Overview

OpenAI 发布的 164 道 Python 编程任务，每题包含函数签名、文档字符串、函数体与单元测试，评估模型的代码生成能力（pass@1）。

Metrics

Metric	Unit	Direction
pass@1	pass@1	↑ Higher is better

Sources

Model Score Ranking

#	Model	Vendor	Score
1	Claude 3.5 Sonnet	anthropic	92
2	Mistral Large 2	mistral	92
3	Gemini 2.0 Flash	google	90.7
4	Gemini 1.5 Pro 002	google	90.3
5	GPT-4o	openai	90.2
6	o1 Preview	openai	90.1
7	Hermes 3 Llama 3.1 405B	other	89
8	Llama 3.1 405B	meta	89
9	DeepSeek Coder V2	deepseek	88.9
10	Grok-2	xai	88.4
11	Phi-1	other	88.1
12	Gemini 2.0 Flash Thinking	google	87.2
13	Llama 3.3 70B	meta	87
14	Qwen2.5 72B	alibaba	86.6
15	Codestral Mamba	mistral	86.2
16	Claude 3.5 Sonnet (2024-10-22)	anthropic	86.1
17	o1	openai	85.3
18	GPT-4o (2024-08-06)	openai	85.1
19	Grok-2 Vision	xai	84.2
20	GPT-4 1106 Preview	openai	83.7
21	Claude 3 Opus	anthropic	83.3
22	GPT-4o (2024-05-13)	openai	83.2
23	DeepSeek V3	deepseek	82.6
24	StarCoder2 3B	other	82.1
25	Gemini 1.0 Ultra	google	81.7
26	Sonar Reasoning	other	81.1
27	GPT-4 Turbo	openai	80.5
28	Sonar Large	other	80.4
29	GPT-4 0125 Preview	openai	80.3
30	Claude 3 Sonnet (2024-02-29)	anthropic	80.1
31	Llama 3.1 Nemotron 70B	meta	79.8
32	Microsoft WizardCoder Python 34B	other	79.8
33	Claude 3 Opus (2024-02-29)	anthropic	79.7
34	Gemini 1.5 Flash-8B 002	google	79.7
35	Llama 3.1 70B	meta	79.7
36	Mixtral 8x7B	mistral	79
37	Nous Hermes 2 Mixtral 8x7B	other	78.7
38	GPT-4o mini	openai	78
39	Mistral Medium	mistral	78
40	o1 mini	openai	78
41	Grok-2 Mini	xai	77.9
42	Microsoft WizardLM 2 8x22B	other	77.9
43	Qwen1.5 32B	alibaba	77.9
44	GPT-4	openai	77.6
45	StableCode 3B	other	77
46	GPT-4 32K	openai	76.8
47	Qwen1.5 110B	alibaba	76.5
48	Qwen2 72B	alibaba	76.5
49	Code Llama 7B	meta	76.4
50	Gemini 1.0 Pro	google	76.4
51	StableLM 2 12B	other	76.4
52	Code Bison	google	76.2
53	Yi Vision	other	76.1
54	DeepSeek Coder 7B	deepseek	75.9
55	Jamba 1.5	other	75.9
56	Command R	cohere	75.8
57	GPT-4 Vision	openai	75.8
58	Hermes 3 Llama 3.1 70B	other	75.8
59	Sonar Huge	other	75.8
60	DeepSeek V2	deepseek	75.7
61	Command R+ (08-2024)	cohere	75
62	Claude 3 Haiku (2024-03-07)	anthropic	74.8
63	Command Nightly	cohere	74.7
64	Zephyr ORPO 141B Alpha	other	74.7
65	StarCoder2 7B	other	74.6
66	Claude 3 Sonnet	anthropic	74.5
67	Yi 1.5 34B	other	74.5
68	Mistral Small 3	mistral	74.4
69	Orca 2 13B	other	74.3
70	Mistral Small	mistral	74
71	Claude 3.5 Haiku	anthropic	73.8
72	Jamba 1.5 Large	other	73.7
73	Command R (08-2024)	cohere	73.6
74	StarCoder2 15B	other	73.5
75	Mistral Large	mistral	73.4
76	Nous Hermes 2 Yi 34B	other	73.2
77	Llama 3.2 90B Vision	meta	73.1
78	Llama 3 70B	meta	73
79	DBRX Instruct	other	72.8
80	Sonar Small	other	72.8
81	GLM-4 Plus	other	72.7
82	Gemma 2 27B	google	72.4
83	Yi Large Turbo	other	72.4
84	Yi Large	other	72.2
85	DBRX Base	other	72.1
86	Qwen2.5 14B	alibaba	72
87	Gemini 1.5 Pro	google	71.9
88	DeepSeek Coder 33B	deepseek	71.8
89	Code Llama 34B	meta	71.7
90	Command R+	cohere	70.7
91	Gemini 1.5 Flash-8B	google	70.7
92	GPT-4 Vision Preview	openai	70.6
93	WizardLM Team WizardLM 2 8x22B	other	70.2
94	Code Llama 13B	meta	69.5
95	Phi-3.5 MoE	other	69.5
96	Claude 3 Haiku	anthropic	69.4
97	Mistral Nemo	mistral	69.4
98	Codestral	mistral	69.2
99	StarChat2 15B v0.1	other	69
100	Falcon 180B	other	68.9
101	Mistral 7B v0.3	mistral	68.8
