Atlas

Benchmarks

← All benchmarks

Arena Alignment — False Attribution

Safety · 2026-10-08

Conversation-length-adjusted rate of Agent Arena sessions flagged for attributing statements, requests or facts to users contrary to the evidence. Diagnostic model-level session statistic; no capability-fit contribution.

Top models (lower is better)

ModelScore
GPT-6 Sol1.6
GPT-6 Luna1.6
GPT-6 Astra2.0
GPT-6.1 Sol2.0
GPT-5.6 Sol2.2
Grok 4.73.0
Grok 4.63.6
Claude Opus 5.53.9
Gemini 3.7 Flash4.8
Gemini 4 Argon5.6
Gemini 3.6 Flash5.7
Claude Fable 5.15.8
Claude Sonnet 5.55.8
Gemini 3.8 Flash6.0
Hy4 Preview6.4
Muse Spark 1.37.0
Kimi K37.6
GLM-5.37.7
MiMo-V2.6-Pro8.3
Claude Opus 58.4
Opus 4.88.9
DeepSeek V4.1 Flash8.9
Inkling9.2
Sonnet 59.8
Qwen3.8 27B9.9
MiniMax M315.6
Loading Atlas data…