MathematicsActive
Trust Score:
90

PutnamBench

Formal theorem-proving on Putnam problems — models write a complete Lean/Isabelle/Coq proof, machine-checked by the proof assistant's kernel.

Launched: —Refresh: static
Status Assessment (active):

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.

Independent Vendor-Reported Human Baseline (1.2%)
ModelScoreDateSource TypeProvenance
GLM 5.3 Flash47%2026-09-12independentSource ↗
Hy446.3%2026-09-12independentSource ↗
MiMo-V2.6-Flash43%2026-09-12independentSource ↗
Claude Opus 5.540.9%2026-09-12independentSource ↗
Qwen 3.8 Max Prime38.2%2026-09-12independentSource ↗
Nemotron 3.5 Super VL39.2%2026-09-12independentSource ↗
Gemini 4 Argon42.8%2026-09-12independentSource ↗
Claude Haiku 5.539.2%2026-09-12independentSource ↗
Nano Banana 2.142.8%2026-09-12independentSource ↗
Mistral Large 441.1%2026-09-12independentSource ↗
GPT-6.1 Sol Pro42.8%2026-09-12independentSource ↗
GPT-6.1 Sol42.8%2026-09-12independentSource ↗
Claude Sonnet 5.542.8%2026-09-12independentSource ↗
Z.ai: GLM 5.3 Prime42.8%2026-09-12independentSource ↗
GPT-6 Luna Pro39.2%2026-09-12independentSource ↗
GPT-6 Luna39.2%2026-09-12independentSource ↗
GPT-6 Sol Pro42.8%2026-09-12independentSource ↗
GPT-6 Sol42.8%2026-09-12independentSource ↗
Claude Opus 5.544.3%2026-09-12independentSource ↗
Xiaomi: MiMo-V2.6-Pro-UltraSpeed42.8%2026-09-12independentSource ↗
Xiaomi: MiMo-V2.6-Flash39.2%2026-09-12independentSource ↗
Xiaomi: MiMo-V2.6-Pro39.2%2026-09-12independentSource ↗
Z.ai: GLM 5.3 FlashX41.1%2026-09-12independentSource ↗
DeepSeek V4.1 Flash39.2%2026-09-12independentSource ↗
GPT-6 Astra44.3%2026-09-12independentSource ↗
GPT-6 Astra Pro44.3%2026-09-12independentSource ↗
Gemini 3.8 Flash42.8%2026-09-12independentSource ↗
Claude Fable 5.144.3%2026-09-12independentSource ↗
Hy441.1%2026-09-12independentSource ↗
Z.ai: GLM 5.3 Flash39.2%2026-09-12independentSource ↗
DeepSeek V4 Flash Vision Exp39.2%2026-09-12independentSource ↗
Claude Sonnet 5.548.6%2026-09-12independentSource ↗
Claude Haiku 5.545%2026-09-12independentSource ↗
GPT-6.1 Sol Pro49.7%2026-09-12independentSource ↗
GPT-6 Luna48.1%2026-09-12independentSource ↗
Gemini 4 Argon49.4%2026-09-12independentSource ↗
Gemini 3.8 Flash48.9%2026-09-12independentSource ↗
Qwen 3.8 Max Prime48.4%2026-09-12independentSource ↗
DeepSeek V4.1 Flash 101739.2%2026-09-12independentSource ↗
GPT-6.1 Terra Pro42.8%2026-09-12independentSource ↗
GPT-6.1 Terra42.8%2026-09-12independentSource ↗
MoonshotAI: Kimi K3.1 Pro42.8%2026-09-12independentSource ↗
MiniMax: MiniMax M3.1 Flash39.2%2026-09-12independentSource ↗
Muse Spark Open42.8%2026-09-12independentSource ↗
LiquidAI: LFM2.5-24B-A2B39.2%2026-09-12independentSource ↗
Muse Wonder44.3%2026-09-12independentSource ↗
Qwen: Qwen3.8 Max Prime44.3%2026-09-12independentSource ↗
Upstage: Solar Mini 437.2%2026-09-12independentSource ↗
SpaceXAI: Grok 4.742.8%2026-09-12independentSource ↗
Qwen: Qwen3.8 Omni Flash39.2%2026-09-12independentSource ↗
Qwen: Qwen3.8 Max (0902)42.8%2026-09-12independentSource ↗
Muse Spark 1.3 Contributor37.2%2026-09-12independentSource ↗
