MathematicsSaturated
Trust Score:
25

GSM8K

8.5K grade-school math word problems (2–8 arithmetic steps) — the default elementary-math benchmark and the classic chain-of-thought demonstration.

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

Frontier models cleared ~95% by 2023–24 and the reasoning-model era pushed scores to ~97–99%, collapsing headroom. But saturation here is the sharpest 'saturated ≠ solved' case on the wiki: GSM-Symbolic (Apple, 2024) showed that changing only names/numbers, and especially adding one irrelevant clause (GSM-NoOp), drops accuracy heavily across models — so the SCORE is saturated while the CAPABILITY (robust arithmetic reasoning) is not. saturated_date 2024-01 marks the point frontier scores stopped discriminating; the discriminating signal moved to harder math (MATH → AIME → FrontierMath) and to robustness variants.

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 (96.0%)
ModelScoreDateSource TypeProvenance
MiMo-V2.6-Flash89.2%2026-09-12independentSource ↗
Claude Opus 5.585%2026-09-12independentSource ↗
Qwen 3.8 Max Prime79.4%2026-09-12independentSource ↗
Nemotron 3.5 Super VL81.3%2026-09-12independentSource ↗
Gemini 4 Argon88.9%2026-09-12independentSource ↗
Claude Haiku 5.581.3%2026-09-12independentSource ↗
Nano Banana 2.188.9%2026-09-12independentSource ↗
Mistral Large 485.4%2026-09-12independentSource ↗
GPT-6.1 Sol Pro88.9%2026-09-12independentSource ↗
GPT-6.1 Sol88.9%2026-09-12independentSource ↗
Claude Sonnet 5.588.9%2026-09-12independentSource ↗
Z.ai: GLM 5.3 Prime88.9%2026-09-12independentSource ↗
GPT-6 Luna Pro81.3%2026-09-12independentSource ↗
GPT-6 Luna81.3%2026-09-12independentSource ↗
GPT-6 Sol Pro88.9%2026-09-12independentSource ↗
GPT-6 Sol88.9%2026-09-12independentSource ↗
Claude Opus 5.591.9%2026-09-12independentSource ↗
Xiaomi: MiMo-V2.6-Pro-UltraSpeed88.9%2026-09-12independentSource ↗
Xiaomi: MiMo-V2.6-Flash81.3%2026-09-12independentSource ↗
Xiaomi: MiMo-V2.6-Pro81.3%2026-09-12independentSource ↗
Z.ai: GLM 5.3 FlashX85.4%2026-09-12independentSource ↗
DeepSeek V4.1 Flash81.3%2026-09-12independentSource ↗
Claude Sonnet 5.5100%2026-09-12independentSource ↗
Claude Haiku 5.593.4%2026-09-12independentSource ↗
GPT-6.1 Sol Pro100%2026-09-12independentSource ↗
GPT-6 Luna99.9%2026-09-12independentSource ↗
Gemini 4 Argon100%2026-09-12independentSource ↗
Qwen 3.8 Max Prime100%2026-09-12independentSource ↗
DeepSeek V4.1 Flash 101781.3%2026-09-12independentSource ↗
GPT-6.1 Terra Pro88.9%2026-09-12independentSource ↗
GPT-6.1 Terra88.9%2026-09-12independentSource ↗
MoonshotAI: Kimi K3.1 Pro88.9%2026-09-12independentSource ↗
MiniMax: MiniMax M3.1 Flash81.3%2026-09-12independentSource ↗
Muse Spark Open88.9%2026-09-12independentSource ↗
LiquidAI: LFM2.5-24B-A2B81.3%2026-09-12independentSource ↗
Muse Wonder91.9%2026-09-12independentSource ↗
Qwen: Qwen3.8 Max Prime91.9%2026-09-12independentSource ↗
Upstage: Solar Mini 477.3%2026-09-12independentSource ↗
