0]) == 0
If the input list is empty, return 0.
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def double_the_difference(lst):
'''
Given a list of numbers, return the sum of squares of the numbers
in the list that are odd. Ignore numbers that are negative or not integers.
double_the_difference([1, 3, 2, 0]) == 1 + 9 + 0 + 0 = 10
double_the_difference([-1, -2, 0]) == 0
double_the_difference([9, -2]) == 81
double_the_difference([0]) == 0
If the input list is empty, return 0.
'''
Agent trace
def double_the_difference(lst):
return sum(
x * x
for x in lst
if isinstance(x, int) and not isinstance(x, bool) and x > 0 and x % 2 == 1
)Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpa385gxi8/solution.py", line 41, in <module>
check(double_the_difference)
File "/tmp/tmpa385gxi8/solution.py", line 38, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpa385gxi8/solution.py", line 31, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 20 · humaneval-plus:HumanEval/32fail · 0.0% · 222798ms · 250cd50d8dd1
Question
import math
def poly(xs: list, x: float):
"""
Evaluates polynomial with coefficients xs at point x.
return xs[0] + xs[1] * x + xs[1] * x^2 + .... xs[n] * x^n
"""
return sum([coeff * math.pow(x, i) for i, coeff in enumerate(xs)])
def find_zero(xs: list):
""" xs are coefficients of a polynomial.
find_zero find x such that poly(x) = 0.
find_zero returns only only zero point, even if there are many.
Moreover, find_zero only takes list xs having even number of coefficients
and largest non zero coefficient as it guarantees
a solution.
>>> round(find_zero([1, 2]), 2) # f(x) = 1 + 2x
-0.5
>>> round(find_zero([-6, 11, -6, 1]), 2) # (x - 1) * (x - 2) * (x - 3) = -6 + 11x - 6x^2 + x^3
1.0
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
import math
def poly(xs: list, x: float):
"""
Evaluates polynomial with coefficients xs at point x.
return xs[0] + xs[1] * x + xs[1] * x^2 + .... xs[n] * x^n
"""
return sum([coeff * math.pow(x, i) for i, coeff in enumerate(xs)])
def find_zero(xs: list):
""" xs are coefficients of a polynomial.
find_zero find x such that poly(x) = 0.
find_zero returns only only zero point, even if there are many.
Moreover, find_zero only takes list xs having even number of coefficients
and largest non zero coefficient as it guarantees
a solution.
>>> round(find_zero([1, 2]), 2) # f(x) = 1 + 2x
-0.5
>>> round(find_zero([-6, 11, -6, 1]), 2) # (x - 1) * (x - 2) * (x - 3) = -6 + 11x - 6x^2 + x^3
1.0
"""
Agent trace
import math
def poly(xs: list, x: float):
"""
Evaluates polynomial with coefficients xs at point x.
return xs[0] + xs[1] * x + xs[1] * x^2 + .... xs[n] * x^n
"""
return sum([coeff * math.pow(x, i) for i, coeff in enumerate(xs)])
def find_zero(xs: list):
""" xs are coefficients of a polynomial.
find_zero find x such that poly(x) = 0.
find_zero returns only only zero point, even if there are many.
Moreover, find_zero only takes list xs having even number of coefficients
and largest non zero coefficient as it guarantees
a solution.
>>> round(find_zero([1, 2]), 2) # f(x) = 1 + 2x
-0.5
>>> round(find_zero([-6, 11, -6, 1]), 2) # (x - 1) * (x - 2) * (x - 3) = -6 + 11x - 6x^2 + x^3
1.0
"""
Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpv8jbl3xo/solution.py", line 44, in <module>
check(find_zero)
File "/tmp/tmpv8jbl3xo/solution.py", line 41, in check
assert _poly(*candidate(*inp), inp) <= 0.0001
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
TypeError: Value after * must be an iterable, not NoneTypeExtracted:
fail · Gold: passsample 35 · humaneval-plus:HumanEval/132fail · 0.0% · 197923ms · d65ed04e2d42
Question
def is_nested(string):
'''
Create a function that takes a string as input which contains only square brackets.