Muse Spark 1.342.8%2026-09-12independentSource ↗
Qwen: Qwen3.8 Flash39.2%2026-09-12independentSource ↗
DeepSeek V4-Pro47.5%2026-09-09independentSource ↗
DeepSeek V4-Flash44.7%2026-09-09independentSource ↗
Z.ai: GLM 5.342.8%2026-09-09independentSource ↗
Claude Fable 5.148.4%2026-09-08independentSource ↗
Qwen: Qwen3.8 27B41.1%2026-09-07independentSource ↗
Gemini 3.7 Flash48.6%2026-09-06independentSource ↗
Gemini 3.7 Flash42.8%2026-09-06independentSource ↗
DeepSeek V4 Pro 081342.8%2026-09-06independentSource ↗
Grok 4.647.9%2026-09-05independentSource ↗
Qwen: Qwen3.8 2.4T A95B42.8%2026-09-05independentSource ↗
LiquidAI: LFM2.5-2.6B39.2%2026-09-04independentSource ↗
ByteDance Seed: Seed 2.1 Turbo41.1%2026-09-03independentSource ↗
SpaceXAI: Grok 4.642.8%2026-09-03independentSource ↗
Muse Glimmer 30B41.1%2026-09-03independentSource ↗
GPT-548.9%2026-08-31independentSource ↗
Nemotron 3.5 Lightning37.2%2026-08-31independentSource ↗
GPT-5 Image Mini41.1%2026-08-31independentSource ↗
GPT-5 Image42.8%2026-08-31independentSource ↗
Muse Spark 1.2 Contributor37.2%2026-08-29independentSource ↗
Muse Spark 1.242.8%2026-08-29independentSource ↗
DeepSeek V4.1 Flash48.3%2026-08-25independentSource ↗
Space Bunny Alpha45.7%2026-08-25independentSource ↗
DeepSeek V4 Flash 073144.3%2026-08-24independentSource ↗
DeepSeek V4 Flash 073141.1%2026-08-24independentSource ↗
ByteDance Seed: Seed-2.0-Code41.1%2026-08-23independentSource ↗
GPT-6 Astra49.1%2026-08-21independentSource ↗
Qwen: Qwen3.7 Flash37.2%2026-08-20independentSource ↗
Kimi K343.9%2026-08-19independentSource ↗
Claude Opus 549.8%2026-08-17independentSource ↗
Claude Sonnet 547.6%2026-08-17independentSource ↗
Claude Opus 544.3%2026-08-16independentSource ↗
Gemini 3.6 Flash47.4%2026-08-14independentSource ↗
Gemini 3.5 Flash-Lite44.3%2026-08-14independentSource ↗
Gemini 3.6 Flash42.8%2026-08-14independentSource ↗
Gemini 3.5 Flash Lite41.1%2026-08-14independentSource ↗
MoonshotAI: Kimi K344.3%2026-08-08independentSource ↗
GPT-5.6 Sol50%2026-08-02independentSource ↗
GPT-5.5 Thinking49.9%2026-08-02independentSource ↗
GPT-5.6 Luna45%2026-08-02independentSource ↗
GPT-5.6 Luna Pro41.1%2026-08-02independentSource ↗
GPT-5.6 Luna41.1%2026-08-02independentSource ↗
GPT-5.6 Terra Pro44.3%2026-08-02independentSource ↗
GPT-5.6 Terra44.3%2026-08-02independentSource ↗
GPT-5.6 Sol Pro44.3%2026-08-02independentSource ↗
GPT-5.6 Sol44.3%2026-08-02independentSource ↗
Muse Spark 1.142.8%2026-08-02independentSource ↗
SpaceXAI: Grok 4.542.8%2026-08-01independentSource ↗
Hy339.2%2026-07-30independentSource ↗
Claude Sonnet 542.8%2026-07-24independentSource ↗
Gemini 3.1 Flash Lite Image41.1%2026-07-24independentSource ↗
MiniMax M346%2026-07-19independentSource ↗
Qwen3-235B47.3%2026-07-12independentSource ↗
QwQ Plus48.1%2026-07-12independentSource ↗
Z.ai: GLM 5.241.1%2026-07-10independentSource ↗
Grok 449.4%2026-07-09independentSource ↗
GLM-5.247.1%2026-07-06independentSource ↗
MoonshotAI: Kimi K2.7 Code42.8%2026-07-06independentSource ↗
Claude Fable 549.9%2026-07-03independentSource ↗
Claude Fable 544.3%2026-07-03independentSource ↗
