PutnamBench
Formal theorem-proving on Putnam problems — models write a complete Lean/Isabelle/Coq proof, machine-checked by the proof assistant's kernel.
The wiki's first formal-proving benchmark and, for reasonable budgets, still far from solved. Through most of 2024–2025 the best systems solved single digits of the Lean set (Goedel-Prover 7 at pass@512; GPT-4o ~1). General reasoning models at pass@1 remain low (GPT-5 ReAct ~28–42 of ~660, single digits %). Heavy-compute systems have since climbed steeply — ByteDance's Seed-Prover reportedly ~581/672 Lean at ~10 GPU-days per problem, and in Jan 2026 Logical Intelligence's Aleph CLAIMED 668/672 (99.4%, agentic pass@1) topping the board — but these use enormous or single-source, unreproduced budgets, and the Isabelle/Coq subsets and the harder 'no-answer' variant remain far less attacked. What would move this to nearing-saturation: independent reproduction of high solve rates across languages under disclosed, comparable budgets.
Performance Timeline
Longitudinal progression of model scores against human baselines.Performance & Historical Trajectory
Empirical score progression across model release dates and evaluation rounds.
| Model | Score | Date | Source Type | Provenance |
|---|---|---|---|---|
| GLM 5.3 Flash | 47% | 2026-09-12 | independent | Source ↗ |
| Hy4 | 46.3% | 2026-09-12 | independent | Source ↗ |
| MiMo-V2.6-Flash | 43% | 2026-09-12 | independent | Source ↗ |
| Claude Opus 5.5 | 40.9% | 2026-09-12 | independent | Source ↗ |
| Qwen 3.8 Max Prime | 38.2% | 2026-09-12 | independent | Source ↗ |
| Nemotron 3.5 Super VL | 39.2% | 2026-09-12 | independent | Source ↗ |
| Gemini 4 Argon | 42.8% | 2026-09-12 | independent | Source ↗ |
| Claude Haiku 5.5 | 39.2% | 2026-09-12 | independent | Source ↗ |
| Nano Banana 2.1 | 42.8% | 2026-09-12 | independent | Source ↗ |
| Mistral Large 4 | 41.1% | 2026-09-12 | independent | Source ↗ |
| GPT-6.1 Sol Pro | 42.8% | 2026-09-12 | independent | Source ↗ |
| GPT-6.1 Sol | 42.8% | 2026-09-12 | independent | Source ↗ |
| Claude Sonnet 5.5 | 42.8% | 2026-09-12 | independent | Source ↗ |
| Z.ai: GLM 5.3 Prime | 42.8% | 2026-09-12 | independent | Source ↗ |
| GPT-6 Luna Pro | 39.2% | 2026-09-12 | independent | Source ↗ |
| GPT-6 Luna | 39.2% | 2026-09-12 | independent | Source ↗ |
| GPT-6 Sol Pro | 42.8% | 2026-09-12 | independent | Source ↗ |
| GPT-6 Sol | 42.8% | 2026-09-12 | independent | Source ↗ |
| Claude Opus 5.5 | 44.3% | 2026-09-12 | independent | Source ↗ |
| Xiaomi: MiMo-V2.6-Pro-UltraSpeed | 42.8% | 2026-09-12 | independent | Source ↗ |
| Xiaomi: MiMo-V2.6-Flash | 39.2% | 2026-09-12 | independent | Source ↗ |
| Xiaomi: MiMo-V2.6-Pro | 39.2% | 2026-09-12 | independent | Source ↗ |
| Z.ai: GLM 5.3 FlashX | 41.1% | 2026-09-12 | independent | Source ↗ |
| DeepSeek V4.1 Flash | 39.2% | 2026-09-12 | independent | Source ↗ |
| GPT-6 Astra | 44.3% | 2026-09-12 | independent | Source ↗ |
| GPT-6 Astra Pro | 44.3% | 2026-09-12 | independent | Source ↗ |
| Gemini 3.8 Flash | 42.8% | 2026-09-12 | independent | Source ↗ |
| Claude Fable 5.1 | 44.3% | 2026-09-12 | independent | Source ↗ |
| Hy4 | 41.1% | 2026-09-12 | independent | Source ↗ |
| Z.ai: GLM 5.3 Flash | 39.2% | 2026-09-12 | independent | Source ↗ |
| DeepSeek V4 Flash Vision Exp | 39.2% | 2026-09-12 | independent | Source ↗ |
| Claude Sonnet 5.5 | 48.6% | 2026-09-12 | independent | Source ↗ |
| Claude Haiku 5.5 | 45% | 2026-09-12 | independent | Source ↗ |
| GPT-6.1 Sol Pro | 49.7% | 2026-09-12 | independent | Source ↗ |
| GPT-6 Luna | 48.1% | 2026-09-12 | independent | Source ↗ |
| Gemini 4 Argon | 49.4% | 2026-09-12 | independent | Source ↗ |
| Gemini 3.8 Flash | 48.9% | 2026-09-12 | independent | Source ↗ |
| Qwen 3.8 Max Prime | 48.4% | 2026-09-12 | independent | Source ↗ |
| DeepSeek V4.1 Flash 1017 | 39.2% | 2026-09-12 | independent | Source ↗ |