SpaceXAI: Grok 4.788.9%2026-09-12independentSource ↗
Qwen: Qwen3.8 Omni Flash81.3%2026-09-12independentSource ↗
GPT-6 Astra91.9%2026-09-05independentSource ↗
GPT-6 Astra Pro91.9%2026-09-05independentSource ↗
Gemini 3.8 Flash88.9%2026-09-04independentSource ↗
Gemini 3.8 Flash100%2026-09-04independentSource ↗
Qwen: Qwen3.8 Max (0902)88.9%2026-09-04independentSource ↗
Muse Spark 1.3 Contributor77.3%2026-09-04independentSource ↗
Muse Spark 1.388.9%2026-09-04independentSource ↗
Claude Fable 5.191.9%2026-09-02independentSource ↗
Hy496.2%2026-08-29independentSource ↗
Hy485.4%2026-08-29independentSource ↗
GLM 5.3 Flash97.6%2026-08-28independentSource ↗
Z.ai: GLM 5.3 Flash81.3%2026-08-28independentSource ↗
Qwen: Qwen3.8 Flash81.3%2026-08-28independentSource ↗
DeepSeek V4 Flash Vision Exp81.3%2026-08-23independentSource ↗
DeepSeek V4-Pro98.7%2026-08-18independentSource ↗
DeepSeek V4-Flash92.9%2026-08-18independentSource ↗
Z.ai: GLM 5.388.9%2026-08-18independentSource ↗
Claude Fable 5.1100%2026-08-17independentSource ↗
Qwen: Qwen3.8 27B85.4%2026-08-16independentSource ↗
Gemini 3.7 Flash100%2026-08-15independentSource ↗
Gemini 3.7 Flash88.9%2026-08-15independentSource ↗
DeepSeek V4 Pro 081388.9%2026-08-15independentSource ↗
Grok 4.699.5%2026-08-14independentSource ↗
Qwen: Qwen3.8 2.4T A95B88.9%2026-08-14independentSource ↗
LiquidAI: LFM2.5-2.6B81.3%2026-08-13independentSource ↗
ByteDance Seed: Seed 2.1 Turbo85.4%2026-08-12independentSource ↗
SpaceXAI: Grok 4.688.9%2026-08-12independentSource ↗
Muse Glimmer 30B85.4%2026-08-12independentSource ↗
GPT-5100%2026-08-09independentSource ↗
Nemotron 3.5 Lightning77.3%2026-08-09independentSource ↗
GPT-5 Image Mini85.4%2026-08-09independentSource ↗
GPT-5 Image88.9%2026-08-09independentSource ↗
Muse Spark 1.2 Contributor77.3%2026-08-07independentSource ↗
Muse Spark 1.288.9%2026-08-07independentSource ↗
DeepSeek V4.1 Flash100%2026-08-03independentSource ↗
Space Bunny Alpha94.8%2026-08-03independentSource ↗
DeepSeek V4 Flash 073192%2026-08-02independentSource ↗
DeepSeek V4 Flash 073185.4%2026-08-02independentSource ↗
ByteDance Seed: Seed-2.0-Code85.4%2026-08-01independentSource ↗
GPT-6 Astra100%2026-07-30independentSource ↗
Qwen: Qwen3.7 Flash77.3%2026-07-29independentSource ↗
Kimi K391.2%2026-07-28independentSource ↗
Claude Opus 5100%2026-07-26independentSource ↗
Claude Sonnet 598.8%2026-07-26independentSource ↗
Claude Opus 591.9%2026-07-25independentSource ↗
Gemini 3.6 Flash98.5%2026-07-23independentSource ↗
Gemini 3.5 Flash-Lite92%2026-07-23independentSource ↗
Gemini 3.6 Flash88.9%2026-07-23independentSource ↗
Gemini 3.5 Flash Lite85.4%2026-07-23independentSource ↗
MoonshotAI: Kimi K391.9%2026-07-17independentSource ↗
GPT-5.6 Sol100%2026-07-11independentSource ↗
GPT-5.5 Thinking100%2026-07-11independentSource ↗
GPT-5.6 Luna93.4%2026-07-11independentSource ↗
GPT-5.6 Luna Pro85.4%2026-07-11independentSource ↗
GPT-5.6 Luna85.4%2026-07-11independentSource ↗
