Datasets › MML
MML (Massive Multitask Language Understanding)
MMLU (Massive Multitask Language Understanding) is a new benchmark designed to measure knowledge acquired during pretraining by evaluating models exclusively in zero-shot and few-shot settings. This makes the benchmark more challenging and more similar to how we evaluate humans. The benchmark covers 57 subjects across STEM, the humanities, the social sciences, and more. It ranges in difficulty from an elementary level to an advanced professional level, and it tests both world knowledge and problem solving ability. Subjects range from traditional areas, such as mathematics and history, to more specialized areas like law and ethics. The granularity and breadth of the subjects makes the benchmark ideal for identifying a model’s blind spots.
Image source: https://arxiv.org/pdf/2009.03300v3.pdf
Benchmarks archive 2025-07-28
All 29 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
Papers archive 2025-07-28
25 shown of 25 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 1,922. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
Dataset loaders archive 2025-07-28
11 loaders as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- mmlu
- MMLU TR v0.2
- MMLU TR
- MMLU (5-Shot)
- MMLU (College Medicine)
- MMLU (Professional medicine)
- MMLU (Anatomy)
- MMLU (Clinical Knowledge)
- MMLU (Medical Genetics)
- MMLU (Mathematics)
- MMLU (Machine Learning)
- MMLU (High School Statistics)
- MMLU (High School Physics)
- MMLU (High School Mathematics)
- MMLU (High School Computer Science)
- MMLU (High School Chemistry)
- MMLU (High School Biology)
- MMLU (Formal Logic)
- MMLU (Elementary Mathematics)
- MMLU (Electrical Engineer)
- MMLU (Econometrics)
- MMLU (College Physics)
- MMLU (College Mathematics)
- MMLU (College Computer Science)
- MMLU (College Chemistry)
- MMLU (College Biology)
- MMLU (Astronomy)
- MMLU (Abstract Algebra)
- MML
29 variant names, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections