Benchmark

MMLU

Measures: Four-option multiple-choice exam questions across 57 subjects, from elementary mathematics to law and medicine.

Maintainer
Hendrycks et al.
Introduced
2020
Status
Unmaintained
Saturation
Near-ceiling
Typical provenance
Self-reported
In scoring set
No

Paper

Every result we hold, whoever ran it. Only independent and third-party rows count towards a score.

Leaderboard
ModelAccuracyProvenanceSourceEvaluated
GPT-4o88.1%Self-reportedPhi-4 Technical Report via Epoch AI—
Claude 3.5 Sonnet87.3%Third partyStanford CRFM Leaderboard via Epoch AI—
DeepSeek-V387.2%Third partyStanford CRFM Leaderboard via Epoch AI—
DeepSeek-V387.1%Self-reportedDeepSeek-V3 Technical Report via Epoch AI—
Gemini 1.5 Pro86.9%Third partyStanford CRFM Leaderboard via Epoch AI—
Claude 3.5 Sonnet86.5%Third partyStanford CRFM Leaderboard via Epoch AI—
GPT-486.4%Self-reportedGPT-4 Technical Report via Epoch AI—
Llama 3.3 70B86.3%Self-reportedPhi-4 Technical Report via Epoch AI—
Gemini 1.5 Pro85.9%Third partyGemini 1.5 Report via Epoch AI—
Qwen2.5-72B-Instruct85.3%Self-reportedPhi-4 Technical Report via Epoch AI—
Phi-484.8%Self-reportedPhi-4 Technical Report via Epoch AI—
Claude 3 Opus84.6%Third partyStanford CRFM Leaderboard via Epoch AI—
Llama 3.1 405B84.5%Third partyStanford CRFM Leaderboard via Epoch AI—
Llama 3.1 405B84.4%Self-reportedDeepSeek-V3 Technical Report via Epoch AI—
GPT-4o84.3%Third partyStanford CRFM Leaderboard via Epoch AI—
GPT-4o84.2%Third partyStanford CRFM Leaderboard via Epoch AI—
Qwen2.5-72B-Instruct83.4%Third partyStanford CRFM Leaderboard via Epoch AI—
GPT-482.4%Third partyStanford CRFM Leaderboard via Epoch AI—
Qwen2-72B-Instruct82.4%Third partyStanford CRFM Leaderboard via Epoch AI—
Amazon Nova Pro82.0%Third partyStanford CRFM Leaderboard via Epoch AI—
GPT-4o mini81.8%Self-reportedPhi-4 Technical Report via Epoch AI—
GPT-4 Turbo81.3%Third partyStanford CRFM Leaderboard via Epoch AI—
Llama 3.2 90B Vision80.3%Third partyStanford CRFM Leaderboard via Epoch AI—
Llama 3.1 70B80.1%Third partyStanford CRFM Leaderboard via Epoch AI—
Mistral Large 2.080.0%Third partyStanford CRFM Leaderboard via Epoch AI—
Qwen2.5-14B-Instruct79.9%Self-reportedPhi-4 Technical Report via Epoch AI—
Gemini 2.0 Flash79.7%Third partyStanford CRFM Leaderboard via Epoch AI—
GPT-4 Turbo79.6%Third partyStanford CRFM Leaderboard via Epoch AI—
Llama 3 70B79.3%Third partyStanford CRFM Leaderboard via Epoch AI—
Yi-Large79.3%Third partyStanford CRFM Leaderboard via Epoch AI—
Llama 3.3 70B79.1%Third partyStanford CRFM Leaderboard via Epoch AI—
Claude 278.5%Self-reportedModel Card and Evaluations for Claude Models via Epoch AI—
DeepSeek-V278.4%Self-reportedDeepSeek-V3 Technical Report via Epoch AI—
Phi-3-medium78.0%Self-reportedPhi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone via Epoch AI—
Gemini 1.5 Flash77.9%Third partyStanford CRFM Leaderboard via Epoch AI—
Phi-3-medium77.9%Self-reportedPhi-4 Technical Report via Epoch AI—
Phi-3-medium77.5%Third partyStanford CRFM Leaderboard via Epoch AI—
Amazon Nova Lite77.0%Third partyStanford CRFM Leaderboard via Epoch AI—
Claude 177.0%Self-reportedModel Card and Evaluations for Claude Models via Epoch AI—
GPT-4o mini76.7%Third partyStanford CRFM Leaderboard via Epoch AI—
Claude 3 Sonnet75.9%Third partyStanford CRFM Leaderboard via Epoch AI—
Gemma 2 27B75.7%Third partyStanford CRFM Leaderboard via Epoch AI—
Claude 3.5 Haiku74.3%Third partyStanford CRFM Leaderboard via Epoch AI—
Gemini 1.5 Flash73.9%Third partyStanford CRFM Leaderboard via Epoch AI—
Claude 3 Haiku73.8%Third partyStanford CRFM Leaderboard via Epoch AI—
Claude 2.173.5%Third partyStanford CRFM Leaderboard via Epoch AI—
