Overview

BIG-Bench 的 23 个最难任务子集，覆盖逻辑推理、符号操作、常识推理等领域，传统模型表现不佳，用于评估模型的复杂推理能力。

Metrics

Metric	Unit	Direction
accuracy	%	↑ Higher is better

Sources

Model Score Ranking

#	Model	Vendor	Score
1	Gemini 2.0 Flash Thinking	google	87.9
2	Gemini 1.5 Pro 002	google	87.2
3	GPT-4o (2024-05-13)	openai	86.7
4	DeepSeek V3	deepseek	84.9
5	GPT-4o (2024-08-06)	openai	84.9
6	Claude 3.5 Sonnet	anthropic	84.5
7	o1 Preview	openai	84.5
8	Claude 3.5 Sonnet (2024-10-22)	anthropic	84.2
9	Gemini 1.5 Pro	google	84
10	Grok-2	xai	84
11	Llama 3.3 70B	meta	83.9
12	Gemini 1.0 Ultra	google	83.8
13	GLM-4 Plus	other	83.6
14	Gemini 2.0 Flash	google	83.4
15	Mistral Medium	mistral	83.4
16	Qwen2 72B	alibaba	83.4
17	Sonar Reasoning	other	83.4
18	GPT-4o	openai	83.1
19	o1	openai	83.1
20	Llama 3.1 405B	meta	82.9
21	Jamba 1.5 Large	other	82.8
22	Command Nightly	cohere	82.7
23	Qwen2.5 72B	alibaba	82.4
24	Qwen1.5 110B	alibaba	82.3
25	Command R+ (08-2024)	cohere	82.1
26	Hermes 3 Llama 3.1 405B	other	82.1
27	Claude 3 Opus	anthropic	81.6
28	Sonar Large	other	81.6
29	Mistral Large 2	mistral	81
30	GPT-4	openai	80.9
31	GPT-4 Vision	openai	80.9
32	GPT-4 1106 Preview	openai	80
33	WizardLM Team WizardLM 2 8x22B	other	80
34	Gemini 1.5 Flash 002	google	79.8
35	Claude 3 Opus (2024-02-29)	anthropic	79.5
36	Phi-3.5 MoE	other	79.4
37	GPT-4 32K	openai	79.2
38	Gemini 1.0 Pro	google	79.1
39	GLM-4 Air	other	79
40	Command R (08-2024)	cohere	78.8
41	Sonar Huge	other	78.6
42	GPT-4 Turbo	openai	78.5
43	Command R	cohere	78.4
44	Mixtral 8x7B	mistral	78.4
45	Yi Vision	other	78.3
46	GPT-4 0125 Preview	openai	78.2
47	Llama 3 70B	meta	77.6
48	Jamba 1.5	other	77.3
49	o1 mini	openai	77.2
50	Yi Large	other	77.1
51	Qwen2.5 32B	alibaba	76.8
52	Mistral Large	mistral	76.7
53	NVIDIA Llama 3.1 Nemotron 70B	other	76.6
54	Qwen1.5 72B	alibaba	76.5
55	Falcon 180B	other	76.4
56	Yi Large Turbo	other	76.4
57	Claude 3 Sonnet (2024-02-29)	anthropic	76.2
58	Claude 3 Sonnet	anthropic	76.1
59	Llama 3.2 90B Vision	meta	76.1
60	Hermes 3 Llama 3.1 70B	other	75.9
61	Claude 3 Haiku	anthropic	75.7
62	Jamba 1.5 Mini	other	75.6
63	Nous Hermes 2 Yi 34B	other	75.6
64	DeepSeek V2 Chat	deepseek	75.4
65	Grok-2 Vision	xai	75.4
66	GPT-4 Vision Preview	openai	75
67	Gemini 1.0 Flash	google	74.8
68	Gemini 1.5 Flash-8B	google	74.8
69	Grok-2 Mini	xai	74.6
70	Mixtral 8x22B	mistral	74.5
71	Microsoft WizardMath 7B v1	other	74.4
72	Yi 1.5 34B	other	74.1
73	Gemini 1.5 Flash-8B 002	google	73.6
74	Microsoft WizardLM 2 8x22B	other	73.6
75	Llemma 7B	other	73.1
76	Qwen1.5 32B	alibaba	73
77	DeepSeek LLM 67B	deepseek	72.6
78	Nous Hermes 2 Mixtral 8x7B	other	72.4
79	Qwen2 57B	alibaba	72.4
80	DBRX Base	other	72.3
81	DeepSeek Coder V2	deepseek	72.3
82	Claude 3 Haiku (2024-03-07)	anthropic	72.2
83	Qwen2.5 14B	alibaba	72.2
84	Code Llama 70B	meta	72.1
85	Jamba Instruct	other	71.8
86	Nous Hermes 2 Solar 10.7B	other	71.8
87	Phi-3 Small	other	71.8
88	DBRX Instruct	other	71.7
89	Gemini 1.5 Flash	google	71.7
90	Sonar Small	other	71.7
91	Mistral Small	mistral	71.6
92	Qwen1.5 14B	alibaba	71.6
93	OLMo 7B Instruct	other	71.5
94	Code Bison	google	71.4
95	Phi-3 Medium	other	71.4
96	Mistral 7B v0.2	mistral	71.3
97	Mistral Small 3	mistral	71.3
98	Gemma 2 27B	google	71.2
99	Mistral Nemo	mistral	71.2
100	Code Llama 13B	meta	71
101	OpenChat 3.6 8B	other	71