The function should return True if and only if there is a valid subsequence of brackets
where at least one bracket in the subsequence is nested.
is_nested('[[]]') ➞ True
is_nested('[]]]]]]][[[[[]') ➞ False
is_nested('[][]') ➞ False
is_nested('[]') ➞ False
is_nested('[[][]]') ➞ True
is_nested('[[]][[') ➞ True
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def is_nested(string):
'''
Create a function that takes a string as input which contains only square brackets.
The function should return True if and only if there is a valid subsequence of brackets
where at least one bracket in the subsequence is nested.
is_nested('[[]]') ➞ True
is_nested('[]]]]]]][[[[[]') ➞ False
is_nested('[][]') ➞ False
is_nested('[]') ➞ False
is_nested('[[][]]') ➞ True
is_nested('[[]][[') ➞ True
'''
Agent trace
def is_nested(string):
state = 0
for ch in string:
if state == 0 and ch == '[':
state = 1
elif state == 1 and ch == '[':
state = 2
elif state == 2 and ch == ']':
state = 3
elif state == 3 and ch == ']':
return True
return FalseAdditional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpwdjcapww/solution.py", line 49, in <module>
check(is_nested)
File "/tmp/tmpwdjcapww/solution.py", line 46, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpwdjcapww/solution.py", line 39, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 54 · humaneval-plus:HumanEval/141fail · 0.0% · 6562ms · 8b3e950b875c
Question
def file_name_check(file_name):
"""Create a function which takes a string representing a file's name, and returns
'Yes' if the the file's name is valid, and returns 'No' otherwise.
A file's name is considered to be valid if and only if all the following conditions
are met:
- There should not be more than three digits ('0'-'9') in the file's name.
- The file's name contains exactly one dot '.'
- The substring before the dot should not be empty, and it starts with a letter from
the latin alphapet ('a'-'z' and 'A'-'Z').
- The substring after the dot should be one of these: ['txt', 'exe', 'dll']
Examples:
file_name_check("example.txt") # => 'Yes'
file_name_check("1example.dll") # => 'No' (the name should start with a latin alphapet letter)
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def file_name_check(file_name):
"""Create a function which takes a string representing a file's name, and returns
'Yes' if the the file's name is valid, and returns 'No' otherwise.
A file's name is considered to be valid if and only if all the following conditions
are met:
- There should not be more than three digits ('0'-'9') in the file's name.
- The file's name contains exactly one dot '.'
- The substring before the dot should not be empty, and it starts with a letter from
the latin alphapet ('a'-'z' and 'A'-'Z').
- The substring after the dot should be one of these: ['txt', 'exe', 'dll']
Examples:
file_name_check("example.txt") # => 'Yes'
file_name_check("1example.dll") # => 'No' (the name should start with a latin alphapet letter)
"""
Agent trace
def file_name_check(file_name):
if file_name.count('.') != 1:
return 'No'
name, extension = file_name.split('.')
if not name:
return 'No'
first_char = name[0]
if not (('a' <= first_char <= 'z') or ('A' <= first_char <= 'Z')):
return 'No'
if extension not in ['txt', 'exe', 'dll']:
return 'No'
digit_count = sum(1 for char in file_name if '0' <= char <= '9')
if digit_count > 3:
return 'No'
return 'Yes'Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpukcfcgeh/solution.py", line 56, in <module>
check(file_name_check)
File "/tmp/tmpukcfcgeh/solution.py", line 53, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpukcfcgeh/solution.py", line 46, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 100 · humaneval-plus:HumanEval/116fail · 0.0% · 228833ms · e424308979c4
Question
def sort_array(arr):
"""
In this Kata, you have to sort an array of non-negative integers according to
number of ones in their binary representation in ascending order.
For similar number of ones, sort based on decimal value.