| GPT-6.1 Terra Pro | 42.8% | 2026-09-12 | independent | Source ↗ |
| GPT-6.1 Terra | 42.8% | 2026-09-12 | independent | Source ↗ |
| MoonshotAI: Kimi K3.1 Pro | 42.8% | 2026-09-12 | independent | Source ↗ |
| MiniMax: MiniMax M3.1 Flash | 39.2% | 2026-09-12 | independent | Source ↗ |
| Muse Spark Open | 42.8% | 2026-09-12 | independent | Source ↗ |
| LiquidAI: LFM2.5-24B-A2B | 39.2% | 2026-09-12 | independent | Source ↗ |
| Muse Wonder | 44.3% | 2026-09-12 | independent | Source ↗ |
| Qwen: Qwen3.8 Max Prime | 44.3% | 2026-09-12 | independent | Source ↗ |
| Upstage: Solar Mini 4 | 37.2% | 2026-09-12 | independent | Source ↗ |
| SpaceXAI: Grok 4.7 | 42.8% | 2026-09-12 | independent | Source ↗ |
| Qwen: Qwen3.8 Omni Flash | 39.2% | 2026-09-12 | independent | Source ↗ |
| Qwen: Qwen3.8 Max (0902) | 42.8% | 2026-09-12 | independent | Source ↗ |
| Muse Spark 1.3 Contributor | 37.2% | 2026-09-12 | independent | Source ↗ |
| Muse Spark 1.3 | 42.8% | 2026-09-12 | independent | Source ↗ |
| Qwen: Qwen3.8 Flash | 39.2% | 2026-09-12 | independent | Source ↗ |
| DeepSeek V4-Pro | 47.5% | 2026-09-09 | independent | Source ↗ |
| DeepSeek V4-Flash | 44.7% | 2026-09-09 | independent | Source ↗ |
| Z.ai: GLM 5.3 | 42.8% | 2026-09-09 | independent | Source ↗ |
| Claude Fable 5.1 | 48.4% | 2026-09-08 | independent | Source ↗ |
| Qwen: Qwen3.8 27B | 41.1% | 2026-09-07 | independent | Source ↗ |
| Gemini 3.7 Flash | 48.6% | 2026-09-06 | independent | Source ↗ |
| Gemini 3.7 Flash | 42.8% | 2026-09-06 | independent | Source ↗ |
| DeepSeek V4 Pro 0813 | 42.8% | 2026-09-06 | independent | Source ↗ |
| Grok 4.6 | 47.9% | 2026-09-05 | independent | Source ↗ |
| Qwen: Qwen3.8 2.4T A95B | 42.8% | 2026-09-05 | independent | Source ↗ |
| LiquidAI: LFM2.5-2.6B | 39.2% | 2026-09-04 | independent | Source ↗ |
| ByteDance Seed: Seed 2.1 Turbo | 41.1% | 2026-09-03 | independent | Source ↗ |
| SpaceXAI: Grok 4.6 | 42.8% | 2026-09-03 | independent | Source ↗ |
| Muse Glimmer 30B | 41.1% | 2026-09-03 | independent | Source ↗ |
| GPT-5 | 48.9% | 2026-08-31 | independent | Source ↗ |
| Nemotron 3.5 Lightning | 37.2% | 2026-08-31 | independent | Source ↗ |
| GPT-5 Image Mini | 41.1% | 2026-08-31 | independent | Source ↗ |
| GPT-5 Image | 42.8% | 2026-08-31 | independent | Source ↗ |
| Muse Spark 1.2 Contributor | 37.2% | 2026-08-29 | independent | Source ↗ |
| Muse Spark 1.2 | 42.8% | 2026-08-29 | independent | Source ↗ |
| DeepSeek V4.1 Flash | 48.3% | 2026-08-25 | independent | Source ↗ |
| Space Bunny Alpha | 45.7% | 2026-08-25 | independent | Source ↗ |
| DeepSeek V4 Flash 0731 | 44.3% | 2026-08-24 | independent | Source ↗ |
| DeepSeek V4 Flash 0731 | 41.1% | 2026-08-24 | independent | Source ↗ |
| ByteDance Seed: Seed-2.0-Code | 41.1% | 2026-08-23 | independent | Source ↗ |
| GPT-6 Astra | 49.1% | 2026-08-21 | independent | Source ↗ |
| Qwen: Qwen3.7 Flash | 37.2% | 2026-08-20 | independent | Source ↗ |
| Kimi K3 | 43.9% | 2026-08-19 | independent | Source ↗ |
| Claude Opus 5 | 49.8% | 2026-08-17 | independent | Source ↗ |
| Claude Sonnet 5 | 47.6% | 2026-08-17 | independent | Source ↗ |
| Claude Opus 5 | 44.3% | 2026-08-16 | independent | Source ↗ |
| Gemini 3.6 Flash | 47.4% | 2026-08-14 | independent | Source ↗ |
| Gemini 3.5 Flash-Lite | 44.3% | 2026-08-14 | independent | Source ↗ |
| Gemini 3.6 Flash | 42.8% | 2026-08-14 | independent | Source ↗ |
| Gemini 3.5 Flash Lite | 41.1% | 2026-08-14 | independent | Source ↗ |
| MoonshotAI: Kimi K3 | 44.3% | 2026-08-08 | independent | Source ↗ |
| GPT-5.6 Sol | 50% | 2026-08-02 | independent | Source ↗ |
| GPT-5.5 Thinking | 49.9% | 2026-08-02 | independent | Source ↗ |
| GPT-5.6 Luna | 45% | 2026-08-02 | independent | Source ↗ |
| GPT-5.6 Luna Pro | 41.1% | 2026-08-02 | independent | Source ↗ |
| GPT-5.6 Luna | 41.1% | 2026-08-02 | independent | Source ↗ |
