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

Leaderboard

Independent and third-party results only.

Leaderboard
ModelAccuracyProvenanceSourceEvaluated
Claude 3.5 Sonnet87.3%Third partyStanford CRFM Leaderboard via Epoch AI—
DeepSeek-V387.2%Third partyStanford CRFM Leaderboard 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—
Gemini 1.5 Pro85.9%Third partyGemini 1.5 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—
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-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—
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—
Gemini 1.5 Flash77.9%Third partyStanford CRFM Leaderboard 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—
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—
Qwen2.5-7B-Instruct72.9%Third partyStanford CRFM Leaderboard via Epoch AI—
Gemma 2 9B72.1%Third partyStanford CRFM Leaderboard via Epoch AI—
Amazon Nova Micro70.8%Third partyStanford CRFM Leaderboard via Epoch AI—
Gemini 1.0 Pro70.0%Third partyStanford CRFM Leaderboard 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—
GPT-3.5 Turbo67.3%Third partyStanford CRFM Leaderboard 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—
Qwen-14B-Chat64.0%Third partyYi: Open Foundation Models by 01.AI 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 v0.359.9%Third partyStanford CRFM Leaderboard via Epoch AI—
Phi-258.4%Third partyStanford CRFM Leaderboard via Epoch AI—
InternLM-Chat-20B57.4%Third partyYi: Open Foundation Models by 01.AI 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—
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—
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%Third partyGemma: Open Models Based on Gemini Research and Technology via Epoch AI—
Baichuan2-13B-Chat50.1%Third partyYi: Open Foundation Models by 01.AI 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%Third partyGemma: Open Models Based on Gemini Research and Technology 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—
MPT-7B (Instruct, Chat, StoryWriter)27.9%Third partyBaichuan 2: Open Large-scale Language Models via Epoch AI—
MPT-7B (Instruct, Chat, StoryWriter)26.8%Third partyLlama 2: Open Foundation and Fine-Tuned Chat Models via Epoch AI—
Falcon-7B Instruct26.2%Third partyLlama 2: Open Foundation and Fine-Tuned Chat Models via Epoch AI—
Falcon-7B Instruct26.0%Third partyBaichuan 2: Open Large-scale Language Models via Epoch AI—
  • Epoch AI, 'Capabilities & benchmarking', epoch.ai/benchmarks, CC BY 4.0.

Sources

MMLU: leaderboard and what it measures · supermarket.dev