Nemotron 3 Ultra43.6%2026-06-28independentSource ↗
Nemotron 3.5 Content Safety37.2%2026-06-28independentSource ↗
Nemotron 3 Ultra41.1%2026-06-28independentSource ↗
Qwen: Qwen3.7 Plus41.1%2026-06-26independentSource ↗
MiniMax: MiniMax M341.1%2026-06-24independentSource ↗
Gemini 3.1 Flash Image41.1%2026-06-21independentSource ↗
Gemini 3 Pro Image (Nano Banana Pro)44.3%2026-06-21independentSource ↗
Claude Opus 4.844.3%2026-06-21independentSource ↗
Hy-MT2-1.8B37.2%2026-06-14independentSource ↗
Hy-MT2-30B-A3B39.2%2026-06-14independentSource ↗
Hy-MT2-7B39.2%2026-06-14independentSource ↗
Qwen: Qwen3.7 Max42.8%2026-06-13independentSource ↗
SpaceXAI: Grok Build 0.141.1%2026-06-13independentSource ↗
Gemini 3.5 Flash42.8%2026-06-12independentSource ↗
Gemini 3 Pro47.8%2026-06-11independentSource ↗
Gemini 3.1 Flash Lite41.1%2026-05-31independentSource ↗
GPT Chat Latest44.3%2026-05-29independentSource ↗
Command A+41.1%2026-05-25independentSource ↗
Mistral Medium 3.542.8%2026-05-24independentSource ↗
SpaceXAI: Grok 4.341.1%2026-05-24independentSource ↗
Qwen: Qwen3.6 Flash41.1%2026-05-21independentSource ↗
GPT-5.5 Pro44.3%2026-05-17independentSource ↗
GPT-5.544.3%2026-05-17independentSource ↗
DeepSeek V4 Pro 042341.1%2026-05-17independentSource ↗
DeepSeek V4 Flash 042337.2%2026-05-17independentSource ↗
MiMo-V2.542.3%2026-05-16independentSource ↗
Xiaomi: MiMo-V2.5-Pro39.2%2026-05-16independentSource ↗
Xiaomi: MiMo-V2.539.2%2026-05-16independentSource ↗
Qwen: Qwen3.6 27B41.1%2026-05-16independentSource ↗
Hy339.2%2026-05-15independentSource ↗
GPT-5.4 Image 244.3%2026-05-15independentSource ↗
Qwen: Qwen3.5 Plus 2026-04-2041.1%2026-05-14independentSource ↗
MoonshotAI: Kimi K2.642.8%2026-05-14independentSource ↗
Claude Opus 4.744.3%2026-05-10independentSource ↗
Qwen: Qwen3.6 35B A3B39.2%2026-05-09independentSource ↗
Z.ai: GLM 5.142.8%2026-04-30independentSource ↗
Gemma 4 26B A4B39.2%2026-04-27independentSource ↗
Gemma 4 31B39.2%2026-04-26independentSource ↗
Qwen: Qwen3.6 Plus41.1%2026-04-26independentSource ↗
Z.ai: GLM 5V Turbo42.8%2026-04-25independentSource ↗
Lyria 3 Pro37.2%2026-04-23independentSource ↗
Lyria 3 Clip37.2%2026-04-23independentSource ↗
Reka Edge37.2%2026-04-13independentSource ↗
MiniMax: MiniMax M2.741.1%2026-04-11independentSource ↗
GPT-5.4 Nano41.1%2026-04-10independentSource ↗
GPT-5.4 Mini42.8%2026-04-10independentSource ↗
Z.ai: GLM 5 Turbo42.8%2026-04-08independentSource ↗
Qwen: Qwen3.5-9B39.2%2026-04-03independentSource ↗
SpaceXAI: Grok 4.20 Multi-Agent41.1%2026-04-02independentSource ↗
SpaceXAI: Grok 4.2041.1%2026-04-02independentSource ↗
ByteDance Seed: Seed-2.0-Lite41.1%2026-04-02independentSource ↗
GPT-5.4 Pro44.3%2026-03-29independentSource ↗
GPT-5.444.3%2026-03-29independentSource ↗
Gemini 3.1 Flash Lite41.1%2026-03-27independentSource ↗
Gemini 3.1 Flash Image41.1%2026-03-22independentSource ↗
GPT-5.3-Codex44.3%2026-03-20independentSource ↗
ByteDance Seed: Seed-2.0-Mini39.2%2026-03-20independentSource ↗
Qwen: Qwen3.5-35B-A3B39.2%2026-03-20independentSource ↗
Qwen: Qwen3.5-27B41.1%2026-03-20independentSource ↗
Qwen: Qwen3.5-122B-A10B41.1%2026-03-20independentSource ↗
