ENT-00001494 · Evaluation System

MLPerf Inference

MLPerf Inference is a machine learning inference benchmark associated with MLCommons.

Level IV — ConnectedDocumentedStructured

Human readable 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

2019MLPerf Inference public release or documentation
MLPerf Inference appears in public documentation as a machine learning inference benchmark associated with MLCommons.

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 registry detail

Technical description

Structured record for MLPerf Inference. The technical layer captures source, public release period, responsible organization, category, role in AI governance or evaluation and relationships to models, benchmarks, safety systems or registry interpretation.

Controlled tags

Evaluation SystemDocumented EntityEstablishedBatch 03 Candidate

Relationship graph

MLPerf Inference

Created or maintained byMLCommons

MLPerf Inference is associated with MLCommons.

Machine readable layer

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

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    "identifier": "ENT-00001494",
    "name": "MLPerf Inference",
    "alternateName": [],
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    "description": "MLPerf Inference is a machine learning inference benchmark associated with MLCommons.",
    "creator": "MLCommons",
    "url": "entity.php?id=ENT-00001494",
    "sameAs": "https://mlcommons.org/benchmarks/inference/",
    "lxkeysWorld": {
        "classification": "machine learning inference benchmark",
        "organization": "MLCommons",
        "originContext": "AI governance, evaluation and policy record",
        "firstPublicAppearance": "2019",
        "currentStatus": "Documented",
        "registryStatus": "Structured",
        "spatiumIndex": {
            "total": 74,
            "documentation": 25,
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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",
            "updated_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3",
            "reviewed_utc": "2026-06-16T23:59:14+00:00",
            "reviewed_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3"
        },
        "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": [
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                "title": "MLPerf Inference public release or documentation",
                "description": "MLPerf Inference appears in public documentation as a machine learning inference benchmark associated with MLCommons."
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        "relationships": [
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                "description": "MLPerf Inference is associated with MLCommons.",
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        ],
        "sources": [
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                "label": "MLPerf Inference official reference",
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                "verification_status": "verified"
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}

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