| GPT-5.6 Terra Pro | 44.3% | 2026-08-02 | independent | Source ↗ |
| GPT-5.6 Terra | 44.3% | 2026-08-02 | independent | Source ↗ |
| GPT-5.6 Sol Pro | 44.3% | 2026-08-02 | independent | Source ↗ |
| GPT-5.6 Sol | 44.3% | 2026-08-02 | independent | Source ↗ |
| Muse Spark 1.1 | 42.8% | 2026-08-02 | independent | Source ↗ |
| SpaceXAI: Grok 4.5 | 42.8% | 2026-08-01 | independent | Source ↗ |
| Hy3 | 39.2% | 2026-07-30 | independent | Source ↗ |
| Claude Sonnet 5 | 42.8% | 2026-07-24 | independent | Source ↗ |
| Gemini 3.1 Flash Lite Image | 41.1% | 2026-07-24 | independent | Source ↗ |
| MiniMax M3 | 46% | 2026-07-19 | independent | Source ↗ |
| Qwen3-235B | 47.3% | 2026-07-12 | independent | Source ↗ |
| QwQ Plus | 48.1% | 2026-07-12 | independent | Source ↗ |
| Z.ai: GLM 5.2 | 41.1% | 2026-07-10 | independent | Source ↗ |
| Grok 4 | 49.4% | 2026-07-09 | independent | Source ↗ |
| GLM-5.2 | 47.1% | 2026-07-06 | independent | Source ↗ |
| MoonshotAI: Kimi K2.7 Code | 42.8% | 2026-07-06 | independent | Source ↗ |
| Claude Fable 5 | 49.9% | 2026-07-03 | independent | Source ↗ |
| Claude Fable 5 | 44.3% | 2026-07-03 | independent | Source ↗ |
| Nemotron 3 Ultra | 43.6% | 2026-06-28 | independent | Source ↗ |
| Nemotron 3.5 Content Safety | 37.2% | 2026-06-28 | independent | Source ↗ |
| Nemotron 3 Ultra | 41.1% | 2026-06-28 | independent | Source ↗ |
| Qwen: Qwen3.7 Plus | 41.1% | 2026-06-26 | independent | Source ↗ |
| MiniMax: MiniMax M3 | 41.1% | 2026-06-24 | independent | Source ↗ |
| Gemini 3.1 Flash Image | 41.1% | 2026-06-21 | independent | Source ↗ |
| Gemini 3 Pro Image (Nano Banana Pro) | 44.3% | 2026-06-21 | independent | Source ↗ |
| Claude Opus 4.8 | 44.3% | 2026-06-21 | independent | Source ↗ |
| Hy-MT2-1.8B | 37.2% | 2026-06-14 | independent | Source ↗ |
| Hy-MT2-30B-A3B | 39.2% | 2026-06-14 | independent | Source ↗ |
| Hy-MT2-7B | 39.2% | 2026-06-14 | independent | Source ↗ |
| Qwen: Qwen3.7 Max | 42.8% | 2026-06-13 | independent | Source ↗ |
| SpaceXAI: Grok Build 0.1 | 41.1% | 2026-06-13 | independent | Source ↗ |
| Gemini 3.5 Flash | 42.8% | 2026-06-12 | independent | Source ↗ |
| Gemini 3 Pro | 47.8% | 2026-06-11 | independent | Source ↗ |
| Gemini 3.1 Flash Lite | 41.1% | 2026-05-31 | independent | Source ↗ |
| GPT Chat Latest | 44.3% | 2026-05-29 | independent | Source ↗ |
| Command A+ | 41.1% | 2026-05-25 | independent | Source ↗ |
| Mistral Medium 3.5 | 42.8% | 2026-05-24 | independent | Source ↗ |
| SpaceXAI: Grok 4.3 | 41.1% | 2026-05-24 | independent | Source ↗ |
| Qwen: Qwen3.6 Flash | 41.1% | 2026-05-21 | independent | Source ↗ |
| GPT-5.5 Pro | 44.3% | 2026-05-17 | independent | Source ↗ |
| GPT-5.5 | 44.3% | 2026-05-17 | independent | Source ↗ |
| DeepSeek V4 Pro 0423 | 41.1% | 2026-05-17 | independent | Source ↗ |
| DeepSeek V4 Flash 0423 | 37.2% | 2026-05-17 | independent | Source ↗ |
| MiMo-V2.5 | 42.3% | 2026-05-16 | independent | Source ↗ |
| Xiaomi: MiMo-V2.5-Pro | 39.2% | 2026-05-16 | independent | Source ↗ |
| Xiaomi: MiMo-V2.5 | 39.2% | 2026-05-16 | independent | Source ↗ |
| Qwen: Qwen3.6 27B | 41.1% | 2026-05-16 | independent | Source ↗ |
| Hy3 | 39.2% | 2026-05-15 | independent | Source ↗ |
| GPT-5.4 Image 2 | 44.3% | 2026-05-15 | independent | Source ↗ |
| Qwen: Qwen3.5 Plus 2026-04-20 | 41.1% | 2026-05-14 | independent | Source ↗ |
| MoonshotAI: Kimi K2.6 | 42.8% | 2026-05-14 | independent | Source ↗ |
| Claude Opus 4.7 | 44.3% | 2026-05-10 | independent | Source ↗ |
| Qwen: Qwen3.6 35B A3B | 39.2% | 2026-05-09 | independent | Source ↗ |
| Z.ai: GLM 5.1 | 42.8% | 2026-04-30 | independent | Source ↗ |
| Gemma 4 26B A4B | 39.2% | 2026-04-27 | independent | Source ↗ |
| Gemma 4 31B | 39.2% | 2026-04-26 | independent | Source ↗ |
| Qwen: Qwen3.6 Plus | 41.1% | 2026-04-26 | independent | Source ↗ |
