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LMArena Agent Arena Work Praise vs Complaint

Agents · 2026-08-14

Signed percentage-point Agent Arena Work category diagnostic signal comparing positive user feedback against complaints, recomputed on sessions tagged as office work such as document creation, professional research, planning and professional writing. Values may be negative relative to the category baseline; reported confidence intervals are not standard errors.

Top models (higher is better)

ModelScore
Claude Opus 5.546.3
GPT-6.1 Sol33.4
GPT-6 Astra32.2
Claude Fable 5.127.3
Gemini 4 Argon27.0
Claude Fable 516.0
Claude Sonnet 5.515.2
Muse Wonder Full14.2
GPT-6 Sol13.5
GPT-5.6 Sol13.1
Claude Opus 510.8
DeepSeek V4.1 Flash 10179.0
GPT-5.58.3
Sonnet 58.1
GLM-5.26.3
MiMo-V2.6-Pro5.9
GLM-5.34.8
MiMo-V2.6-Flash4.7
Hy4 Preview4.3
DeepSeek V4.1 Flash3.9
Gemini 3.8 Flash3.9
Muse Spark 1.33.5
Grok 4.73.0
GPT-5.6 Terra2.6
Qwen3.8-Max2.4
Kimi K32.1
GPT-6 Luna1.0
DeepSeek V4 Pro 0813-0.1
Muse Wonder-0.5
Step 5 Preview-0.9
GPT-5.4-1.1
Grok 4.6-2.1
GLM-5.3 Flash-2.8
Claude Haiku 5.5-3.0
Mistral Large 4 Preview-3.1
Qwen3.8-Flash-Next-3.4
Gemini 3.1 Pro Preview-3.6
Gemini 3.7 Flash-3.9
GPT-5.6 Luna-4.6
Qwen3.8 27B-5.3
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