GPT-5.6 Terra Pro91.9%2026-07-11independentSource ↗
GPT-5.6 Terra91.9%2026-07-11independentSource ↗
GPT-5.6 Sol Pro91.9%2026-07-11independentSource ↗
GPT-5.6 Sol91.9%2026-07-11independentSource ↗
Muse Spark 1.188.9%2026-07-11independentSource ↗
SpaceXAI: Grok 4.588.9%2026-07-10independentSource ↗
Hy381.3%2026-07-08independentSource ↗
Claude Sonnet 588.9%2026-07-02independentSource ↗
Gemini 3.1 Flash Lite Image85.4%2026-07-02independentSource ↗
MiniMax M395.6%2026-06-27independentSource ↗
Qwen3-235B98.3%2026-06-20independentSource ↗
QwQ Plus99.9%2026-06-20independentSource ↗
Z.ai: GLM 5.285.4%2026-06-18independentSource ↗
Grok 4100%2026-06-17independentSource ↗
GLM-5.297.7%2026-06-14independentSource ↗
MoonshotAI: Kimi K2.7 Code88.9%2026-06-14independentSource ↗
Claude Fable 5100%2026-06-11independentSource ↗
Claude Fable 591.9%2026-06-11independentSource ↗
Nemotron 3 Ultra90.6%2026-06-06independentSource ↗
Nemotron 3.5 Content Safety77.3%2026-06-06independentSource ↗
Nemotron 3 Ultra85.4%2026-06-06independentSource ↗
Qwen: Qwen3.7 Plus85.4%2026-06-04independentSource ↗
MiniMax: MiniMax M385.4%2026-06-02independentSource ↗
Gemini 3.1 Flash Image85.4%2026-05-30independentSource ↗
Gemini 3 Pro Image (Nano Banana Pro)91.9%2026-05-30independentSource ↗
Claude Opus 4.891.9%2026-05-30independentSource ↗
Hy-MT2-1.8B77.3%2026-05-23independentSource ↗
Hy-MT2-30B-A3B81.3%2026-05-23independentSource ↗
Hy-MT2-7B81.3%2026-05-23independentSource ↗
Qwen: Qwen3.7 Max88.9%2026-05-22independentSource ↗
SpaceXAI: Grok Build 0.185.4%2026-05-22independentSource ↗
Gemini 3.5 Flash88.9%2026-05-21independentSource ↗
Gemini 3 Pro99.4%2026-05-20independentSource ↗
Gemini 3.1 Flash Lite85.4%2026-05-09independentSource ↗
GPT Chat Latest91.9%2026-05-07independentSource ↗
Command A+85.4%2026-05-03independentSource ↗
Mistral Medium 3.588.9%2026-05-02independentSource ↗
SpaceXAI: Grok 4.385.4%2026-05-02independentSource ↗
Qwen: Qwen3.6 Flash85.4%2026-04-29independentSource ↗
GPT-5.5 Pro91.9%2026-04-25independentSource ↗
GPT-5.591.9%2026-04-25independentSource ↗
DeepSeek V4 Pro 042385.4%2026-04-25independentSource ↗
DeepSeek V4 Flash 042377.3%2026-04-25independentSource ↗
MiMo-V2.587.8%2026-04-24independentSource ↗
Xiaomi: MiMo-V2.5-Pro81.3%2026-04-24independentSource ↗
Xiaomi: MiMo-V2.581.3%2026-04-24independentSource ↗
Qwen: Qwen3.6 27B85.4%2026-04-24independentSource ↗
Hy381.3%2026-04-23independentSource ↗
GPT-5.4 Image 291.9%2026-04-23independentSource ↗
Qwen: Qwen3.5 Plus 2026-04-2085.4%2026-04-22independentSource ↗
MoonshotAI: Kimi K2.688.9%2026-04-22independentSource ↗
Claude Opus 4.791.9%2026-04-18independentSource ↗
Qwen: Qwen3.6 35B A3B81.3%2026-04-17independentSource ↗
Z.ai: GLM 5.188.9%2026-04-08independentSource ↗
Gemma 4 26B A4B81.3%2026-04-05independentSource ↗
Gemma 4 31B81.3%2026-04-04independentSource ↗
Qwen: Qwen3.6 Plus85.4%2026-04-04independentSource ↗
Z.ai: GLM 5V Turbo88.9%2026-04-03independentSource ↗