| Z.ai: GLM 5V Turbo | 42.8% | 2026-04-25 | independent | Source ↗ |
| Lyria 3 Pro | 37.2% | 2026-04-23 | independent | Source ↗ |
| Lyria 3 Clip | 37.2% | 2026-04-23 | independent | Source ↗ |
| Reka Edge | 37.2% | 2026-04-13 | independent | Source ↗ |
| MiniMax: MiniMax M2.7 | 41.1% | 2026-04-11 | independent | Source ↗ |
| GPT-5.4 Nano | 41.1% | 2026-04-10 | independent | Source ↗ |
| GPT-5.4 Mini | 42.8% | 2026-04-10 | independent | Source ↗ |
| Z.ai: GLM 5 Turbo | 42.8% | 2026-04-08 | independent | Source ↗ |
| Qwen: Qwen3.5-9B | 39.2% | 2026-04-03 | independent | Source ↗ |
| SpaceXAI: Grok 4.20 Multi-Agent | 41.1% | 2026-04-02 | independent | Source ↗ |
| SpaceXAI: Grok 4.20 | 41.1% | 2026-04-02 | independent | Source ↗ |
| ByteDance Seed: Seed-2.0-Lite | 41.1% | 2026-04-02 | independent | Source ↗ |
| GPT-5.4 Pro | 44.3% | 2026-03-29 | independent | Source ↗ |
| GPT-5.4 | 44.3% | 2026-03-29 | independent | Source ↗ |
| Gemini 3.1 Flash Lite | 41.1% | 2026-03-27 | independent | Source ↗ |
| Gemini 3.1 Flash Image | 41.1% | 2026-03-22 | independent | Source ↗ |
| GPT-5.3-Codex | 44.3% | 2026-03-20 | independent | Source ↗ |
| ByteDance Seed: Seed-2.0-Mini | 39.2% | 2026-03-20 | independent | Source ↗ |
| Qwen: Qwen3.5-35B-A3B | 39.2% | 2026-03-20 | independent | Source ↗ |
| Qwen: Qwen3.5-27B | 41.1% | 2026-03-20 | independent | Source ↗ |
| Qwen: Qwen3.5-122B-A10B | 41.1% | 2026-03-20 | independent | Source ↗ |
| Qwen: Qwen3.5-Flash | 39.2% | 2026-03-20 | independent | Source ↗ |
| Gemini 3.1 Pro Custom Tools | 44.3% | 2026-03-15 | independent | Source ↗ |
| Gemini 3.1 Pro | 44.3% | 2026-03-15 | independent | Source ↗ |
| Claude Sonnet 4.6 | 44.3% | 2026-03-13 | independent | Source ↗ |
| Qwen: Qwen3.5 Plus 2026-02-15 | 41.1% | 2026-03-12 | independent | Source ↗ |
| Qwen: Qwen3.5 397B A17B | 42.8% | 2026-03-12 | independent | Source ↗ |
| Z.ai: GLM 5 | 42.8% | 2026-03-07 | independent | Source ↗ |
| MiniMax: MiniMax M2.5 | 39.2% | 2026-03-07 | independent | Source ↗ |
| Claude Opus 4.6 | 44.3% | 2026-03-01 | independent | Source ↗ |
| MoonshotAI: Kimi K2.5 | 41.1% | 2026-02-20 | independent | Source ↗ |
| MiniMax: MiniMax M2-her | 41.1% | 2026-02-16 | independent | Source ↗ |
| Z.ai: GLM 4.7 Flash | 39.2% | 2026-02-12 | independent | Source ↗ |
| GPT-5.2-Codex | 44.3% | 2026-02-07 | independent | Source ↗ |
| MiniMax: MiniMax M2.1 | 41.1% | 2026-01-16 | independent | Source ↗ |
| Z.ai: GLM 4.7 | 41.1% | 2026-01-15 | independent | Source ↗ |
| o3 | 48.6% | 2026-01-13 | independent | Source ↗ |
| Gemini 3 Flash | 41.1% | 2026-01-10 | independent | Source ↗ |
| GPT-5.2 Chat | 44.3% | 2026-01-04 | independent | Source ↗ |
| GPT-5.2 Pro | 44.3% | 2026-01-04 | independent | Source ↗ |
| GPT-5.2 | 44.3% | 2026-01-04 | independent | Source ↗ |
| Z.ai: GLM 4.6V | 39.2% | 2026-01-01 | independent | Source ↗ |
| GPT-5.1-Codex-Max | 42.8% | 2025-12-28 | independent | Source ↗ |
| DeepSeek V3.2 | 39.2% | 2025-12-25 | independent | Source ↗ |
| Claude Opus 4.5 | 44.3% | 2025-12-18 | independent | Source ↗ |
| Gemini 3 Pro Image (Nano Banana Pro) | 44.3% | 2025-12-14 | independent | Source ↗ |
| GPT-5.1 | 42.8% | 2025-12-07 | independent | Source ↗ |
| GPT-5.1-Codex | 42.8% | 2025-12-07 | independent | Source ↗ |
| GPT-5.1-Codex-Mini | 41.1% | 2025-12-07 | independent | Source ↗ |
| Mistral Large 3 | 43.7% | 2025-12-06 | independent | Source ↗ |
| MoonshotAI: Kimi K2 Thinking | 41.1% | 2025-11-30 | independent | Source ↗ |
| MiniMax: MiniMax M2 | 41.1% | 2025-11-16 | independent | Source ↗ |
| Qwen: Qwen3 VL 8B Instruct | 39.2% | 2025-11-07 | independent | Source ↗ |
| GPT-5 Pro | 44.3% | 2025-10-30 | independent | Source ↗ |
| Qwen: Qwen3 VL 30B A3B Thinking | 39.2% | 2025-10-30 | independent | Source ↗ |
| Qwen: Qwen3 VL 30B A3B Instruct | 39.2% | 2025-10-30 | independent | Source ↗ |
