MM
ENT-00000704 · Système de recherche

MMLU

MMLU is a research system associated with Academic benchmark, classified in LXKeys.world as AI Research / Specialized System.

Niveau V PersistantActifDocumenté
Fiche publique

Vue d’ensemble

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.

Chronologie

  1. 2020Initial research publication or demonstration

    MMLU entered the documented public record in 2020. This event is retained at the precision supported by the Entry’s reviewed source history.

Capacités

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

Limites connues

Capabilities vary by release, deployment setting and evaluation method.Operational details may differ across hosted APIs, open releases or downstream integrations.The registry keeps MMLU as the suite-level entity; individual subject tasks are treated as components rather than independent intelligent entities.
Détail technique et structuré

Description technique

Structured LXKeys.world registry record for MMLU. Entity type: Research System; classification: AI Research / Specialized System; creator/organization context: Dan Hendrycks et al.. Canonical source anchor: https://github.com/hendrycks/test. The record tracks source authority, first public appearance, timeline, capabilities, limitations, registry status and graph relationships. Automatic refresh is limited to sources explicitly classified as OFFICIAL and enabled for updates; documentary and research references remain non-authoritative unless reviewed.

Tags contrôlés

Academic benchmarkResearch SystemResearchAICurated Parent Entity
Graphe relationnel

MMLU

Ouvrir dans le graphe complet
MMLU
Organisation associéeSortante
Academic benchmark

Academic benchmark is the organization or ecosystem associated with MMLU.

Créateur ou développeurSortante
Dan Hendrycks et al.

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

Couche lisible par machine

Données structurées de l’entrée pour les outils humains, les systèmes IA et les clients machine.

{
    "@context": [
        "https://schema.org",
        {
            "lxw": "https://lxkeys.world/schema/"
        }
    ],
    "@type": "Thing",
    "identifier": "ENT-00000704",
    "name": "MMLU",
    "alternateName": [],
    "additionalType": {
        "category": "Methods and Research",
        "type": "Research System",
        "subtype": "",
        "lxkeysEntity": false
    },
    "description": "MMLU is a research system associated with Academic benchmark, classified in LXKeys.world as AI Research / Specialized System.",
    "creator": "Dan Hendrycks et al.",
    "url": "https://lxkeys.world/entry.php?id=ENT-00000704&lang=fr",
    "sameAs": "https://github.com/hendrycks/test",
    "image": "",
    "lxkeysWorld": {
        "worldId": "ENT-00000704",
        "kind": "Methods and Research",
        "type": "Research System",
        "subtype": "",
        "classification": "AI Research / Specialized System",
        "organization": "Academic benchmark",
        "originContext": "Benchmark",
        "firstPublicAppearance": "2020",
        "currentStatus": "Active",
        "documentationStatus": "Documented",
        "documentationIndex": {
            "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"
        },
        "facts": [],
        "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.",
            "The registry keeps MMLU as the suite-level entity; individual subject tasks are treated as components rather than independent intelligent entities."
        ],
        "tags": [
            "Academic benchmark",
            "Research System",
            "Research",
            "AI",
            "Curated Parent Entity"
        ],
        "timeline": [
            {
                "date": "2020",
                "title": "Initial research publication or demonstration",
                "description": "MMLU entered the documented public record in 2020. This event is retained at the precision supported by the Entry’s reviewed source history.",
                "source_url": "https://github.com/hendrycks/test",
                "verification_status": "source_backed_curated_baseline"
            }
        ],
        "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",
                "authority": "TRUSTED_PRIMARY",
                "role": "code_repository",
                "update_enabled": false,
                "authority_basis": "curated-corpus-refresh-2026-09-08"
            }
        ],
        "canonical": [],
        "imageMeta": []
    }
}
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