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ENT-c2a9f450-18f3-47d2-ac6f-8e709b396a70 · benchmark · multidomain multiple choice benchmark

Massive Multitask Language Understanding (MMLU)

Reviewed identifier hendrycks/test@4450500f923c49f1fb1dd3d99108a0bd9717b660 · current status intentionally unknown

Scope

Reviewed benchmark or evaluation-protocol identity; model results and leaderboard ranks are separate, unrepresented observations.

Boundary

MMLU measures performance on its selected test and categories; it is not a universal measure of intelligence, reasoning or deployment fitness.

Benchmark comparability passport

Publisher
MMLU authors
Version
source revision 4450500f; no semantic benchmark version stated
Task scope
Multitask language-understanding test whose published category grouping includes humanities, social sciences, STEM and other subjects.
Metric contract
Category results and an average are reported for the cited test, but prompt and shot conditions remain part of each model result rather than the benchmark identity.
Evaluation conditions
Result identity requires exact test data, repository/evaluation-code revision, model version, prompting and shot/fine-tuning condition, category aggregation and scoring implementation.
Comparability boundary
Do not treat results with different prompts, shot counts, fine-tuning, model snapshots, data revisions or category aggregation as directly comparable.
Contamination boundary
The selected source does not establish absence of test-item exposure in model training or tuning data.

This passport describes a benchmark definition or protocol. It publishes no model score, rank or cross-version equivalence.

Source-qualified relations

  1. No reviewed relation is asserted for this identity.

Atlas claims with an exact source route

  1. No exact source-URL connection in r0056. No name match was substituted.

Every displayed attribute links to source-qualified statement IDs. Relations are explicit and source-qualified. Identity does not imply ownership, legal status, present availability or equivalence with a mutable alias.