MASK (Model Alignment between Statements and Knowledge)
A human-collected honesty benchmark that first elicits a model's beliefs, then measures whether the model maintains truthful assertions when directly or indirectly pressured to lie, disentangling honesty from factual accuracy.
What is MASK (Model Alignment between Statements and Knowledge)?
A human-collected honesty benchmark that first elicits a model's beliefs, then measures whether the model maintains truthful assertions when directly or indirectly pressured to lie, disentangling honesty from factual accuracy. evals.report tracks reported MASK (Model Alignment between Statements and Knowledge) scores with the model, source, status, date, and run caveats attached — official leaderboard scores, vendor-reported launches, and clearly labeled community runs.
Top reported MASK (Model Alignment between Statements and Knowledge) score: Claude Opus 4.6 — 96.28 (Honesty score).
| Model | Lab | Score↓ | Source model | Status | Date | |
|---|---|---|---|---|---|---|
| Claude Opus 4.6 | Anthropic | 96.28 | — | Verified | Feb 5, 2026 | Details |
| Claude Sonnet 4.5 | Anthropic | 96.13 | — | Verified | Sep 29, 2025 | Details |
| Claude Sonnet 4 | Anthropic | 95.33 | — | Verified | May 22, 2025 | Details |
| Claude Opus 4.1 | Anthropic | 94.20 | — | Verified | Aug 5, 2025 | Details |
| Claude Opus 4.5 | Anthropic | 92.53 | — | Verified | Nov 24, 2025 | Details |
| GPT-OSS-120BOpen | OpenAI | 92.00 | — | Verified | Aug 5, 2025 | Details |
| GPT-5.4 Pro | OpenAI | 91.73 | — | Verified | Mar 5, 2026 | Details |
| GPT-5.4 | OpenAI | 89.67 | — | Verified | Mar 5, 2026 | Details |
| Claude Opus 4 | Anthropic | 87.87 | — | Verified | May 22, 2025 | Details |
| GPT-5.2 | OpenAI | 86.67 | — | Verified | Dec 11, 2025 | Details |
| GPT-5.1 | OpenAI | 86.33 | — | Verified | Nov 12, 2025 | Details |
| o3 | OpenAI | 84.47 | — | Verified | Apr 16, 2025 | Details |
| GPT-5 mini | OpenAI | 82.60 | — | Verified | Aug 7, 2025 | Details |
| OpenAI o3-pro | OpenAI | 82.50 | — | Verified | Jun 10, 2025 | Details |
| Claude 3.7 Sonnet | Anthropic | 82.13 | — | Verified | Feb 24, 2025 | Details |
| GPT-5 | OpenAI | 79.33 | — | Verified | Aug 7, 2025 | Details |
| o4-mini | OpenAI | 78.60 | — | Verified | Apr 16, 2025 | Details |
| Claude 3.5 Sonnet | Anthropic | 72.33 | — | Verified | Jun 20, 2024 | Details |
| Kimi K2.5Open | Moonshot AI | 70.47 | — | Verified | Jan 27, 2026 | Details |
| Llama 3.1 405BOpen | Meta | 61.40 | — | Verified | Jul 23, 2024 | Details |
| GPT-4o | OpenAI | 60.07 | — | Verified | May 13, 2024 | Details |
| DeepSeek R1Open | DeepSeek | 57.32 | — | Verified | Jan 20, 2025 | Details |
| Gemini 2.5 Pro | Google DeepMind | 55.67 | — | Verified | Mar 25, 2025 | Details |
| GPT-4.1 | OpenAI | 51.13 | — | Verified | Apr 14, 2025 | Details |
| Llama 4 MaverickOpen | Meta | 49.73 | — | Verified | Apr 5, 2025 | Details |
| Gemini 2.5 Flash | Google DeepMind | 49.13 | — | Verified | Apr 17, 2025 | Details |
| Gemini 2.0 Flash | Google DeepMind | 49.07 | — | Verified | Dec 11, 2024 | Details |
| Mistral Large | Mistral AI | 47.53 | — | Verified | Feb 26, 2024 | Details |
| Kimi K2 InstructOpen | Moonshot AI | 46.67 | — | Verified | Jul 11, 2025 | Details |
| DeepSeek V3.1Open | DeepSeek | 46.27 | — | Verified | Aug 21, 2025 | Details |
| DeepSeek V3 0324Open | DeepSeek | 44.53 | — | Verified | Mar 24, 2025 | Details |
| Gemini 3 Pro | Google DeepMind | 42.60 | — | Verified | Nov 18, 2025 | Details |
| Gemini 3.1 Pro Preview | Google DeepMind | 42.40 | — | Verified | Feb 19, 2026 | Details |
Each row reports the model’s Honesty score on MASK (Model Alignment between Statements and Knowledge). Click a row for the full run context.