Qwen: Qwen3.5-Flash39.2%2026-03-20independentSource ↗
Gemini 3.1 Pro Custom Tools44.3%2026-03-15independentSource ↗
Gemini 3.1 Pro44.3%2026-03-15independentSource ↗
Claude Sonnet 4.644.3%2026-03-13independentSource ↗
Qwen: Qwen3.5 Plus 2026-02-1541.1%2026-03-12independentSource ↗
Qwen: Qwen3.5 397B A17B42.8%2026-03-12independentSource ↗
Z.ai: GLM 542.8%2026-03-07independentSource ↗
MiniMax: MiniMax M2.539.2%2026-03-07independentSource ↗
Claude Opus 4.644.3%2026-03-01independentSource ↗
MoonshotAI: Kimi K2.541.1%2026-02-20independentSource ↗
MiniMax: MiniMax M2-her41.1%2026-02-16independentSource ↗
Z.ai: GLM 4.7 Flash39.2%2026-02-12independentSource ↗
GPT-5.2-Codex44.3%2026-02-07independentSource ↗
MiniMax: MiniMax M2.141.1%2026-01-16independentSource ↗
Z.ai: GLM 4.741.1%2026-01-15independentSource ↗
o348.6%2026-01-13independentSource ↗
Gemini 3 Flash41.1%2026-01-10independentSource ↗
GPT-5.2 Chat44.3%2026-01-04independentSource ↗
GPT-5.2 Pro44.3%2026-01-04independentSource ↗
GPT-5.244.3%2026-01-04independentSource ↗
Z.ai: GLM 4.6V39.2%2026-01-01independentSource ↗
GPT-5.1-Codex-Max42.8%2025-12-28independentSource ↗
DeepSeek V3.239.2%2025-12-25independentSource ↗
Claude Opus 4.544.3%2025-12-18independentSource ↗
Gemini 3 Pro Image (Nano Banana Pro)44.3%2025-12-14independentSource ↗
GPT-5.142.8%2025-12-07independentSource ↗
GPT-5.1-Codex42.8%2025-12-07independentSource ↗
GPT-5.1-Codex-Mini41.1%2025-12-07independentSource ↗
Mistral Large 343.7%2025-12-06independentSource ↗
MoonshotAI: Kimi K2 Thinking41.1%2025-11-30independentSource ↗
MiniMax: MiniMax M241.1%2025-11-16independentSource ↗
Qwen: Qwen3 VL 8B Instruct39.2%2025-11-07independentSource ↗
GPT-5 Pro44.3%2025-10-30independentSource ↗
Qwen: Qwen3 VL 30B A3B Thinking39.2%2025-10-30independentSource ↗
Qwen: Qwen3 VL 30B A3B Instruct39.2%2025-10-30independentSource ↗
Claude Haiku 4.542.8%2025-10-25independentSource ↗
Claude Sonnet 4.544.3%2025-10-23independentSource ↗
Qwen: Qwen3 VL 235B A22B Instruct41.1%2025-10-17independentSource ↗
Qwen: Qwen3 Coder Flash39.2%2025-10-11independentSource ↗
Qwen: Qwen3 Next 80B A3B Instruct41.1%2025-10-05independentSource ↗
MoonshotAI: Kimi K2 090541.1%2025-09-28independentSource ↗
GPT-542.8%2025-08-31independentSource ↗
GPT-5 Mini41.1%2025-08-31independentSource ↗
GPT-5 Nano39.2%2025-08-31independentSource ↗
Claude 4.1 Opus44.3%2025-08-29independentSource ↗
Qwen: Qwen3 Coder 30B A3B Instruct39.2%2025-08-24independentSource ↗
Qwen: Qwen3 30B A3B Instruct 250739.2%2025-08-22independentSource ↗
Qwen: Qwen3 235B A22B Thinking 250742.8%2025-08-18independentSource ↗
Qwen: Qwen3 Coder 480B A35B39.2%2025-08-16independentSource ↗
ByteDance: UI-TARS 7B37.2%2025-08-15independentSource ↗
Qwen: Qwen3 235B A22B Instruct 250739.2%2025-08-14independentSource ↗
GPT-56.4%2025-08-07independentSource ↗
MoonshotAI: Kimi K2 071141.1%2025-08-04independentSource ↗
ByteDance Seed: Seed 1.6 Flash39.2%2025-07-19independentSource ↗
ByteDance Seed: Seed 1.641.1%2025-07-19independentSource ↗
MiniMax: MiniMax M141.1%2025-07-11independentSource ↗
Sarvam 105B43.9%2025-07-09independentSource ↗