102	Microsoft WizardLM 2 7B	other	68.6
103	DeepSeek LLM 67B	deepseek	68.3
104	GLM-4 Air	other	68.3
105	Phi-3 Small	other	68.3
106	Qwen2.5 32B	alibaba	68
107	GLM-4 Flash	other	67.6
108	Qwen2 57B	alibaba	67.6
109	Gemini 1.5 Flash	google	67.5
110	Hermes 3 Llama 3.1 8B	other	67.1
111	DeepSeek V2 Chat	deepseek	67
112	Jamba 1.5 Mini	other	67
113	OLMo 1.7 7B	other	67
114	Qwen2 7B	alibaba	67
115	Qwen2.5 7B	alibaba	66.5
116	NVIDIA Llama 3.1 Nemotron 70B	other	66.4
117	Gemini 1.5 Flash 002	google	66.2
118	GLM-4V 9B	other	66
119	Jamba Instruct	other	66
120	Qwen1.5 14B	alibaba	65.8
121	Gemini 1.0 Flash	google	65.7
122	Code Llama 70B	meta	65.6
123	Qwen1.5 72B	alibaba	65.2
124	Llama 3 8B	meta	65
125	Llemma 7B	other	64.2
126	Llama 3.1 8B	meta	63.4
127	Ministral 8B	mistral	63.3
128	Yi 1.5 6B	other	63.1
129	GLM-4 9B Chat	other	62.9
130	Phi-4	other	62.8
131	OLMo 7B	other	62.2
132	OpenChat 3.6 8B	other	61.5
133	Microsoft WizardMath 7B v1	other	61.1
134	Gemma 7B	google	61
135	Gemma 2 9B	google	60.9
136	Mistral 7B v0.2	mistral	59.7
137	Nous Hermes 2 Solar 10.7B	other	59.2
138	Yi 1.5 9B	other	57.3
139	Mistral 7B v0.1	mistral	56.4
140	DeepSeek Math 7B	deepseek	54
141	OLMo 7B SFT	other	53.9
142	Phi-3 Medium	other	53.9
143	OLMo 2 1124 7B	other	53.2
144	GPT-3.5 Turbo	openai	51.3
145	Command Light	cohere	51.2
146	ChatGLM3 6B	other	51
147	Jurassic-2 Ultra	other	50.9
148	Llama 2 70B	meta	50.6
149	OLMo 7B Instruct	other	50.5
150	Command R7B	cohere	50.1
151	Llama 3.2 11B Vision	meta	50.1
152	Nous Capybara 34B	other	50.1
153	Mathstral 7B	mistral	49.9
154	MPT 30B	other	49.7
155	Baichuan2 13B Chat	other	49.6
156	Baichuan2 7B Chat	other	49.2
157	Qwen2.5 3B	alibaba	49
158	Open-Platypus	other	48.2
159	Phi-3 Vision	other	48.2
160	Qwen2 1.5B	alibaba	47.2
161	StableLM Zephyr 3B	other	47.1
162	Flan-UL2	other	46.8
163	Mistral Tiny	mistral	45.8
164	Mixtral 8x22B	mistral	45.2
165	Text Bison	google	45.1
166	PaLM 2	google	44.8
167	Grok Vision Beta	xai	44
168	Phi-3.5 Mini	other	44
169	Gemma 2B	google	43.2
170	Llama 2 7B	meta	42.6
171	Llama 3.2 3B	meta	42.5
172	Yi 6B	other	42.3
173	OpenChat 3.5 1210	other	41.9
174	Llama 2 13B	meta	40.7
175	Falcon 40B	other	39.7
176	Jurassic-2 Mid	other	39.7
177	Phi-2	other	39.7
178	Phi-1.5	other	39.2
179	Nous Capybara 7B	other	38.8
180	Zephyr 7B Beta	other	38.4
181	MPT 7B	other	38.1
182	StableLM 2 1.6B	other	37.3
183	Ministral 3B	mistral	37.2
184	Argilla Notus 7B v1	other	36.8
185	GPT-3.5 Turbo 16K	openai	36.8
186	Chat Bison	google	36
187	TigerBot 70B Chat	other	36
188	Zephyr 7B Alpha	other	35.9
189	Yi 34B	other	35.8
190	Flan-T5 XXL	other	35.4
191	Qwen2.5 1.5B	alibaba	35.2
192	Flan-T5 XL	other	34
193	StableLM 3 4B	other	32.6
194	Claude 2	anthropic	31.7
195	Grok Beta	xai	31
196	Qwen2.5 0.5B	alibaba	31
197	Capybara 1.5B	other	30.1
198	Llama 3.2 1B	meta	29.9
199	Claude Instant 1	anthropic	28.5
200	GPT-3.5	openai	28.2
201	Claude 2.1	anthropic	28.1
202	Llama Guard 3 8B	meta	28
203	Phi-3 Mini	other	26.9
204	Llama Guard 2 8B	meta	26.6
205	Embed English v3	cohere	0

HumanEval

Mô tả

OpenAI 发布的 164 道 Python 编程任务，每题包含函数签名、文档字符串、函数体与单元测试，评估模型的代码生成能力（pass@1）。

Thông số kỹ thuật cốt lõi

Danh mục	Giấy phép	Cập nhật lần cuối
coding	MIT	2022-01-01

Benchmark

Đơn vị
pass@1

Nguồn

URL chính thức

https://github.com/openai/human-eval