Lyria 3 Pro77.3%2026-04-01independentSource ↗
Lyria 3 Clip77.3%2026-04-01independentSource ↗
Reka Edge77.3%2026-03-22independentSource ↗
MiniMax: MiniMax M2.785.4%2026-03-20independentSource ↗
GPT-5.4 Nano85.4%2026-03-19independentSource ↗
GPT-5.4 Mini88.9%2026-03-19independentSource ↗
Z.ai: GLM 5 Turbo88.9%2026-03-17independentSource ↗
Qwen: Qwen3.5-9B81.3%2026-03-12independentSource ↗
SpaceXAI: Grok 4.20 Multi-Agent85.4%2026-03-11independentSource ↗
SpaceXAI: Grok 4.2085.4%2026-03-11independentSource ↗
ByteDance Seed: Seed-2.0-Lite85.4%2026-03-11independentSource ↗
GPT-5.4 Pro91.9%2026-03-07independentSource ↗
GPT-5.491.9%2026-03-07independentSource ↗
Gemini 3.1 Flash Lite85.4%2026-03-05independentSource ↗
Gemini 3.1 Flash Image85.4%2026-02-28independentSource ↗
GPT-5.3-Codex91.9%2026-02-26independentSource ↗
ByteDance Seed: Seed-2.0-Mini81.3%2026-02-26independentSource ↗
Qwen: Qwen3.5-35B-A3B81.3%2026-02-26independentSource ↗
Qwen: Qwen3.5-27B85.4%2026-02-26independentSource ↗
Qwen: Qwen3.5-122B-A10B85.4%2026-02-26independentSource ↗
Qwen: Qwen3.5-Flash81.3%2026-02-26independentSource ↗
Gemini 3.1 Pro Custom Tools91.9%2026-02-21independentSource ↗
Gemini 3.1 Pro91.9%2026-02-21independentSource ↗
Claude Sonnet 4.691.9%2026-02-19independentSource ↗
Qwen: Qwen3.5 Plus 2026-02-1585.4%2026-02-18independentSource ↗
Qwen: Qwen3.5 397B A17B88.9%2026-02-18independentSource ↗
Z.ai: GLM 588.9%2026-02-13independentSource ↗
MiniMax: MiniMax M2.581.3%2026-02-13independentSource ↗
Claude Opus 4.691.9%2026-02-07independentSource ↗
MoonshotAI: Kimi K2.585.4%2026-01-29independentSource ↗
MiniMax: MiniMax M2-her85.4%2026-01-25independentSource ↗
Z.ai: GLM 4.7 Flash81.3%2026-01-21independentSource ↗
GPT-5.2-Codex91.9%2026-01-16independentSource ↗
MiniMax: MiniMax M2.185.4%2025-12-25independentSource ↗
Z.ai: GLM 4.785.4%2025-12-24independentSource ↗
o3100%2025-12-22independentSource ↗
Gemini 3 Flash85.4%2025-12-19independentSource ↗
GPT-5.2 Chat91.9%2025-12-13independentSource ↗
GPT-5.2 Pro91.9%2025-12-13independentSource ↗
GPT-5.291.9%2025-12-13independentSource ↗
Z.ai: GLM 4.6V81.3%2025-12-10independentSource ↗
GPT-5.1-Codex-Max88.9%2025-12-06independentSource ↗
DeepSeek V3.281.3%2025-12-03independentSource ↗
Claude Opus 4.591.9%2025-11-26independentSource ↗
Gemini 3 Pro Image (Nano Banana Pro)91.9%2025-11-22independentSource ↗
GPT-5.188.9%2025-11-15independentSource ↗
GPT-5.1-Codex88.9%2025-11-15independentSource ↗
GPT-5.1-Codex-Mini85.4%2025-11-15independentSource ↗
Mistral Large 390.7%2025-11-14independentSource ↗
MoonshotAI: Kimi K2 Thinking85.4%2025-11-08independentSource ↗
MiniMax: MiniMax M285.4%2025-10-25independentSource ↗
Qwen: Qwen3 VL 8B Instruct81.3%2025-10-16independentSource ↗
GPT-5 Pro91.9%2025-10-08independentSource ↗
Qwen: Qwen3 VL 30B A3B Thinking81.3%2025-10-08independentSource ↗
Qwen: Qwen3 VL 30B A3B Instruct81.3%2025-10-08independentSource ↗
Claude Haiku 4.588.9%2025-10-03independentSource ↗
