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AA-Omniscience v1.1 Hallucination Rate

Safety · 2026-10-27

AA-Omniscience v1.1 Hallucination Rate is the proportion of incorrect answers among non-correct responses: incorrect / (incorrect + partial answers + not attempted). The v1.1 evaluation prompts 3,000 questions, but this metric's denominator varies with model correctness. Lower values are better.

Top models (lower is better)

ModelScore
Gemini 4 Argon4.3
Command A+ (May 2026, BF16)13.9
Muse Wonder Full17.6
Qwen3.8 27B18.0
Grok 4.720.0
Muse Wonder20.9
Muse Spark 1.322.5
Nemotron 3 Ultra 550B A55B22.6
Gemini 3.5 Flash-Lite26.7
Qwen3.8 Max (0902)27.1
Muse Spark Open28.0
K2 Horizon 375B A23B29.0
Nemotron 3.5 Super VL 120B A12B (precision unspecified)30.5
Step 5 Preview31.3
Claude Haiku 5.534.2
Qwen3.8 2.4T A95B34.5
GPT-6.1 Terra34.5
Ling 3.1 Flash 101936.3
Solar Mini 436.5
Kimi K3.1 Pro37.3
GLM-5.3 Flash38.3
GLM-5.338.9
Beam 1.0 501B A23B41.0
Mistral Large 4 Preview41.3
GPT-6 Astra42.5
Claude Sonnet 5.543.3
Qwen3.8-Flash-Next46.8
GPT-6.1 Sol48.0
Gemini 3.8 Flash51.5
MiMo-V2.6-Flash52.2
MiMo-V2.6-Pro60.2
Inkling-Small60.5
DeepSeek V4.1 Flash 101764.1
Mistral Small 466.6
Inkling67.2
Kimi K376.6
GPT-6 Luna79.3
Mistral Medium 3.580.2
Muse Glimmer 30B83.6
Ring 2.6 1T84.6
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