o3 Pro44.3%2025-07-04independentSource ↗
Sarvam Vision (Document AI)39%2025-06-13independentSource ↗
Amazon Nova 2 Lite41.3%2025-06-11independentSource ↗
Amazon Nova 2 Lite39.6%2025-06-11independentSource ↗
Qwen: Qwen3 30B A3B39.2%2025-05-22independentSource ↗
Qwen: Qwen3 14B39.2%2025-05-22independentSource ↗
Qwen: Qwen3 32B39.2%2025-05-22independentSource ↗
o4 Mini High42.8%2025-05-10independentSource ↗
o342.8%2025-05-10independentSource ↗
o4 Mini42.8%2025-05-10independentSource ↗
Muse Wonder47.3%2025-05-09independentSource ↗
Muse Wonder Full49.1%2025-05-09independentSource ↗
GPT-4.142.8%2025-05-08independentSource ↗
GPT-4.1 Mini41.1%2025-05-08independentSource ↗
GPT-4.1 Nano39.2%2025-05-08independentSource ↗
Gemma 3 27B43.6%2025-05-06independentSource ↗
Nemotron 3 Ultra 550B47.1%2025-05-04independentSource ↗
Sarvam 30B41.6%2025-05-04independentSource ↗
Llama 4 Maverick46.5%2025-04-29independentSource ↗
Llama 4 Scout45.2%2025-04-29independentSource ↗
Gemini 2.5 Pro46.5%2025-04-18independentSource ↗
Gemini 2.5 Pro42.8%2025-04-18independentSource ↗
Gemini 2.5 Pro 06-0542.8%2025-04-18independentSource ↗
Microsoft-Decision-144.5%2025-04-15independentSource ↗
Nemotron 3 Super 120B43.7%2025-04-13independentSource ↗
OpenAI Decisions API46.8%2025-04-11independentSource ↗
Jev 1.1444.8%2025-04-07independentSource ↗
Krutrim-242.9%2025-04-05independentSource ↗
Reka Flash 337.2%2025-04-05independentSource ↗
Amazon Nova Premier 1.046.3%2025-04-03independentSource ↗
Amazon: Nova Premier 1.044.3%2025-04-03independentSource ↗
QwQ 32B46.3%2025-03-29independentSource ↗
Saaras v3 (Speech-to-Text)33.8%2025-03-25independentSource ↗
Bulbul v3 (Text-to-Speech)31.2%2025-03-25independentSource ↗
Phi-4-multimodal42.1%2025-03-24independentSource ↗
GPT-4.541.6%2025-03-23independentSource ↗
Claude 3.7 Sonnet47.3%2025-03-20independentSource ↗
Grok 347.8%2025-03-13independentSource ↗
Grok 3 Mini44.2%2025-03-13independentSource ↗
Phi-4-mini40.8%2025-03-11independentSource ↗
Perplexity: Sonar Deep Research42.8%2025-03-10independentSource ↗
Gemini 2.5 Flash (Thinking)45.2%2025-03-06independentSource ↗
Perplexity: Sonar Reasoning Pro42.8%2025-03-02independentSource ↗
Gemini 2.0 Pro44.2%2025-03-01independentSource ↗
Gemini 2.0 Flash41.1%2025-03-01independentSource ↗
Sonar Reasoning Pro46.3%2025-03-01independentSource ↗
Qwen: Qwen3 Coder Next39.2%2025-02-27independentSource ↗
o3-mini47.1%2025-02-24independentSource ↗
o3 Mini High42.8%2025-02-24independentSource ↗
o3 Mini42.8%2025-02-24independentSource ↗
Qwen 2.5 Max43.2%2025-02-21independentSource ↗
Qwen: Qwen2.5 VL 72B Instruct39.2%2025-02-19independentSource ↗
Qwen: Qwen-Plus39.2%2025-02-18independentSource ↗
Ollama DeepSeek-R1 (Q4_K_M)47.3%2025-02-15independentSource ↗
Perplexity: Sonar Pro Search44.3%2025-02-14independentSource ↗
Perplexity: Sonar Pro44.3%2025-02-14independentSource ↗
DeepSeek-R147.8%2025-02-13independentSource ↗
Gemini 2.0 Flash Thinking46%2025-02-13independentSource ↗
Kimi k1.544.7%2025-02-13independentSource ↗
R1 052841.1%2025-02-13independentSource ↗
MiniMax-Text-0141.1%2025-02-08independentSource ↗
