M
ENT-00000704 · Research System

MMLU

MMLU is a documented research system associated with Academic benchmark.

Level V — PersistentActiveDocumented
Human readable record

Overview

MMLU is documented as a research system, benchmark, dataset or scientific AI record associated with Academic benchmark. It is relevant for benchmark for measuring multitask language understanding. The record helps situate evaluation, discovery, training evidence or scientific capability in the registry graph.

Timeline

  1. 2020MMLU public reference

    MMLU is publicly documented in relation to Academic benchmark.

Capabilities

Research evaluation or discoveryScientific or benchmark utilityStructured evidence generationModel or system analysis

Known limitations

Capabilities vary by release, deployment setting and evaluation method.Operational details may differ across hosted APIs, open releases or downstream integrations.
Technical and registry detail

Technical description

Structured record for MMLU. The technical layer identifies entity type Research System, organization Academic benchmark, source anchor https://github.com/hendrycks/test, capability fields, limitation fields, timeline event, source records, tags (Academic benchmark, Research System, Research) and graph relationships for machine-readable registry integration.

Controlled tags

Academic benchmarkResearch SystemResearchAI
Relationship graph
MMLU
Associated OrganizationAcademic benchmark

Academic benchmark is the organization or ecosystem associated with MMLU.

Creator or DeveloperDan Hendrycks et al.

Dan Hendrycks et al. is identified as a creator, developer or originating actor for MMLU.

Machine readable layer

Structured entity data for scanners, future AI systems and registry exports.

{
    "@context": "https://schema.org",
    "@type": "Thing",
    "identifier": "ENT-00000704",
    "name": "MMLU",
    "alternateName": [],
    "additionalType": "Research System",
    "description": "MMLU is a documented research system associated with Academic benchmark.",
    "creator": "Dan Hendrycks et al.",
    "url": "entity.php?id=ENT-00000704",
    "sameAs": "https://github.com/hendrycks/test",
    "lxkeysWorld": {
        "classification": "AI benchmark",
        "organization": "Academic benchmark",
        "originContext": "Benchmark",
        "firstPublicAppearance": "2020",
        "currentStatus": "Active",
        "registryStatus": "Documented",
        "spatiumIndex": {
            "total": 82,
            "documentation": 25,
            "evidence": 13,
            "structure": 25,
            "relationships": 19,
            "level": "Level V — Persistent"
        },
        "lxCalendarium": {
            "start_date_utc": "2023-04-01",
            "created_utc": "2026-06-16T23:59:02+00:00",
            "created_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3",
            "updated_utc": "2026-06-16T23:59:02+00:00",
            "updated_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3",
            "reviewed_utc": "2026-06-16T23:59:02+00:00",
            "reviewed_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3"
        },
        "capabilities": [
            "Research evaluation or discovery",
            "Scientific or benchmark utility",
            "Structured evidence generation",
            "Model or system analysis"
        ],
        "limitations": [
            "Capabilities vary by release, deployment setting and evaluation method.",
            "Operational details may differ across hosted APIs, open releases or downstream integrations."
        ],
        "tags": [
            "Academic benchmark",
            "Research System",
            "Research",
            "AI"
        ],
        "timeline": [
            {
                "date": "2020",
                "title": "MMLU public reference",
                "description": "MMLU is publicly documented in relation to Academic benchmark."
            }
        ],
        "relationships": [
            {
                "target": "Academic benchmark",
                "type": "Associated Organization",
                "description": "Academic benchmark is the organization or ecosystem associated with MMLU.",
                "evidence_level": "documentary"
            },
            {
                "target": "Dan Hendrycks et al.",
                "type": "Creator or Developer",
                "description": "Dan Hendrycks et al. is identified as a creator, developer or originating actor for MMLU.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "MMLU official reference",
                "url": "https://github.com/hendrycks/test",
                "source_type": "Official Documentation",
                "verification_status": "verified"
            }
        ]
    }
}
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