It must be implemented like this:
>>> sort_array([1, 5, 2, 3, 4]) == [1, 2, 3, 4, 5]
>>> sort_array([-2, -3, -4, -5, -6]) == [-6, -5, -4, -3, -2]
>>> sort_array([1, 0, 2, 3, 4]) [0, 1, 2, 3, 4]
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def sort_array(arr):
"""
In this Kata, you have to sort an array of non-negative integers according to
number of ones in their binary representation in ascending order.
For similar number of ones, sort based on decimal value.
It must be implemented like this:
>>> sort_array([1, 5, 2, 3, 4]) == [1, 2, 3, 4, 5]
>>> sort_array([-2, -3, -4, -5, -6]) == [-6, -5, -4, -3, -2]
>>> sort_array([1, 0, 2, 3, 4]) [0, 1, 2, 3, 4]
"""
Agent trace
def sort_array(arr):
return sorted(arr, key=lambda x: (-1, x) if x < 0 else (bin(x).count('1'), x))Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpnpe8qlg2/solution.py", line 37, in <module>
check(sort_array)
File "/tmp/tmpnpe8qlg2/solution.py", line 34, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpnpe8qlg2/solution.py", line 27, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passQwen3.8-Flash-Next-GGUFQ4_K_XL · GGUFby anh · shard 4 · 10/14/2026, 3:58:15 AM · cmv7kxsvi0043rz016ktpv8n993.1%108/116 correct · 5 correct traces · 5 incorrect traces
Qwen3.8-Flash-Next-GGUFQ4_K_XL · GGUF
by anh · shard 4 · 10/14/2026, 3:58:15 AM · cmv7kxsvi0043rz016ktpv8n9
93.1%
Correct samples
sample 1 · humaneval-plus:HumanEval/16pass · 100.0% · 2853ms · 199b00c3653a
Question
def count_distinct_characters(string: str) -> int:
""" Given a string, find out how many distinct characters (regardless of case) does it consist of
>>> count_distinct_characters('xyzXYZ')
3
>>> count_distinct_characters('Jerry')
4
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def count_distinct_characters(string: str) -> int:
""" Given a string, find out how many distinct characters (regardless of case) does it consist of
>>> count_distinct_characters('xyzXYZ')
3
>>> count_distinct_characters('Jerry')
4
"""
Agent trace
def count_distinct_characters(string: str) -> int:
""" Given a string, find out how many distinct characters (regardless of case) does it consist of
>>> count_distinct_characters('xyzXYZ')
3
>>> count_distinct_characters('Jerry')
4
"""
return len(set(string.lower()))Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 2 · humaneval-plus:HumanEval/155pass · 100.0% · 3610ms · 803353390d0c
Question
def even_odd_count(num):
"""Given an integer. return a tuple that has the number of even and odd digits respectively.
Example:
even_odd_count(-12) ==> (1, 1)
even_odd_count(123) ==> (1, 2)
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def even_odd_count(num):
"""Given an integer. return a tuple that has the number of even and odd digits respectively.
Example:
even_odd_count(-12) ==> (1, 1)
even_odd_count(123) ==> (1, 2)
"""
Agent trace
def even_odd_count(num):
"""Given an integer. return a tuple that has the number of even and odd digits respectively.
Example:
even_odd_count(-12) ==> (1, 1)
even_odd_count(123) ==> (1, 2)
"""
digits = str(abs(num))
even = sum(1 for d in digits if int(d) % 2 == 0)
odd = len(digits) - even
return (even, odd)Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 3 · humaneval-plus:HumanEval/128pass · 100.0% · 6442ms · cc992acc2e74
Question
def prod_signs(arr):
"""
You are given an array arr of integers and you need to return
sum of magnitudes of integers multiplied by product of all signs
of each number in the array, represented by 1, -1 or 0.
Note: return None for empty arr.