MiniMax: MiniMax-0141.1%2025-02-08independentSource ↗
Codestral 25.0136.9%2025-02-07independentSource ↗
Goedel-Prover1.1%2025-02-01independentSource ↗
Phi-444.9%2025-02-01independentSource ↗
Phi 437.2%2025-02-01independentSource ↗
DeepSeek-V341%2025-01-19independentSource ↗
DeepSeek V3.2 Exp39.2%2025-01-19independentSource ↗
DeepSeek V3.1 Terminus39.2%2025-01-19independentSource ↗
DeepSeek V3.139.2%2025-01-19independentSource ↗
DeepSeek V3 032441.1%2025-01-19independentSource ↗
DeepSeek V341.1%2025-01-19independentSource ↗
o144.3%2025-01-10independentSource ↗
Sonar Pro42.6%2025-01-03independentSource ↗
Ollama Llama 3.3 (Q4_K_M)42.9%2025-01-01independentSource ↗
Llama 3.3 70B39.6%2024-12-30independentSource ↗
Llama 3.3 70B Instruct43.4%2024-12-30independentSource ↗
Llama 3.3 70B Instruct39.2%2024-12-30independentSource ↗
o146.4%2024-12-29independentSource ↗
o1-pro44.3%2024-12-29independentSource ↗
Amazon Nova Pro41.9%2024-12-27independentSource ↗
Amazon Nova Lite37.4%2024-12-27independentSource ↗
Amazon Nova Pro 1.043.2%2024-12-27independentSource ↗
Amazon Nova Lite 1.039.5%2024-12-27independentSource ↗
Amazon Nova Micro 1.035.9%2024-12-27independentSource ↗
Amazon: Nova Lite 1.039.2%2024-12-27independentSource ↗
Amazon: Nova Micro 1.037.2%2024-12-27independentSource ↗
Amazon: Nova Pro 1.042.8%2024-12-27independentSource ↗
Command R7B (12-2024)37.2%2024-12-25independentSource ↗
QwQ-32B44.5%2024-12-22independentSource ↗
Krutrim Pro40.8%2024-12-14independentSource ↗
GPT-4o42.8%2024-12-14independentSource ↗
Upstage: Solar Pro 439.2%2024-12-14independentSource ↗
Jev44.2%2024-12-09independentSource ↗
Sonar40.8%2024-12-09independentSource ↗
TypeSafe: Jev Router37.2%2024-12-09independentSource ↗
Perplexity: Sonar39.2%2024-12-09independentSource ↗
Qwen 2.5 Coder 32B39.5%2024-12-06independentSource ↗
Qwen2.5 Coder 32B Instruct39.2%2024-12-06independentSource ↗
Hunyuan-Large42.9%2024-11-29independentSource ↗
Claude 3.5 Haiku36.4%2024-11-28independentSource ↗
Claude 3.5 Sonnet40.8%2024-11-15independentSource ↗
Claude 3.5 Sonnet (v2)42.6%2024-11-15independentSource ↗
BharatGPT-14B39%2024-11-11independentSource ↗
Yi-Lightning42.1%2024-11-08independentSource ↗
Llama-3.1-Nemotron-70B-Instruct44.2%2024-11-08independentSource ↗
Llama 3.2 1B Instruct39.2%2024-10-19independentSource ↗
Llama 3.2 3B Instruct39.2%2024-10-19independentSource ↗
Qwen 2.5 72B Instruct44.7%2024-10-13independentSource ↗
Qwen: Qwen2.5 7B Instruct37.2%2024-10-13independentSource ↗
Qwen2.5 72B Instruct39.2%2024-10-13independentSource ↗
Switchyard37.2%2024-10-09independentSource ↗
Mistral Small 439.2%2024-10-09independentSource ↗
GPT Audio42.8%2024-10-09independentSource ↗
GPT Audio Mini41.1%2024-10-09independentSource ↗
Nemotron 3 Nano 30B A3B39.2%2024-10-09independentSource ↗
Devstral 2 251241.1%2024-10-09independentSource ↗
Ministral 3 14B 251237.2%2024-10-09independentSource ↗
Ministral 3 8B 251237.2%2024-10-09independentSource ↗
Ministral 3 3B 251237.2%2024-10-09independentSource ↗
Voxtral Small 24B 250739.2%2024-10-09independentSource ↗
gpt-oss-safeguard-20b39.2%2024-10-09independentSource ↗