| Claude Haiku 4.5 | 42.8% | 2025-10-25 | independent | Source ↗ |
| Claude Sonnet 4.5 | 44.3% | 2025-10-23 | independent | Source ↗ |
| Qwen: Qwen3 VL 235B A22B Instruct | 41.1% | 2025-10-17 | independent | Source ↗ |
| Qwen: Qwen3 Coder Flash | 39.2% | 2025-10-11 | independent | Source ↗ |
| Qwen: Qwen3 Next 80B A3B Instruct | 41.1% | 2025-10-05 | independent | Source ↗ |
| MoonshotAI: Kimi K2 0905 | 41.1% | 2025-09-28 | independent | Source ↗ |
| GPT-5 | 42.8% | 2025-08-31 | independent | Source ↗ |
| GPT-5 Mini | 41.1% | 2025-08-31 | independent | Source ↗ |
| GPT-5 Nano | 39.2% | 2025-08-31 | independent | Source ↗ |
| Claude 4.1 Opus | 44.3% | 2025-08-29 | independent | Source ↗ |
| Qwen: Qwen3 Coder 30B A3B Instruct | 39.2% | 2025-08-24 | independent | Source ↗ |
| Qwen: Qwen3 30B A3B Instruct 2507 | 39.2% | 2025-08-22 | independent | Source ↗ |
| Qwen: Qwen3 235B A22B Thinking 2507 | 42.8% | 2025-08-18 | independent | Source ↗ |
| Qwen: Qwen3 Coder 480B A35B | 39.2% | 2025-08-16 | independent | Source ↗ |
| ByteDance: UI-TARS 7B | 37.2% | 2025-08-15 | independent | Source ↗ |
| Qwen: Qwen3 235B A22B Instruct 2507 | 39.2% | 2025-08-14 | independent | Source ↗ |
| GPT-5 | 6.4% | 2025-08-07 | independent | Source ↗ |
| MoonshotAI: Kimi K2 0711 | 41.1% | 2025-08-04 | independent | Source ↗ |
| ByteDance Seed: Seed 1.6 Flash | 39.2% | 2025-07-19 | independent | Source ↗ |
| ByteDance Seed: Seed 1.6 | 41.1% | 2025-07-19 | independent | Source ↗ |
| MiniMax: MiniMax M1 | 41.1% | 2025-07-11 | independent | Source ↗ |
| Sarvam 105B | 43.9% | 2025-07-09 | independent | Source ↗ |
| o3 Pro | 44.3% | 2025-07-04 | independent | Source ↗ |
| Sarvam Vision (Document AI) | 39% | 2025-06-13 | independent | Source ↗ |
| Amazon Nova 2 Lite | 41.3% | 2025-06-11 | independent | Source ↗ |
| Amazon Nova 2 Lite | 39.6% | 2025-06-11 | independent | Source ↗ |
| Qwen: Qwen3 30B A3B | 39.2% | 2025-05-22 | independent | Source ↗ |
| Qwen: Qwen3 14B | 39.2% | 2025-05-22 | independent | Source ↗ |
| Qwen: Qwen3 32B | 39.2% | 2025-05-22 | independent | Source ↗ |
| o4 Mini High | 42.8% | 2025-05-10 | independent | Source ↗ |
| o3 | 42.8% | 2025-05-10 | independent | Source ↗ |
| o4 Mini | 42.8% | 2025-05-10 | independent | Source ↗ |
| Muse Wonder | 47.3% | 2025-05-09 | independent | Source ↗ |
| Muse Wonder Full | 49.1% | 2025-05-09 | independent | Source ↗ |
| GPT-4.1 | 42.8% | 2025-05-08 | independent | Source ↗ |
| GPT-4.1 Mini | 41.1% | 2025-05-08 | independent | Source ↗ |
| GPT-4.1 Nano | 39.2% | 2025-05-08 | independent | Source ↗ |
| Gemma 3 27B | 43.6% | 2025-05-06 | independent | Source ↗ |
| Nemotron 3 Ultra 550B | 47.1% | 2025-05-04 | independent | Source ↗ |
| Sarvam 30B | 41.6% | 2025-05-04 | independent | Source ↗ |
| Llama 4 Maverick | 46.5% | 2025-04-29 | independent | Source ↗ |
| Llama 4 Scout | 45.2% | 2025-04-29 | independent | Source ↗ |
| Gemini 2.5 Pro | 46.5% | 2025-04-18 | independent | Source ↗ |
| Gemini 2.5 Pro | 42.8% | 2025-04-18 | independent | Source ↗ |
| Gemini 2.5 Pro 06-05 | 42.8% | 2025-04-18 | independent | Source ↗ |
| Microsoft-Decision-1 | 44.5% | 2025-04-15 | independent | Source ↗ |
| Nemotron 3 Super 120B | 43.7% | 2025-04-13 | independent | Source ↗ |
| OpenAI Decisions API | 46.8% | 2025-04-11 | independent | Source ↗ |
| Jev 1.14 | 44.8% | 2025-04-07 | independent | Source ↗ |
| Krutrim-2 | 42.9% | 2025-04-05 | independent | Source ↗ |
| Reka Flash 3 | 37.2% | 2025-04-05 | independent | Source ↗ |
| Amazon Nova Premier 1.0 | 46.3% | 2025-04-03 | independent | Source ↗ |
| Amazon: Nova Premier 1.0 | 44.3% | 2025-04-03 | independent | Source ↗ |
| QwQ 32B | 46.3% | 2025-03-29 | independent | Source ↗ |
| Saaras v3 (Speech-to-Text) | 33.8% | 2025-03-25 | independent | Source ↗ |
| Bulbul v3 (Text-to-Speech) | 31.2% | 2025-03-25 | independent | Source ↗ |