Claude Sonnet 4.591.9%2025-10-01independentSource ↗
Qwen: Qwen3 VL 235B A22B Instruct85.4%2025-09-25independentSource ↗
Qwen: Qwen3 Coder Flash81.3%2025-09-19independentSource ↗
Qwen: Qwen3 Next 80B A3B Instruct85.4%2025-09-13independentSource ↗
MoonshotAI: Kimi K2 090585.4%2025-09-06independentSource ↗
GPT-588.9%2025-08-09independentSource ↗
GPT-5 Mini85.4%2025-08-09independentSource ↗
GPT-5 Nano81.3%2025-08-09independentSource ↗
Claude 4.1 Opus91.9%2025-08-07independentSource ↗
Qwen: Qwen3 Coder 30B A3B Instruct81.3%2025-08-02independentSource ↗
Qwen: Qwen3 30B A3B Instruct 250781.3%2025-07-31independentSource ↗
Qwen: Qwen3 235B A22B Thinking 250788.9%2025-07-27independentSource ↗
Qwen: Qwen3 Coder 480B A35B81.3%2025-07-25independentSource ↗
ByteDance: UI-TARS 7B77.3%2025-07-24independentSource ↗
Qwen: Qwen3 235B A22B Instruct 250781.3%2025-07-23independentSource ↗
MoonshotAI: Kimi K2 071185.4%2025-07-13independentSource ↗
ByteDance Seed: Seed 1.6 Flash81.3%2025-06-27independentSource ↗
ByteDance Seed: Seed 1.685.4%2025-06-27independentSource ↗
MiniMax: MiniMax M185.4%2025-06-19independentSource ↗
Sarvam 105B91.3%2025-06-17independentSource ↗
o3 Pro91.9%2025-06-12independentSource ↗
Sarvam Vision (Document AI)81%2025-05-22independentSource ↗
Amazon Nova 2 Lite85.9%2025-05-20independentSource ↗
Amazon Nova 2 Lite82.2%2025-05-20independentSource ↗
Qwen: Qwen3 30B A3B81.3%2025-04-30independentSource ↗
Qwen: Qwen3 14B81.3%2025-04-30independentSource ↗
Qwen: Qwen3 32B81.3%2025-04-30independentSource ↗
o4 Mini High88.9%2025-04-18independentSource ↗
o388.9%2025-04-18independentSource ↗
o4 Mini88.9%2025-04-18independentSource ↗
Muse Wonder98.3%2025-04-17independentSource ↗
Muse Wonder Full100%2025-04-17independentSource ↗
GPT-4.188.9%2025-04-16independentSource ↗
GPT-4.1 Mini85.4%2025-04-16independentSource ↗
GPT-4.1 Nano81.3%2025-04-16independentSource ↗
Gemma 3 27B90.5%2025-04-14independentSource ↗
Nemotron 3 Ultra 550B97.7%2025-04-12independentSource ↗
Sarvam 30B86.4%2025-04-12independentSource ↗
Llama 4 Maverick96.7%2025-04-07independentSource ↗
Llama 4 Scout94%2025-04-07independentSource ↗
Gemini 2.5 Pro96.7%2025-03-27independentSource ↗
Gemini 2.5 Pro88.9%2025-03-27independentSource ↗
Gemini 2.5 Pro 06-0588.9%2025-03-27independentSource ↗
Microsoft-Decision-192.3%2025-03-24independentSource ↗
Nemotron 3 Super 120B90.7%2025-03-22independentSource ↗
OpenAI Decisions API97.2%2025-03-20independentSource ↗
Jev 1.1493.1%2025-03-16independentSource ↗
Krutrim-289.1%2025-03-14independentSource ↗
Reka Flash 377.3%2025-03-14independentSource ↗
Amazon Nova Premier 1.096.1%2025-03-12independentSource ↗
Amazon: Nova Premier 1.091.9%2025-03-12independentSource ↗
QwQ 32B96.2%2025-03-07independentSource ↗
Saaras v3 (Speech-to-Text)70.2%2025-03-03independentSource ↗
Bulbul v3 (Text-to-Speech)64.8%2025-03-03independentSource ↗
Phi-4-multimodal87.5%2025-03-02independentSource ↗
GPT-4.586.4%2025-03-01independentSource ↗