Example:
>>> prod_signs([1, 2, 2, -4]) == -9
>>> prod_signs([0, 1]) == 0
>>> prod_signs([]) == None
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def prod_signs(arr):
"""
You are given an array arr of integers and you need to return
sum of magnitudes of integers multiplied by product of all signs
of each number in the array, represented by 1, -1 or 0.
Note: return None for empty arr.
Example:
>>> prod_signs([1, 2, 2, -4]) == -9
>>> prod_signs([0, 1]) == 0
>>> prod_signs([]) == None
"""
Agent trace
def prod_signs(arr):
if not arr:
return None
sign_product = 1
magnitude_sum = 0
for num in arr:
magnitude_sum += abs(num)
if num > 0:
sign_product *= 1
elif num < 0:
sign_product *= -1
else:
sign_product = 0
return magnitude_sum * sign_productAdditional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 4 · humaneval-plus:HumanEval/115pass · 100.0% · 7780ms · 7539c8e8b1fe
Question
import math
def max_fill(grid, capacity):
"""
You are given a rectangular grid of wells. Each row represents a single well,
and each 1 in a row represents a single unit of water.
Each well has a corresponding bucket that can be used to extract water from it,
and all buckets have the same capacity.
Your task is to use the buckets to empty the wells.
Output the number of times you need to lower the buckets.
Example 1:
Input:
grid : [[0,0,1,0], [0,1,0,0], [1,1,1,1]]
bucket_capacity : 1
Output: 6
Example 2:
Input:
grid : [[0,0,1,1], [0,0,0,0], [1,1,1,1], [0,1,1,1]]
bucket_capacity : 2
Output: 5
Example 3:
Input:
grid : [[0,0,0], [0,0,0]]
bucket_capacity : 5
Output: 0
Constraints:
* all wells have the same length
* 1 <= grid.length <= 10^2
* 1 <= grid[:,1].length <= 10^2
* grid[i][j] -> 0 | 1
* 1 <= capacity <= 10
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
import math
def max_fill(grid, capacity):
"""
You are given a rectangular grid of wells. Each row represents a single well,
and each 1 in a row represents a single unit of water.
Each well has a corresponding bucket that can be used to extract water from it,
and all buckets have the same capacity.
Your task is to use the buckets to empty the wells.
Output the number of times you need to lower the buckets.
Example 1:
Input:
grid : [[0,0,1,0], [0,1,0,0], [1,1,1,1]]
bucket_capacity : 1
Output: 6
Example 2:
Input:
grid : [[0,0,1,1], [0,0,0,0], [1,1,1,1], [0,1,1,1]]
bucket_capacity : 2
Output: 5
Example 3:
Input:
grid : [[0,0,0], [0,0,0]]
bucket_capacity : 5
Output: 0
Constraints:
* all wells have the same length
* 1 <= grid.length <= 10^2
* 1 <= grid[:,1].length <= 10^2
* grid[i][j] -> 0 | 1
* 1 <= capacity <= 10
"""
Agent trace
import math
def max_fill(grid, capacity):
"""
You are given a rectangular grid of wells. Each row represents a single well,
and each 1 in a row represents a single unit of water.
Each well has a corresponding bucket that can be used to extract water from it,
and all buckets have the same capacity.
Your task is to use the buckets to empty the wells.
Output the number of times you need to lower the buckets.
Example 1:
Input:
grid : [[0,0,1,0], [0,1,0,0], [1,1,1,1]]
bucket_capacity : 1
Output: 6
Example 2:
Input:
grid : [[0,0,1,1], [0,0,0,0], [1,1,1,1], [0,1,1,1]]
bucket_capacity : 2
Output: 5
Example 3:
Input:
grid : [[0,0,0], [0,0,0]]
bucket_capacity : 5
Output: 0
Constraints:
* all wells have the same length
* 1 <= grid.length <= 10^2
* 1 <= grid[:,1].length <= 10^2
* grid[i][j] -> 0 | 1
* 1 <= capacity <= 10
"""
return sum(math.ceil(sum(well) / capacity) for well in grid)Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passsample 5 · humaneval-plus:HumanEval/60pass · 100.0% · 3306ms · 1933719e1040
Question
def sum_to_n(n: int):
"""sum_to_n is a function that sums numbers from 1 to n.