Yi-34B-Chat73.5%Self-reportedYi: Open Foundation Models by 01.AI via Epoch AI—
Claude Instant 173.4%Self-reportedModel Card and Evaluations for Claude Models via Epoch AI—
Claude Instant 173.4%Self-reportedReleasing Claude Instant 1.2 via Epoch AI—
Claude Instant 1.273.2%Self-reportedReleasing Claude Instant 1.2 via Epoch AI—
Qwen2.5-7B-Instruct72.9%Third partyStanford CRFM Leaderboard via Epoch AI—
Inflection-172.7%Self-reportedInflection-1 via Epoch AI—
Gemma 2 9B72.1%Third partyStanford CRFM Leaderboard via Epoch AI—
GPT-3.5 Turbo71.4%Self-reportedPhi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone via Epoch AI—
Amazon Nova Micro70.8%Third partyStanford CRFM Leaderboard via Epoch AI—
Falcon-180B Chat70.6%Self-reportedThe Falcon Series of Open Language Models via Epoch AI—
Gemini 1.0 Pro70.0%Third partyStanford CRFM Leaderboard via Epoch AI—
text-davinci-00270.0%Self-reportedGPT-4 Technical Report via Epoch AI—
Command R+ (08-2024)69.4%Third partyStanford CRFM Leaderboard via Epoch AI—
GPT-3.5 Turbo68.9%Third partyStanford CRFM Leaderboard via Epoch AI—
Claude Instant 1.268.8%Third partyStanford CRFM Leaderboard via Epoch AI—
Llama 3 8B68.8%Third partyStanford CRFM Leaderboard via Epoch AI—
Mistral Large 1.068.8%Third partyStanford CRFM Leaderboard via Epoch AI—
Mistral Small 1.068.7%Third partyStanford CRFM Leaderboard via Epoch AI—
Stable Beluga 2 (Llama 2 70B fine-tune)68.6%Self-reportedQwen Technical Report via Epoch AI—
Yi-9B68.4%Self-reportedYi: Open Foundation Models by 01.AI via Epoch AI—
Yi-34B-Chat67.6%Self-reportedYi: Open Foundation Models by 01.AI via Epoch AI—
GPT-3.5 Turbo67.3%Third partyStanford CRFM Leaderboard via Epoch AI—
Llama 3 8B66.5%Self-reportedPhi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone via Epoch AI—
Gemma 7B66.1%Third partyStanford CRFM Leaderboard via Epoch AI—
Command R (08-2024)65.2%Third partyStanford CRFM Leaderboard via Epoch AI—
Qwen-14B-Chat65.0%Third partyYi: Open Foundation Models by 01.AI via Epoch AI—
Gemma 7B64.3%Self-reportedGemma: Open Models Based on Gemini Research and Technology via Epoch AI—
Gemma 7B64.3%Self-reportedNemotron-4 15B Technical Report via Epoch AI—
Qwen-14B-Chat64.0%Third partyYi: Open Foundation Models by 01.AI via Epoch AI—
Gemma 7B63.6%Self-reportedPhi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone via Epoch AI—
Mistral 7B v0.162.5%Third partyMixtral of Experts via Epoch AI—
Mistral 7B v0.262.5%Third partyGemma: Open Models Based on Gemini Research and Technology via Epoch AI—
Mistral 7B v0.161.7%Self-reportedPhi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone via Epoch AI—
Yi-6B-Chat61.0%Self-reportedYi: Open Foundation Models by 01.AI via Epoch AI—
Mistral 7B v0.160.1%Self-reportedNemotron-4 15B Technical Report via Epoch AI—
Mistral 7B v0.359.9%Third partyStanford CRFM Leaderboard via Epoch AI—
Falcon 2 11B58.4%Self-reportedFalcon2-11B Technical Report via Epoch AI—
Phi-258.4%Third partyStanford CRFM Leaderboard via Epoch AI—
Yi-6B-Chat58.2%Self-reportedYi: Open Foundation Models by 01.AI via Epoch AI—
InternLM-Chat-20B57.4%Third partyYi: Open Foundation Models by 01.AI via Epoch AI—
Falcon-40B Instruct56.9%Self-reportedFalcon2-11B Technical ReportFalcon2-11B Technical Report via Epoch AI—
Mistral 7B v0.156.6%Third partyStanford CRFM Leaderboard via Epoch AI—
Llama 3.2 11B Vision56.5%Third partyStanford CRFM Leaderboard via Epoch AI—
Phi-256.3%Self-reportedPhi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone via Epoch AI—
Llama 3.1 8B56.1%Third partyStanford CRFM Leaderboard via Epoch AI—
InternLM-Chat-20B55.6%Third partyYi: Open Foundation Models by 01.AI via Epoch AI—
Llama 2 13B55.6%Third partyMixtral of Experts via Epoch AI—