Claude 3.7 Sonnet98.3%2025-02-26independentSource ↗
Grok 399.4%2025-02-19independentSource ↗
Grok 3 Mini91.8%2025-02-19independentSource ↗
Phi-4-mini84.8%2025-02-17independentSource ↗
Perplexity: Sonar Deep Research88.9%2025-02-16independentSource ↗
Gemini 2.5 Flash (Thinking)94%2025-02-12independentSource ↗
Perplexity: Sonar Reasoning Pro88.9%2025-02-08independentSource ↗
Gemini 2.0 Pro91.8%2025-02-07independentSource ↗
Gemini 2.0 Flash85.4%2025-02-07independentSource ↗
Sonar Reasoning Pro96.1%2025-02-07independentSource ↗
Qwen: Qwen3 Coder Next81.3%2025-02-05independentSource ↗
o3-mini97.7%2025-02-02independentSource ↗
o3 Mini High88.9%2025-02-02independentSource ↗
o3 Mini88.9%2025-02-02independentSource ↗
Qwen 2.5 Max89.6%2025-01-30independentSource ↗
Qwen: Qwen2.5 VL 72B Instruct81.3%2025-01-28independentSource ↗
Qwen: Qwen-Plus81.3%2025-01-27independentSource ↗
Ollama DeepSeek-R1 (Q4_K_M)98.3%2025-01-24independentSource ↗
Perplexity: Sonar Pro Search91.9%2025-01-23independentSource ↗
Perplexity: Sonar Pro91.9%2025-01-23independentSource ↗
DeepSeek-R199.4%2025-01-22independentSource ↗
Gemini 2.0 Flash Thinking95.6%2025-01-22independentSource ↗
Kimi k1.592.9%2025-01-22independentSource ↗
R1 052885.4%2025-01-22independentSource ↗
MiniMax-Text-0185.3%2025-01-17independentSource ↗
MiniMax: MiniMax-0185.4%2025-01-17independentSource ↗
Codestral 25.0176.7%2025-01-16independentSource ↗
Phi-493.3%2025-01-10independentSource ↗
Phi 477.3%2025-01-10independentSource ↗
DeepSeek-V385.2%2024-12-28independentSource ↗
DeepSeek V3.2 Exp81.3%2024-12-28independentSource ↗
DeepSeek V3.1 Terminus81.3%2024-12-28independentSource ↗
DeepSeek V3.181.3%2024-12-28independentSource ↗
DeepSeek V3 032485.4%2024-12-28independentSource ↗
DeepSeek V385.4%2024-12-28independentSource ↗
o191.9%2024-12-19independentSource ↗
Sonar Pro88.6%2024-12-12independentSource ↗
Ollama Llama 3.3 (Q4_K_M)89.1%2024-12-10independentSource ↗
Llama 3.3 70B82.3%2024-12-08independentSource ↗
Llama 3.3 70B Instruct90.2%2024-12-08independentSource ↗
Llama 3.3 70B Instruct81.3%2024-12-08independentSource ↗
o196.3%2024-12-07independentSource ↗
o1-pro91.9%2024-12-07independentSource ↗
Amazon Nova Pro86.9%2024-12-05independentSource ↗
Amazon Nova Lite77.8%2024-12-05independentSource ↗
Amazon Nova Pro 1.089.6%2024-12-05independentSource ↗
Amazon Nova Lite 1.082.1%2024-12-05independentSource ↗
Amazon Nova Micro 1.074.5%2024-12-05independentSource ↗
Amazon: Nova Lite 1.081.3%2024-12-05independentSource ↗
Amazon: Nova Micro 1.077.3%2024-12-05independentSource ↗
Amazon: Nova Pro 1.088.9%2024-12-05independentSource ↗
Command R7B (12-2024)77.3%2024-12-03independentSource ↗
QwQ-32B92.3%2024-11-30independentSource ↗
Krutrim Pro84.8%2024-11-22independentSource ↗
GPT-4o88.9%2024-11-22independentSource ↗
Upstage: Solar Pro 481.3%2024-11-22independentSource ↗
Jev91.8%2024-11-17independentSource ↗
Sonar84.8%2024-11-17independentSource ↗
