Arena Agent · 工具幻觉

调用根本不存在的工具的情况，分越高越少乱编完整榜单 53 个模型，样本量 211,147,826 次观测。

综合总榜535 个行为信号加权后的总排名任务确认完成53用户在会话里明确确认「任务完成了」的比例好评 vs 差评53用户明确表扬多于明确抱怨的程度可操控性53用户纠正、反驳之后，模型能改到点子上的比例 Bash Reliability53How often the model’s bash commands succeed. Errors outside its control aren’t counted. E.g. network issues, permission denied, etc.工具幻觉53调用根本不存在的工具的情况，分越高越少乱编

Rank	Model	厂商	License	信号分	95% 置信区间
1	GPT 6.1 Sol (Max)	OpenAI	Proprietary	+0.6	+0.6 ~ +0.7
2	Kimi K3 (Max)	Moonshot	Kimi K3 license	+0.6	+0.6 ~ +0.7
3	Step 5 Preview	StepFun	Proprietary	+0.6	+0.6 ~ +0.7
4	GLM 5.2 (Max)	Z.ai	MIT	+0.6	+0.6 ~ +0.7
5	Gemini 3.6 Flash (High)	Google	Proprietary	+0.6	+0.6 ~ +0.7
6	Claude Fable 5 (High)	Anthropic	Proprietary	+0.6	+0.5 ~ +0.7
7	Claude Opus 5 (Max)	Anthropic	Proprietary	+0.6	+0.5 ~ +0.7
8	GLM 5.3 (Max)	Z.ai	MIT	+0.6	+0.5 ~ +0.7
9	GPT 6 Astra (Max)	OpenAI	Proprietary	+0.6	+0.5 ~ +0.7
10	Grok 4.5	SpaceXAI	Proprietary	+0.6	+0.5 ~ +0.7
11	GLM 5.3 Flash	Z.ai	MIT	+0.6	+0.5 ~ +0.6
12	Claude Fable 5.1 (Max)	Anthropic	Proprietary	+0.6	+0.5 ~ +0.7
13	Grok 4.7 (xHigh)	SpaceXAI	Proprietary	+0.6	+0.5 ~ +0.6
14	Muse Spark 1.3 (Max)	Meta	Proprietary	+0.5	+0.5 ~ +0.6
15	Claude Opus 5.5 (Max)	Anthropic	Proprietary	+0.5	+0.4 ~ +0.7
16	Grok 4.6 (xHigh)	SpaceXAI	Proprietary	+0.5	+0.4 ~ +0.6
17	Gemini 3.8 Flash (High)	Google	Proprietary	+0.5	+0.4 ~ +0.6
18	GPT 5.6 Sol (xHigh)	OpenAI	Proprietary	+0.5	+0.4 ~ +0.6
19	GPT 5.5 (xHigh)	OpenAI	Proprietary	+0.5	+0.4 ~ +0.6
20	DeepSeek V4 Pro (High) (0813)	DeepSeek	MIT	+0.5	+0.3 ~ +0.6
21	Deepseek V4.1 Flash (Max)	DeepSeek	MIT	+0.5	+0.4 ~ +0.5
22	Claude Sonnet 5.5 (Max)	Anthropic	Proprietary	+0.5	+0.2 ~ +0.7
23	GPT 5.5	OpenAI	Proprietary	+0.4	+0.2 ~ +0.6
24	GPT 5.6 Luna (xHigh)	OpenAI	Proprietary	+0.4	+0.3 ~ +0.6
25	GPT 6 Luna (Max)	OpenAI	Proprietary	+0.4	+0.4 ~ +0.5
26	Claude Sonnet 5 (High)	Anthropic	Proprietary	+0.4	+0.3 ~ +0.5
27	Gemini 3.7 Flash (High)	Google	Proprietary	+0.4	+0.3 ~ +0.5
28	GPT 5.6 Terra (xHigh)	OpenAI	Proprietary	+0.4	+0.2 ~ +0.6
29	GPT 6 Sol (Max)	OpenAI	Proprietary	+0.4	+0.2 ~ +0.5
30	Claude Opus 4.8 (High)	Anthropic	Proprietary	+0.3	+0.2 ~ +0.5
31	GPT 5.4 (High)	OpenAI	Proprietary	+0.3	+0.1 ~ +0.5
32	Muse Spark 1.2 (xHigh)	Meta	Proprietary	+0.2	+0.1 ~ +0.3
33	Hy4 preview	Tencent	Apache 2.0	+0.1	-0.0 ~ +0.3
34	Muse Spark 1.1	Meta	Proprietary	+0.1	+0.0 ~ +0.2
35	Qwen3.7 Max	Alibaba	Proprietary	+0.1	-0.1 ~ +0.3
36	Gemini 4 Argon (High)	Google	Proprietary	-0.0	-0.6 ~ +0.6
37	Minimax M3	MiniMax	MiniMax Community License	-0.1	-0.4 ~ +0.2
38	MiMo V2.6 Pro	Xiaomi	MIT	-0.1	-0.4 ~ +0.1
39	Qwen 3.8 27B	Alibaba	Apache 2.0	-0.2	-0.4 ~ +0.0
40	Gemini 3.1 Pro Preview	Google	Proprietary	-0.2	-0.9 ~ +0.5
41	Inkling	Thinky	Apache 2.0	-0.5	-1.2 ~ +0.1
42	Qwen3.8 Flash Next	Alibaba	qwen-community-1.0	-0.7	-0.8 ~ -0.6
43	Claude Haiku 5.5 (High)	Anthropic	Proprietary	-0.7	-1.3 ~ -0.2
44	Qwen3.8 Max	Alibaba	Proprietary	-0.8	-1.0 ~ -0.5
45	Nemotron 3 Ultra	Nvidia	OpenMDW-1.1	-0.9	-2.3 ~ +0.5
46	Mimo V2.5 Pro	Xiaomi	MIT	-1.1	-1.5 ~ -0.7
47	Inkling Small	Thinky	Apache 2.0	-1.2	-2.2 ~ -0.1
48	Qwen3.7 Plus	Alibaba	Proprietary	-1.2	-1.9 ~ -0.6
49	Solar Pro 4	Upstage	Proprietary	-2.1	-3.4 ~ -0.9
50	MiMo V2.6 Flash	Xiaomi	MIT	-3.2	-3.7 ~ -2.7
51	Mistral Medium 3.5	Mistral	Modified MIT	-3.2	-4.6 ~ -1.9
52	Hy3	Tencent	Apache 2.0	-4.2	-6.8 ~ -1.6
53	Mistral Large 4	Mistral	Proprietary	-17.5	-19.1 ~ -15.9

数据更新: 2026-10-14数据来源: Arena AI ↗