Falcon-40B Instruct55.4%Third partyLlama 2: Open Foundation and Fine-Tuned Chat Models via Epoch AI—
Falcon-40B Instruct55.4%Self-reportedQwen Technical Report via Epoch AI—
Llama 2 13B55.4%Third partyStanford CRFM Leaderboard via Epoch AI—
Baichuan2-13B-Chat55.1%Third partyYi: Open Foundation Models by 01.AI via Epoch AI—
Llama 2 13B55.1%Third partyBaichuan 2: Open Large-scale Language Models via Epoch AI—
Llama 2 13B54.8%Self-reportedLlama 2: Open Foundation and Fine-Tuned Chat Models via Epoch AI—
Llama 2 13B54.8%Third partyGemma: Open Models Based on Gemini Research and Technology via Epoch AI—
Llama 2 13B54.8%Self-reportedNemotron-4 15B Technical Report via Epoch AI—
Baichuan2-13B-Chat50.1%Third partyYi: Open Foundation Models by 01.AI via Epoch AI—
ChatGLM2-6B47.9%Self-reportedQwen Technical Report via Epoch AI—
MPT-30B (Instruct, Chat)47.9%Self-reportedQwen Technical Report via Epoch AI—
MPT-30B (Instruct, Chat)46.9%Third partyLlama 2: Open Foundation and Fine-Tuned Chat Models via Epoch AI—
Llama 2 7B45.8%Third partyStanford CRFM Leaderboard via Epoch AI—
Llama 2 7B45.7%Third partyBaichuan 2: Open Large-scale Language Models via Epoch AI—
Llama 2 7B45.3%Self-reportedLlama 2: Open Foundation and Fine-Tuned Chat Models via Epoch AI—
Llama 2 7B45.3%Third partyGemma: Open Models Based on Gemini Research and Technology via Epoch AI—
Llama 2 7B45.3%Self-reportedTextbooks Are All You Need II: phi-1.5 technical report via Epoch AI—
Llama 2 7B44.4%Third partyMixtral of Experts via Epoch AI—
text-davinci-001 (InstructGPT)43.9%Third partyScaling Language Models: Methods, Analysis & Insights from Training Gopher via Epoch AI—
text-davinci-001 (InstructGPT)43.9%Third partyLLaMA: Open and Efficient Foundation Language Models via Epoch AI—
Baichuan-7B (base)42.3%Self-reportedBaichuan 2: Open Large-scale Language Models via Epoch AI—
Gemma 2B42.3%Self-reportedGemma: Open Models Based on Gemini Research and Technology via Epoch AI—
Phi-1.5
Microsoft · 5 effort
37.6%Self-reportedTextbooks Are All You Need II: phi-1.5 technical report via Epoch AI—
Falcon-7B Instruct35.0%Self-reportedFalcon2-11B Technical Report via Epoch AI—
MPT-7B (Instruct, Chat, StoryWriter)30.8%Self-reportedQwen Technical Report via Epoch AI—
MPT-7B (Instruct, Chat, StoryWriter)27.9%Third partyBaichuan 2: Open Large-scale Language Models via Epoch AI—
MPT-7B (Instruct, Chat, StoryWriter)27.4%Self-reportedXGen-7B Technical Report via Epoch AI—
Falcon-7B Instruct26.9%Self-reportedTextbooks Are All You Need II: phi-1.5 technical report via Epoch AI—
Falcon-7B Instruct26.9%Self-reportedXGen-7B Technical Report via Epoch AI—
MPT-7B (Instruct, Chat, StoryWriter)26.8%Third partyLlama 2: Open Foundation and Fine-Tuned Chat Models via Epoch AI—
MPT-7B (Instruct, Chat, StoryWriter)26.8%Self-reportedTextbooks Are All You Need II: phi-1.5 technical report via Epoch AI—
MPT-7B (Instruct, Chat, StoryWriter)26.7%Self-reportedXGen-7B Technical Report via Epoch AI—
Dolly 2.0 (3B, 7B, 12B)26.2%Self-reportedXGen-7B Technical Report via Epoch AI—
Falcon-7B Instruct26.2%Third partyLlama 2: Open Foundation and Fine-Tuned Chat Models via Epoch AI—
Falcon-7B Instruct26.2%Self-reportedQwen Technical Report via Epoch AI—
Falcon-7B Instruct26.0%Third partyBaichuan 2: Open Large-scale Language Models via Epoch AI—
Dolly 2.0 (3B, 7B, 12B)25.4%Self-reportedXGen-7B Technical Report via Epoch AI—
OPT-13B25.1%Self-reportedXGen-7B Technical Report via Epoch AI—
OPT-13B24.4%Self-reportedXGen-7B Technical Report via Epoch AI—
Falcon-7B Instruct23.9%Self-reportedXGen-7B Technical Report via Epoch AI—
  • Epoch AI, 'Capabilities & benchmarking', epoch.ai/benchmarks, CC BY 4.0.

Sources