| Phi-4-multimodal | 42.1% | 2025-03-24 | independent | Source ↗ |
| GPT-4.5 | 41.6% | 2025-03-23 | independent | Source ↗ |
| Claude 3.7 Sonnet | 47.3% | 2025-03-20 | independent | Source ↗ |
| Grok 3 | 47.8% | 2025-03-13 | independent | Source ↗ |
| Grok 3 Mini | 44.2% | 2025-03-13 | independent | Source ↗ |
| Phi-4-mini | 40.8% | 2025-03-11 | independent | Source ↗ |
| Perplexity: Sonar Deep Research | 42.8% | 2025-03-10 | independent | Source ↗ |
| Gemini 2.5 Flash (Thinking) | 45.2% | 2025-03-06 | independent | Source ↗ |
| Perplexity: Sonar Reasoning Pro | 42.8% | 2025-03-02 | independent | Source ↗ |
| Gemini 2.0 Pro | 44.2% | 2025-03-01 | independent | Source ↗ |
| Gemini 2.0 Flash | 41.1% | 2025-03-01 | independent | Source ↗ |
| Sonar Reasoning Pro | 46.3% | 2025-03-01 | independent | Source ↗ |
| Qwen: Qwen3 Coder Next | 39.2% | 2025-02-27 | independent | Source ↗ |
| o3-mini | 47.1% | 2025-02-24 | independent | Source ↗ |
| o3 Mini High | 42.8% | 2025-02-24 | independent | Source ↗ |
| o3 Mini | 42.8% | 2025-02-24 | independent | Source ↗ |
| Qwen 2.5 Max | 43.2% | 2025-02-21 | independent | Source ↗ |
| Qwen: Qwen2.5 VL 72B Instruct | 39.2% | 2025-02-19 | independent | Source ↗ |
| Qwen: Qwen-Plus | 39.2% | 2025-02-18 | independent | Source ↗ |
| Ollama DeepSeek-R1 (Q4_K_M) | 47.3% | 2025-02-15 | independent | Source ↗ |
| Perplexity: Sonar Pro Search | 44.3% | 2025-02-14 | independent | Source ↗ |
| Perplexity: Sonar Pro | 44.3% | 2025-02-14 | independent | Source ↗ |
| DeepSeek-R1 | 47.8% | 2025-02-13 | independent | Source ↗ |
| Gemini 2.0 Flash Thinking | 46% | 2025-02-13 | independent | Source ↗ |
| Kimi k1.5 | 44.7% | 2025-02-13 | independent | Source ↗ |
| R1 0528 | 41.1% | 2025-02-13 | independent | Source ↗ |
| MiniMax-Text-01 | 41.1% | 2025-02-08 | independent | Source ↗ |
| MiniMax: MiniMax-01 | 41.1% | 2025-02-08 | independent | Source ↗ |
| Codestral 25.01 | 36.9% | 2025-02-07 | independent | Source ↗ |
| Goedel-Prover | 1.1% | 2025-02-01 | independent | Source ↗ |
| Phi-4 | 44.9% | 2025-02-01 | independent | Source ↗ |
| Phi 4 | 37.2% | 2025-02-01 | independent | Source ↗ |
| DeepSeek-V3 | 41% | 2025-01-19 | independent | Source ↗ |
| DeepSeek V3.2 Exp | 39.2% | 2025-01-19 | independent | Source ↗ |
| DeepSeek V3.1 Terminus | 39.2% | 2025-01-19 | independent | Source ↗ |
| DeepSeek V3.1 | 39.2% | 2025-01-19 | independent | Source ↗ |
| DeepSeek V3 0324 | 41.1% | 2025-01-19 | independent | Source ↗ |
| DeepSeek V3 | 41.1% | 2025-01-19 | independent | Source ↗ |
| o1 | 44.3% | 2025-01-10 | independent | Source ↗ |
| Sonar Pro | 42.6% | 2025-01-03 | independent | Source ↗ |
| Ollama Llama 3.3 (Q4_K_M) | 42.9% | 2025-01-01 | independent | Source ↗ |
| Llama 3.3 70B | 39.6% | 2024-12-30 | independent | Source ↗ |
| Llama 3.3 70B Instruct | 43.4% | 2024-12-30 | independent | Source ↗ |
| Llama 3.3 70B Instruct | 39.2% | 2024-12-30 | independent | Source ↗ |
| o1 | 46.4% | 2024-12-29 | independent | Source ↗ |
| o1-pro | 44.3% | 2024-12-29 | independent | Source ↗ |
| Amazon Nova Pro | 41.9% | 2024-12-27 | independent | Source ↗ |
| Amazon Nova Lite | 37.4% | 2024-12-27 | independent | Source ↗ |
| Amazon Nova Pro 1.0 | 43.2% | 2024-12-27 | independent | Source ↗ |
| Amazon Nova Lite 1.0 | 39.5% | 2024-12-27 | independent | Source ↗ |
| Amazon Nova Micro 1.0 | 35.9% | 2024-12-27 | independent | Source ↗ |
| Amazon: Nova Lite 1.0 | 39.2% | 2024-12-27 | independent | Source ↗ |
| Amazon: Nova Micro 1.0 | 37.2% | 2024-12-27 | independent | Source ↗ |
| Amazon: Nova Pro 1.0 | 42.8% | 2024-12-27 | independent | Source ↗ |
| Command R7B (12-2024) | 37.2% | 2024-12-25 | independent | Source ↗ |
| QwQ-32B | 44.5% | 2024-12-22 | independent | Source ↗ |
| Krutrim Pro | 40.8% | 2024-12-14 | independent | Source ↗ |
| GPT-4o | 42.8% | 2024-12-14 | independent | Source ↗ |