>>> sum_to_n(30)
465
>>> sum_to_n(100)
5050
>>> sum_to_n(5)
15
>>> sum_to_n(10)
55
>>> sum_to_n(1)
1
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def sum_to_n(n: int):
"""sum_to_n is a function that sums numbers from 1 to n.
>>> sum_to_n(30)
465
>>> sum_to_n(100)
5050
>>> sum_to_n(5)
15
>>> sum_to_n(10)
55
>>> sum_to_n(1)
1
"""
Agent trace
def sum_to_n(n: int):
"""sum_to_n is a function that sums numbers from 1 to n.
>>> sum_to_n(30)
465
>>> sum_to_n(100)
5050
>>> sum_to_n(5)
15
>>> sum_to_n(10)
55
>>> sum_to_n(1)
1
"""
return n * (n + 1) // 2Additional reasoning trace
sandbox: passed=true returncode=0 timed_out=false
Extracted:
pass · Gold: passIncorrect samples
sample 10 · humaneval-plus:HumanEval/99fail · 0.0% · 10050ms · 125aa68cf8ce
Question
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''
Agent trace
def closest_integer(value):
'''
Create a function that takes a value (string) representing a number
and returns the closest integer to it. If the number is equidistant
from two integers, round it away from zero.
Examples
>>> closest_integer("10")
10
>>> closest_integer("15.3")
15
Note:
Rounding away from zero means that if the given number is equidistant
from two integers, the one you should return is the one that is the
farthest from zero. For example closest_integer("14.5") should
return 15 and closest_integer("-14.5") should return -15.
'''
Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmptignss6k/solution.py", line 55, in <module>
check(closest_integer)
File "/tmp/tmptignss6k/solution.py", line 52, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmptignss6k/solution.py", line 45, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 13 · humaneval-plus:HumanEval/91fail · 0.0% · 13847ms · 57147f23be53
Question
def is_bored(S):
"""
You'll be given a string of words, and your task is to count the number
of boredoms. A boredom is a sentence that starts with the word "I".
Sentences are delimited by '.', '?' or '!'.
For example:
>>> is_bored("Hello world")
0
>>> is_bored("The sky is blue. The sun is shining. I love this weather")
1
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def is_bored(S):
"""
You'll be given a string of words, and your task is to count the number
of boredoms. A boredom is a sentence that starts with the word "I".
Sentences are delimited by '.', '?' or '!'.
For example:
>>> is_bored("Hello world")
0
>>> is_bored("The sky is blue. The sun is shining. I love this weather")
1
"""
Agent trace
def is_bored(S):
"""
You'll be given a string of words, and your task is to count the number
of boredoms. A boredom is a sentence that starts with the word "I".
Sentences are delimited by '.', '?' or '!'.