TypeSafe: Jev Router77.3%2024-11-17independentSource ↗
Perplexity: Sonar81.3%2024-11-17independentSource ↗
Qwen 2.5 Coder 32B82.1%2024-11-14independentSource ↗
Qwen2.5 Coder 32B Instruct81.3%2024-11-14independentSource ↗
Hunyuan-Large89.1%2024-11-07independentSource ↗
Claude 3.5 Haiku75.6%2024-11-06independentSource ↗
Claude 3.5 Sonnet84.7%2024-10-24independentSource ↗
Claude 3.5 Sonnet (v2)88.6%2024-10-24independentSource ↗
BharatGPT-14B81%2024-10-20independentSource ↗
Yi-Lightning87.5%2024-10-17independentSource ↗
Llama-3.1-Nemotron-70B-Instruct91.8%2024-10-17independentSource ↗
Llama 3.2 1B Instruct81.3%2024-09-27independentSource ↗
Llama 3.2 3B Instruct81.3%2024-09-27independentSource ↗
Qwen 2.5 72B Instruct92.9%2024-09-21independentSource ↗
Qwen: Qwen2.5 7B Instruct77.3%2024-09-21independentSource ↗
Qwen2.5 72B Instruct81.3%2024-09-21independentSource ↗
Switchyard77.3%2024-09-17independentSource ↗
Mistral Small 481.3%2024-09-17independentSource ↗
GPT Audio88.9%2024-09-17independentSource ↗
GPT Audio Mini85.4%2024-09-17independentSource ↗
Nemotron 3 Nano 30B A3B81.3%2024-09-17independentSource ↗
Devstral 2 251285.4%2024-09-17independentSource ↗
Ministral 3 14B 251277.3%2024-09-17independentSource ↗
Ministral 3 8B 251277.3%2024-09-17independentSource ↗
Ministral 3 3B 251277.3%2024-09-17independentSource ↗
Voxtral Small 24B 250781.3%2024-09-17independentSource ↗
gpt-oss-safeguard-20b81.3%2024-09-17independentSource ↗
Gemini 2.5 Flash Image85.4%2024-09-17independentSource ↗
Z.ai: GLM 4.685.4%2024-09-17independentSource ↗
Mistral Medium 3.185.4%2024-09-17independentSource ↗
Z.ai: GLM 4.5V85.4%2024-09-17independentSource ↗
gpt-oss-120b81.3%2024-09-17independentSource ↗
gpt-oss-20b77.3%2024-09-17independentSource ↗
Codestral 250881.3%2024-09-17independentSource ↗
Z.ai: GLM 4.585.4%2024-09-17independentSource ↗
Z.ai: GLM 4.5 Air81.3%2024-09-17independentSource ↗
Gemini 2.5 Flash Lite81.3%2024-09-17independentSource ↗
Hunyuan A13B Instruct81.3%2024-09-17independentSource ↗
Mistral Small 3.2 24B81.3%2024-09-17independentSource ↗
Gemini 2.5 Flash85.4%2024-09-17independentSource ↗
Mistral Medium 385.4%2024-09-17independentSource ↗
Llama Guard 4 12B77.3%2024-09-17independentSource ↗
Llama 4 Maverick81.3%2024-09-17independentSource ↗
Llama 4 Scout81.3%2024-09-17independentSource ↗
Mistral Small 3.1 24B81.3%2024-09-17independentSource ↗
Gemma 3 4B77.3%2024-09-17independentSource ↗
Gemma 3 12B77.3%2024-09-17independentSource ↗
Gemma 3 27B81.3%2024-09-17independentSource ↗
Saba81.3%2024-09-17independentSource ↗
Mistral Small 377.3%2024-09-17independentSource ↗
Mistral Nemo77.3%2024-09-17independentSource ↗
Gemma 2 27B81.3%2024-09-17independentSource ↗
Mixtral 8x22B Instruct88.9%2024-09-17independentSource ↗
GPT-4 Turbo91.9%2024-09-17independentSource ↗
Mistral Large88.9%2024-09-17independentSource ↗
GPT-3.5 Turbo (older v0613)85.4%2024-09-17independentSource ↗
GPT-3.5 Turbo Instruct85.4%2024-09-17independentSource ↗