| Upstage: Solar Pro 4 | 39.2% | 2024-12-14 | independent | Source ↗ |
| Jev | 44.2% | 2024-12-09 | independent | Source ↗ |
| Sonar | 40.8% | 2024-12-09 | independent | Source ↗ |
| TypeSafe: Jev Router | 37.2% | 2024-12-09 | independent | Source ↗ |
| Perplexity: Sonar | 39.2% | 2024-12-09 | independent | Source ↗ |
| Qwen 2.5 Coder 32B | 39.5% | 2024-12-06 | independent | Source ↗ |
| Qwen2.5 Coder 32B Instruct | 39.2% | 2024-12-06 | independent | Source ↗ |
| Hunyuan-Large | 42.9% | 2024-11-29 | independent | Source ↗ |
| Claude 3.5 Haiku | 36.4% | 2024-11-28 | independent | Source ↗ |
| Claude 3.5 Sonnet | 40.8% | 2024-11-15 | independent | Source ↗ |
| Claude 3.5 Sonnet (v2) | 42.6% | 2024-11-15 | independent | Source ↗ |
| BharatGPT-14B | 39% | 2024-11-11 | independent | Source ↗ |
| Yi-Lightning | 42.1% | 2024-11-08 | independent | Source ↗ |
| Llama-3.1-Nemotron-70B-Instruct | 44.2% | 2024-11-08 | independent | Source ↗ |
| Llama 3.2 1B Instruct | 39.2% | 2024-10-19 | independent | Source ↗ |
| Llama 3.2 3B Instruct | 39.2% | 2024-10-19 | independent | Source ↗ |
| Qwen 2.5 72B Instruct | 44.7% | 2024-10-13 | independent | Source ↗ |
| Qwen: Qwen2.5 7B Instruct | 37.2% | 2024-10-13 | independent | Source ↗ |
| Qwen2.5 72B Instruct | 39.2% | 2024-10-13 | independent | Source ↗ |
| Switchyard | 37.2% | 2024-10-09 | independent | Source ↗ |
| Mistral Small 4 | 39.2% | 2024-10-09 | independent | Source ↗ |
| GPT Audio | 42.8% | 2024-10-09 | independent | Source ↗ |
| GPT Audio Mini | 41.1% | 2024-10-09 | independent | Source ↗ |
| Nemotron 3 Nano 30B A3B | 39.2% | 2024-10-09 | independent | Source ↗ |
| Devstral 2 2512 | 41.1% | 2024-10-09 | independent | Source ↗ |
| Ministral 3 14B 2512 | 37.2% | 2024-10-09 | independent | Source ↗ |
| Ministral 3 8B 2512 | 37.2% | 2024-10-09 | independent | Source ↗ |
| Ministral 3 3B 2512 | 37.2% | 2024-10-09 | independent | Source ↗ |
| Voxtral Small 24B 2507 | 39.2% | 2024-10-09 | independent | Source ↗ |
| gpt-oss-safeguard-20b | 39.2% | 2024-10-09 | independent | Source ↗ |
| Gemini 2.5 Flash Image | 41.1% | 2024-10-09 | independent | Source ↗ |
| Z.ai: GLM 4.6 | 41.1% | 2024-10-09 | independent | Source ↗ |
| Mistral Medium 3.1 | 41.1% | 2024-10-09 | independent | Source ↗ |
| Z.ai: GLM 4.5V | 41.1% | 2024-10-09 | independent | Source ↗ |
| gpt-oss-120b | 39.2% | 2024-10-09 | independent | Source ↗ |
| gpt-oss-20b | 37.2% | 2024-10-09 | independent | Source ↗ |
| Codestral 2508 | 39.2% | 2024-10-09 | independent | Source ↗ |
| Z.ai: GLM 4.5 | 41.1% | 2024-10-09 | independent | Source ↗ |
| Z.ai: GLM 4.5 Air | 39.2% | 2024-10-09 | independent | Source ↗ |
| Gemini 2.5 Flash Lite | 39.2% | 2024-10-09 | independent | Source ↗ |
| Hunyuan A13B Instruct | 39.2% | 2024-10-09 | independent | Source ↗ |
| Mistral Small 3.2 24B | 39.2% | 2024-10-09 | independent | Source ↗ |
| Gemini 2.5 Flash | 41.1% | 2024-10-09 | independent | Source ↗ |
| Mistral Medium 3 | 41.1% | 2024-10-09 | independent | Source ↗ |
| Llama Guard 4 12B | 37.2% | 2024-10-09 | independent | Source ↗ |
| Llama 4 Maverick | 39.2% | 2024-10-09 | independent | Source ↗ |
| Llama 4 Scout | 39.2% | 2024-10-09 | independent | Source ↗ |
| Mistral Small 3.1 24B | 39.2% | 2024-10-09 | independent | Source ↗ |
| Gemma 3 4B | 37.2% | 2024-10-09 | independent | Source ↗ |
| Gemma 3 12B | 37.2% | 2024-10-09 | independent | Source ↗ |
| Gemma 3 27B | 39.2% | 2024-10-09 | independent | Source ↗ |
| Saba | 39.2% | 2024-10-09 | independent | Source ↗ |
| Mistral Small 3 | 37.2% | 2024-10-09 | independent | Source ↗ |
| Mistral Nemo | 37.2% | 2024-10-09 | independent | Source ↗ |
| Gemma 2 27B | 39.2% | 2024-10-09 | independent | Source ↗ |
| Mixtral 8x22B Instruct | 42.8% | 2024-10-09 | independent | Source ↗ |
| GPT-4 Turbo | 44.3% | 2024-10-09 | independent | Source ↗ |
