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ENT-00001494 · Benchmark

MLPerf Inference

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

Level IV ConnectedDocumentedDocumented

Human record

Overview

MLPerf Inference is a machine learning inference 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

2019Initial benchmark release
MLPerf Inference entered the documented public record in 2019. 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 Inference. Entity type: Benchmark; classification: AI Benchmark / Evaluation; creator/organization context: MLCommons. Canonical source anchor: https://mlcommons.org/benchmarks/inference/. 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 Inference

Open in full graph

MLPerf Inference

Created or maintained byOutgoing

MLCommons

MLPerf Inference is associated with MLCommons.

Machine readable layer

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

JSON API Graph JSON

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    "creator": "MLCommons",
    "url": "https://lxkeys.world/entry.php?id=ENT-00001494&lang=en",
    "sameAs": "https://mlcommons.org/benchmarks/inference/",
    "image": "",
    "lxkeysWorld": {
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        "originContext": "AI governance, evaluation and policy record",
        "firstPublicAppearance": "2019",
        "currentStatus": "Documented",
        "documentationStatus": "Documented",
        "documentationIndex": {
            "total": 74,
            "documentation": 25,
            "evidence": 13,
            "structure": 25,
            "relationships": 11,
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        },
        "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",
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        "capabilities": [
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            "AI governance or evaluation relevance",
            "Relationship mapping",
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        "limitations": [
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            "Interpretation depends on the entity category, source scope and publication context."
        ],
        "tags": [
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            "Documented Entity",
            "Established",
            "Batch 03 Candidate"
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        "timeline": [
            {
                "date": "2019",
                "title": "Initial benchmark release",
                "description": "MLPerf Inference entered the documented public record in 2019. This event is retained at the precision supported by the Entry’s reviewed source history.",
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        "relationships": [
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        "sources": [
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                "label": "MLPerf Inference official reference",
                "url": "https://mlcommons.org/benchmarks/inference/",
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                "verification_status": "verified",
                "authority": "OFFICIAL",
                "role": "primary",
                "update_enabled": true,
                "authority_basis": "curated-corpus-refresh-2026-09-08"
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