GPT-3.5 Turbo 16k88.9%2024-09-17independentSource ↗
GPT-3.5 Turbo85.4%2024-09-17independentSource ↗
GPT-491.9%2024-09-17independentSource ↗
GLM-4-Plus84.2%2024-08-22independentSource ↗
Sarvam 2B (Sarvam-1)77.8%2024-08-16independentSource ↗
GPT-4o88.9%2024-08-08independentSource ↗
Command R (08-2024)81.3%2024-08-03independentSource ↗
Gemma 2 2B59.4%2024-08-02independentSource ↗
Mistral Large 277.8%2024-07-26independentSource ↗
Mistral Large 284.8%2024-07-26independentSource ↗
Mistral Large 3 251285.4%2024-07-26independentSource ↗
Llama 3.1 405B83.7%2024-07-25independentSource ↗
Llama 3.1 70B Instruct81.3%2024-07-25independentSource ↗
Llama 3.1 8B Instruct77.3%2024-07-25independentSource ↗
GPT-4o mini73.4%2024-07-20independentSource ↗
GPT-4o-mini81.3%2024-07-20independentSource ↗
GPT-4o-mini81.3%2024-07-20independentSource ↗
ERNIE 4.0 Turbo83.2%2024-06-30independentSource ↗
Gemma 2 27B82.1%2024-06-29independentSource ↗
Gemma 2 9B75.1%2024-06-29independentSource ↗
Nemotron-4-340B-Instruct88.6%2024-06-16independentSource ↗
Nemotron-4-340B-Reward90.7%2024-06-16independentSource ↗
Hanooman 7B78.8%2024-05-17independentSource ↗
GPT-4o82.9%2024-05-15independentSource ↗
GPT-4o88.9%2024-05-15independentSource ↗
GPT-4o91.9%2024-05-15independentSource ↗
Snowflake Arctic77.8%2024-04-26independentSource ↗
WizardLM-2 8x22B86.4%2024-04-17independentSource ↗
DBRX Instruct78.8%2024-03-29independentSource ↗
Airavata 7B74.5%2024-01-27independentSource ↗
IndicTrans-264.8%2023-09-17independentSource ↗
GPT-492%2023-03-14vendor-reportedSource ↗
Nemotron 3 Super81.3%2023-03-13independentSource ↗
PaLM 540B74.4%2022-03-21independentSource ↗
PaLM 540B56.9%2022-01-28independentSource ↗
GPT-3 175B (fine-tuned)35%2021-10-27vendor-reportedSource ↗

Human Baseline & Difficulty Horizon

Calibrated human reference points, specialist benchmarks, and ceiling thresholds.
Measured Human Score96.0%Domain Expert Baseline
Baseline Protocol & Interpretation

OpenAI measured human problem solvers scoring 96% due to occasional arithmetic and reading slip-ups (unverified crowdworkers score ~80%).

Metric & Scoring Methodology

Verification protocols, aggregation formulas, and specialized metric variants.
Primary Metric:accuracy — exact match on the final numeric answer (%)
Scoring Engine:exact-match

Dataset & Compute Cost

Evaluation volume, public availability, API pricing, and local hardware requirements.
Total Dataset Size1,319Annotated 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 Verifierexact-match
Option AEleutherAI LM-Evaluation-Harness (Open-Weight Models)
lm_eval --model hf --model_args pretrained=<model_path> --tasks gsm8k --batch_size auto
Option BOpenCompass Evaluation Framework
opencompass --datasets gsm8k --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 GSM8K, 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:HIGH
Refresh Cadence:

Static fixed snapshot

Test Set Exposure:

Public on web / HuggingFace