| Mistral Large | 42.8% | 2024-10-09 | independent | Source ↗ |
| GPT-3.5 Turbo (older v0613) | 41.1% | 2024-10-09 | independent | Source ↗ |
| GPT-3.5 Turbo Instruct | 41.1% | 2024-10-09 | independent | Source ↗ |
| GPT-3.5 Turbo 16k | 42.8% | 2024-10-09 | independent | Source ↗ |
| GPT-3.5 Turbo | 41.1% | 2024-10-09 | independent | Source ↗ |
| GPT-4 | 44.3% | 2024-10-09 | independent | Source ↗ |
| GLM-4-Plus | 40.6% | 2024-09-13 | independent | Source ↗ |
| Sarvam 2B (Sarvam-1) | 37.4% | 2024-09-07 | independent | Source ↗ |
| GPT-4o | 42.8% | 2024-08-30 | independent | Source ↗ |
| Command R (08-2024) | 39.2% | 2024-08-25 | independent | Source ↗ |
| Gemma 2 2B | 28.6% | 2024-08-24 | independent | Source ↗ |
| Mistral Large 2 | 37.4% | 2024-08-17 | independent | Source ↗ |
| Mistral Large 2 | 40.8% | 2024-08-17 | independent | Source ↗ |
| Mistral Large 3 2512 | 41.1% | 2024-08-17 | independent | Source ↗ |
| Llama 3.1 405B | 40.3% | 2024-08-16 | independent | Source ↗ |
| Llama 3.1 70B Instruct | 39.2% | 2024-08-16 | independent | Source ↗ |
| Llama 3.1 8B Instruct | 37.2% | 2024-08-16 | independent | Source ↗ |
| GPT-4o mini | 35.4% | 2024-08-11 | independent | Source ↗ |
| GPT-4o-mini | 39.2% | 2024-08-11 | independent | Source ↗ |
| GPT-4o-mini | 39.2% | 2024-08-11 | independent | Source ↗ |
| ERNIE 4.0 Turbo | 40% | 2024-07-22 | independent | Source ↗ |
| Gemma 2 27B | 39.5% | 2024-07-21 | independent | Source ↗ |
| Gemma 2 9B | 36.1% | 2024-07-21 | independent | Source ↗ |
| GPT-4o | 0.2% | 2024-07-15 | independent | Source ↗ |
| Nemotron-4-340B-Instruct | 42.6% | 2024-07-08 | independent | Source ↗ |
| Nemotron-4-340B-Reward | 43.7% | 2024-07-08 | independent | Source ↗ |
| Hanooman 7B | 38% | 2024-06-08 | independent | Source ↗ |
| GPT-4o | 39.9% | 2024-06-06 | independent | Source ↗ |
| GPT-4o | 42.8% | 2024-06-06 | independent | Source ↗ |
| GPT-4o | 44.3% | 2024-06-06 | independent | Source ↗ |
| Snowflake Arctic | 37.4% | 2024-05-18 | independent | Source ↗ |
| WizardLM-2 8x22B | 41.6% | 2024-05-09 | independent | Source ↗ |
| DBRX Instruct | 38% | 2024-04-20 | independent | Source ↗ |
| Airavata 7B | 35.9% | 2024-02-18 | independent | Source ↗ |
| IndicTrans-2 | 31.2% | 2023-10-09 | independent | Source ↗ |
| Nemotron 3 Super | 39.2% | 2023-04-04 | independent | Source ↗ |
Human Baseline & Difficulty Horizon
Calibrated human reference points, specialist benchmarks, and ceiling thresholds.Median human score among elite collegiate mathematics students on formal theorem proofs in Lean 4.
Metric & Scoring Methodology
Verification protocols, aggregation formulas, and specialized metric variants.problems with a complete, kernel-verified formal proof — Lean subset (count / 672)Dataset & Compute Cost
Evaluation volume, public availability, API pricing, and local hardware requirements.$5 – $20 USD for full benchmark evaluation run on frontier APIs.
1x NVIDIA RTX 4090 (24GB) or A100 (40GB/80GB) via vLLM / SGLang
How to Run & Reproduce
Standardized evaluation protocols, CLI commands, and reproducible runner templates.lm_eval --model hf --model_args pretrained=<model_path> --tasks putnambench --batch_size autoopencompass --datasets putnambench --models <model_config># Standard API Evaluation Loop
from openai import OpenAI
client = OpenAI()
response = client.chat.completions.create(
model="gpt-4o",
messages=[{"role": "user", "content": prompt}],
temperature=0.0,
)When publishing results for PutnamBench, always report the exact prompt template, few-shot exemplar ordering, sampling temperature (temperature=0), maximum reasoning budget tokens, and the precise timestamped model snapshot ID.
Contamination & Memorization Analysis
Audit of pretraining exposure risks, memorization vectors, and refresh policies.Static fixed snapshot
Public on web / HuggingFace