102	Orca 2 13B	other	70.8
103	StableLM 2 12B	other	70.6
104	StarChat2 15B v0.1	other	70.6
105	DeepSeek V2	deepseek	70.5
106	GLM-4 Flash	other	70.5
107	Yi 1.5 6B	other	70.5
108	GPT-4o mini	openai	70.3
109	Llama 3.1 Nemotron 70B	meta	70.3
110	Zephyr ORPO 141B Alpha	other	70.3
111	Claude 3.5 Haiku	anthropic	70.2
112	Llama 3.1 70B	meta	70.2
113	Phi-1	other	69.9
114	Mathstral 7B	mistral	69.8
115	Microsoft WizardLM 2 7B	other	69.4
116	Llama 3.2 11B Vision	meta	69.1
117	OLMo 1.7 7B	other	68.9
118	OLMo 7B	other	67.7
119	GLM-4 9B Chat	other	67.2
120	Microsoft WizardCoder Python 34B	other	67.2
121	Llama 3.1 8B	meta	67.1
122	Code Llama 7B	meta	66.9
123	Phi-4	other	66.9
124	Gemma 2 9B	google	66.7
125	Command R+	cohere	66.1
126	Command R7B	cohere	66.1
127	Codestral Mamba	mistral	66
128	DeepSeek Math 7B	deepseek	65.9
129	Gemma 7B	google	65.7
130	Mistral 7B v0.1	mistral	65.4
131	Yi 1.5 9B	other	65.3
132	GLM-4V 9B	other	65.1
133	Llama 3 8B	meta	65
134	Baichuan2 13B Chat	other	64.2
135	OLMo 7B SFT	other	64
136	GPT-3.5	openai	63.9
137	Claude 2.1	anthropic	63.8
138	Open-Platypus	other	63.7
139	Qwen2 7B	alibaba	63.3
140	Claude Instant 1	anthropic	63.1
141	OLMo 2 1124 7B	other	63.1
142	StarCoder2 15B	other	62.8
143	Hermes 3 Llama 3.1 8B	other	62.6
144	Llama 2 70B	meta	62.5
145	Argilla Notus 7B v1	other	62.4
146	Llama 2 13B	meta	62.1
147	StarCoder2 3B	other	62.1
148	Qwen2.5 7B	alibaba	61.9
149	DeepSeek Coder 33B	deepseek	61.6
150	Flan-T5 XXL	other	60.5
151	Mistral 7B v0.3	mistral	60.5
152	OpenChat 3.5 1210	other	60.4
153	Claude 2	anthropic	60.2
154	Ministral 8B	mistral	60
155	StarCoder2 7B	other	60
156	MPT 7B	other	59.9
157	DeepSeek Coder 7B	deepseek	59.7
158	Code Llama 34B	meta	59.1
159	StableCode 3B	other	58.4
160	Codestral	mistral	58.3
161	Grok Vision Beta	xai	56.8
162	Nous Capybara 34B	other	56.1
163	Phi-3 Mini	other	55.9
164	ChatGLM3 6B	other	55.7
165	Command Light	cohere	55.5
166	Yi 6B	other	55.3
167	StableLM 3 4B	other	54.9
168	Llama 2 7B	meta	54.7
169	Chat Bison	google	54.6
170	Baichuan2 7B Chat	other	53
171	Gemma 2B	google	53
172	Jurassic-2 Ultra	other	52.9
173	PaLM 2	google	52.9
174	Flan-T5 XL	other	52.5
175	TigerBot 70B Chat	other	51.9
176	Jurassic-2 Mid	other	51.8
177	Qwen2 1.5B	alibaba	51.5
178	Qwen2.5 1.5B	alibaba	51.5
179	Mistral Tiny	mistral	51.3
180	Qwen2.5 0.5B	alibaba	51
181	Zephyr 7B Alpha	other	50.7
182	Falcon 40B	other	50.6
183	GPT-3.5 Turbo 16K	openai	50.2
184	Grok Beta	xai	50.2
185	Ministral 3B	mistral	50.1
186	Zephyr 7B Beta	other	50
187	Nous Capybara 7B	other	49.6
188	Phi-1.5	other	49.5
189	Flan-UL2	other	49.2
190	MPT 30B	other	49.2
191	Qwen2.5 3B	alibaba	48.8
192	Yi 34B	other	48.8
193	Capybara 1.5B	other	48.3
194	GPT-3.5 Turbo	openai	48.2
195	Text Bison	google	48.2
196	Phi-2	other	47.8
197	Llama Guard 2 8B	meta	47.6
198	Phi-3.5 Mini	other	47.5
199	Llama 3.2 3B	meta	46
200	Llama Guard 3 8B	meta	44.1
201	StableLM Zephyr 3B	other	43.9
202	StableLM 2 1.6B	other	40.7
203	Phi-3 Vision	other	40.1
204	Llama 3.2 1B	meta	38.8
205	Embed English v3	cohere	0

BBH (BIG-Bench Hard)

Descripción

BIG-Bench 的 23 个最难任务子集，覆盖逻辑推理、符号操作、常识推理等领域，传统模型表现不佳，用于评估模型的复杂推理能力。

Especificaciones principales

Categoría	Licencia	Última actualización
reasoning	MIT	2022-10-01

Benchmark

Unidad
%

Fuentes

URL oficial

https://github.com/suzgunmirac/BIG-Bench-Hard