Gemini 2.5 Flash Image41.1%2024-10-09independentSource ↗
Z.ai: GLM 4.641.1%2024-10-09independentSource ↗
Mistral Medium 3.141.1%2024-10-09independentSource ↗
Z.ai: GLM 4.5V41.1%2024-10-09independentSource ↗
gpt-oss-120b39.2%2024-10-09independentSource ↗
gpt-oss-20b37.2%2024-10-09independentSource ↗
Codestral 250839.2%2024-10-09independentSource ↗
Z.ai: GLM 4.541.1%2024-10-09independentSource ↗
Z.ai: GLM 4.5 Air39.2%2024-10-09independentSource ↗
Gemini 2.5 Flash Lite39.2%2024-10-09independentSource ↗
Hunyuan A13B Instruct39.2%2024-10-09independentSource ↗
Mistral Small 3.2 24B39.2%2024-10-09independentSource ↗
Gemini 2.5 Flash41.1%2024-10-09independentSource ↗
Mistral Medium 341.1%2024-10-09independentSource ↗
Llama Guard 4 12B37.2%2024-10-09independentSource ↗
Llama 4 Maverick39.2%2024-10-09independentSource ↗
Llama 4 Scout39.2%2024-10-09independentSource ↗
Mistral Small 3.1 24B39.2%2024-10-09independentSource ↗
Gemma 3 4B37.2%2024-10-09independentSource ↗
Gemma 3 12B37.2%2024-10-09independentSource ↗
Gemma 3 27B39.2%2024-10-09independentSource ↗
Saba39.2%2024-10-09independentSource ↗
Mistral Small 337.2%2024-10-09independentSource ↗
Mistral Nemo37.2%2024-10-09independentSource ↗
Gemma 2 27B39.2%2024-10-09independentSource ↗
Mixtral 8x22B Instruct42.8%2024-10-09independentSource ↗
GPT-4 Turbo44.3%2024-10-09independentSource ↗
Mistral Large42.8%2024-10-09independentSource ↗
GPT-3.5 Turbo (older v0613)41.1%2024-10-09independentSource ↗
GPT-3.5 Turbo Instruct41.1%2024-10-09independentSource ↗
GPT-3.5 Turbo 16k42.8%2024-10-09independentSource ↗
GPT-3.5 Turbo41.1%2024-10-09independentSource ↗
GPT-444.3%2024-10-09independentSource ↗
GLM-4-Plus40.6%2024-09-13independentSource ↗
Sarvam 2B (Sarvam-1)37.4%2024-09-07independentSource ↗
GPT-4o42.8%2024-08-30independentSource ↗
Command R (08-2024)39.2%2024-08-25independentSource ↗
Gemma 2 2B28.6%2024-08-24independentSource ↗
Mistral Large 237.4%2024-08-17independentSource ↗
Mistral Large 240.8%2024-08-17independentSource ↗
Mistral Large 3 251241.1%2024-08-17independentSource ↗
Llama 3.1 405B40.3%2024-08-16independentSource ↗
Llama 3.1 70B Instruct39.2%2024-08-16independentSource ↗
Llama 3.1 8B Instruct37.2%2024-08-16independentSource ↗
GPT-4o mini35.4%2024-08-11independentSource ↗
GPT-4o-mini39.2%2024-08-11independentSource ↗
GPT-4o-mini39.2%2024-08-11independentSource ↗
ERNIE 4.0 Turbo40%2024-07-22independentSource ↗
Gemma 2 27B39.5%2024-07-21independentSource ↗
Gemma 2 9B36.1%2024-07-21independentSource ↗
GPT-4o0.2%2024-07-15independentSource ↗
Nemotron-4-340B-Instruct42.6%2024-07-08independentSource ↗
Nemotron-4-340B-Reward43.7%2024-07-08independentSource ↗
Hanooman 7B38%2024-06-08independentSource ↗
GPT-4o39.9%2024-06-06independentSource ↗
GPT-4o42.8%2024-06-06independentSource ↗
GPT-4o44.3%2024-06-06independentSource ↗
Snowflake Arctic37.4%2024-05-18independentSource ↗
WizardLM-2 8x22B41.6%2024-05-09independentSource ↗
DBRX Instruct38%2024-04-20independentSource ↗
Airavata 7B35.9%2024-02-18independentSource ↗
IndicTrans-231.2%2023-10-09independentSource ↗
Nemotron 3 Super39.2%2023-04-04independentSource ↗

