MT
ENT-00001493 · Benchmark

MLPerf Training

MLPerf Training is a AI benchmark associated with MLCommons, classified in LXKeys.world as AI Benchmark / Evaluation.

Level IV ConnectedDocumentedDocumented
Human record

Overview

MLPerf Training is a machine learning performance benchmark associated with MLCommons. The entity is included because it provides a public reference point for AI governance, evaluation, safety, benchmarking, policy or ecosystem documentation.

Timeline

  1. 2018Initial benchmark release

    MLPerf Training entered the documented public record in 2018. This event is retained at the precision supported by the Entry’s reviewed source history.

Capabilities

Public documentation anchorAI governance or evaluation relevanceRelationship mappingRegistry context support

Known limitations

The record documents public identity and source context rather than private internal processes.Interpretation depends on the entity category, source scope and publication context.
Technical and structured detail

Technical description

Structured LXKeys.world registry record for MLPerf Training. Entity type: Benchmark; classification: AI Benchmark / Evaluation; creator/organization context: MLCommons. Canonical source anchor: https://mlcommons.org/benchmarks/training/. 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.

Controlled tags

Evaluation SystemDocumented EntityEstablishedBatch 03 Candidate
Relationship graph

MLPerf Training

Open in full graph
MLPerf Training
Created or maintained byOutgoing
MLCommons

MLPerf Training is associated with MLCommons.

Machine readable layer

Structured entry data for human tools, AI systems and machine clients.

{
    "@context": [
        "https://schema.org",
        {
            "lxw": "https://lxkeys.world/schema/"
        }
    ],
    "@type": "Thing",
    "identifier": "ENT-00001493",
    "name": "MLPerf Training",
    "alternateName": [],
    "additionalType": {
        "category": "Data and Evaluation",
        "type": "Benchmark",
        "subtype": "",
        "lxkeysEntity": false
    },
    "description": "MLPerf Training is a AI benchmark associated with MLCommons, classified in LXKeys.world as AI Benchmark / Evaluation.",
    "creator": "MLCommons",
    "url": "https://lxkeys.world/entry.php?id=ENT-00001493&lang=en",
    "sameAs": "https://mlcommons.org/benchmarks/training/",
    "image": "",
    "lxkeysWorld": {
        "worldId": "ENT-00001493",
        "kind": "Data and Evaluation",
        "type": "Benchmark",
        "subtype": "",
        "classification": "AI Benchmark / Evaluation",
        "organization": "MLCommons",
        "originContext": "AI governance, evaluation and policy record",
        "firstPublicAppearance": "2018",
        "currentStatus": "Documented",
        "documentationStatus": "Documented",
        "documentationIndex": {
            "total": 74,
            "documentation": 25,
            "evidence": 13,
            "structure": 25,
            "relationships": 11,
            "level": "Level IV Connected"
        },
        "lxCalendarium": {
            "start_date_utc": "2023-04-01",
            "created_utc": "2026-06-16T23:59:14+00:00",
            "created_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3",
            "updated_utc": "2026-06-16T23:59:14+00:00",
            "updated_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3"
        },
        "facts": [],
        "capabilities": [
            "Public documentation anchor",
            "AI governance or evaluation relevance",
            "Relationship mapping",
            "Registry context support"
        ],
        "limitations": [
            "The record documents public identity and source context rather than private internal processes.",
            "Interpretation depends on the entity category, source scope and publication context."
        ],
        "tags": [
            "Evaluation System",
            "Documented Entity",
            "Established",
            "Batch 03 Candidate"
        ],
        "timeline": [
            {
                "date": "2018",
                "title": "Initial benchmark release",
                "description": "MLPerf Training entered the documented public record in 2018. This event is retained at the precision supported by the Entry’s reviewed source history.",
                "source_url": "https://mlcommons.org/benchmarks/training/",
                "verification_status": "source_backed_official"
            }
        ],
        "relationships": [
            {
                "target": "MLCommons",
                "type": "Created or maintained by",
                "description": "MLPerf Training is associated with MLCommons.",
                "evidence_level": "documentary",
                "target_id": "ENT-00000740"
            }
        ],
        "sources": [
            {
                "label": "MLPerf Training official reference",
                "url": "https://mlcommons.org/benchmarks/training/",
                "source_type": "Official or Primary Source",
                "verification_status": "verified",
                "authority": "OFFICIAL",
                "role": "primary",
                "update_enabled": true,
                "authority_basis": "curated-corpus-refresh-2026-09-08"
            }
        ],
        "canonical": [],
        "imageMeta": []
    }
}
Proofs

Contribute to this record

Submit a source, correction or comment. Public changes remain moderated.

Submit proof or comment

Approved comments

No approved public comment yet.