For example:
>>> is_bored("Hello world")
0
>>> is_bored("The sky is blue. The sun is shining. I love this weather")
1
"""
import re
count = 0
for sentence in re.split(r'[.?!]', S):
words = sentence.split()
if words and words[0] == "I":
count += 1
return countAdditional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpi98tdek1/solution.py", line 55, in <module>
check(is_bored)
File "/tmp/tmpi98tdek1/solution.py", line 52, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpi98tdek1/solution.py", line 45, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 26 · humaneval-plus:HumanEval/22fail · 0.0% · 11953ms · 3488d1696764
Question
from typing import List, Any
def filter_integers(values: List[Any]) -> List[int]:
""" Filter given list of any python values only for integers
>>> filter_integers(['a', 3.14, 5])
[5]
>>> filter_integers([1, 2, 3, 'abc', {}, []])
[1, 2, 3]
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
from typing import List, Any
def filter_integers(values: List[Any]) -> List[int]:
""" Filter given list of any python values only for integers
>>> filter_integers(['a', 3.14, 5])
[5]
>>> filter_integers([1, 2, 3, 'abc', {}, []])
[1, 2, 3]
"""
Agent trace
from typing import List, Any
def filter_integers(values: List[Any]) -> List[int]:
""" Filter given list of any python values only for integers
>>> filter_integers(['a', 3.14, 5])
[5]
>>> filter_integers([1, 2, 3, 'abc', {}, []])
[1, 2, 3]
"""
return [value for value in values if isinstance(value, int)]Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpokcfalsr/solution.py", line 46, in <module>
check(filter_integers)
File "/tmp/tmpokcfalsr/solution.py", line 43, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpokcfalsr/solution.py", line 36, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 38 · humaneval-plus:HumanEval/146fail · 0.0% · 23673ms · 170a544f7aeb
Question
def specialFilter(nums):
"""Write a function that takes an array of numbers as input and returns
the number of elements in the array that are greater than 10 and both
first and last digits of a number are odd (1, 3, 5, 7, 9).
For example:
specialFilter([15, -73, 14, -15]) => 1
specialFilter([33, -2, -3, 45, 21, 109]) => 2
"""Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def specialFilter(nums):
"""Write a function that takes an array of numbers as input and returns
the number of elements in the array that are greater than 10 and both
first and last digits of a number are odd (1, 3, 5, 7, 9).
For example:
specialFilter([15, -73, 14, -15]) => 1
specialFilter([33, -2, -3, 45, 21, 109]) => 2
"""
Agent trace
def specialFilter(nums):
"""Write a function that takes an array of numbers as input and returns
the number of elements in the array that are greater than 10 and both
first and last digits of a number are odd (1, 3, 5, 7, 9).
For example:
specialFilter([15, -73, 14, -15]) => 1
specialFilter([33, -2, -3, 45, 21, 109]) => 2
"""
Additional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpix3h8t17/solution.py", line 45, in <module>
check(specialFilter)
File "/tmp/tmpix3h8t17/solution.py", line 42, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpix3h8t17/solution.py", line 35, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: passsample 39 · humaneval-plus:HumanEval/132fail · 0.0% · 104861ms · d65ed04e2d42
Question
def is_nested(string):
'''
Create a function that takes a string as input which contains only square brackets.
The function should return True if and only if there is a valid subsequence of brackets
where at least one bracket in the subsequence is nested.
is_nested('[[]]') ➞ True
is_nested('[]]]]]]][[[[[]') ➞ False
is_nested('[][]') ➞ False
is_nested('[]') ➞ False
is_nested('[[][]]') ➞ True
is_nested('[[]][[') ➞ True
'''Rendered prompt
Complete the following Python function. Reply with the complete implementation in a single ```python code block and no prose.
def is_nested(string):
'''
Create a function that takes a string as input which contains only square brackets.
The function should return True if and only if there is a valid subsequence of brackets
where at least one bracket in the subsequence is nested.
is_nested('[[]]') ➞ True
is_nested('[]]]]]]][[[[[]') ➞ False
is_nested('[][]') ➞ False
is_nested('[]') ➞ False
is_nested('[[][]]') ➞ True
is_nested('[[]][[') ➞ True
'''
Agent trace
def is_nested(string):
target = '[[]]'
i = 0
for ch in string:
if ch == target[i]:
i += 1
if i == len(target):
return True
return FalseAdditional reasoning trace
sandbox: passed=false returncode=1 timed_out=false
Traceback (most recent call last):
File "/tmp/tmpjoelmk4z/solution.py", line 46, in <module>
check(is_nested)
File "/tmp/tmpjoelmk4z/solution.py", line 43, in check
assertion(candidate(*inp), exp, 0)
File "/tmp/tmpjoelmk4z/solution.py", line 36, in assertion
assert exact_match
^^^^^^^^^^^
AssertionErrorExtracted:
fail · Gold: pass