Human Baseline & Difficulty Horizon

Calibrated human reference points, specialist benchmarks, and ceiling thresholds.
Measured Human Score1.2%Domain Expert Baseline
Baseline Protocol & Interpretation

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.
Primary Metric:problems with a complete, kernel-verified formal proof — Lean subset (count / 672)
Scoring Engine:unit-tests

Dataset & Compute Cost

Evaluation volume, public availability, API pricing, and local hardware requirements.
Total Dataset Size672Annotated evaluation items
Public Test SetPublicOpenly mirrored on repositories
Access GatingOpen AccessUnrestricted download
Evaluation LicenseOpen AccessDataset usage and redistribution terms
Frontier API Compute Cost:

$5 – $20 USD for full benchmark evaluation run on frontier APIs.

Recommended Local GPU Setup:

1x NVIDIA RTX 4090 (24GB) or A100 (40GB/80GB) via vLLM / SGLang

Official Dataset & Benchmark Files:Download / View Dataset Repository ↗

How to Run & Reproduce

Standardized evaluation protocols, CLI commands, and reproducible runner templates.
Prompt Regimezero-shot
Reasoning Modedirect
Sampling Temp0
Pass@k Budgetk = 1
Tools & SandboxPure Text
Scoring Verifierunit-tests
Option AEleutherAI LM-Evaluation-Harness (Open-Weight Models)
lm_eval --model hf --model_args pretrained=<model_path> --tasks putnambench --batch_size auto
Option BOpenCompass Evaluation Framework
opencompass --datasets putnambench --models <model_config>
Python APIDeterministic Inference Loop Snippet
# 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,
)
Standardized Reporting Requirement:

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.
Overall Contamination Risk:MEDIUM
Refresh Cadence:

Static fixed snapshot

Test Set Exposure:

Public on web / HuggingFace