MM
ENT-00001111 · Dataset

MS MARCO

MS MARCO is a dataset associated with Microsoft, classified in LXKeys.world as AI Dataset.

Level IV ConnectedDocumentedDocumented
Human record

Overview

MS MARCO is a documented microsoft machine reading comprehension dataset used in artificial-intelligence research, evaluation or dataset construction. Its record captures the task context, public source, evaluation role and relationships to models, agents or research systems that rely on comparable measurements.

Timeline

  1. 2016Initial dataset release

    MS MARCO entered the documented public record in 2016. This event is retained at the precision supported by the Entry’s reviewed source history.

Capabilities

Evaluation referenceComparable measurementResearch reproducibilityModel documentation support

Known limitations

Benchmark interpretation depends on task design, data quality and contamination controls.Scores should not be treated as a complete measure of intelligence.
Technical and structured detail

Technical description

Structured reference record for MS MARCO. The technical layer captures source URL, creator, first-public year, evaluation or dataset role, measurable task family and relationships to model testing, retrieval, safety, coding, reasoning or multimodal assessment.

Controlled tags

DatasetEvaluationDocumentationEstablishedBatch 03 Candidate
Relationship graph

MS MARCO

Open in full graph
MS MARCO
Created or maintained byOutgoing
Microsoft

MS MARCO is associated with Microsoft.

Machine readable layer

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

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    "@type": "Thing",
    "identifier": "ENT-00001111",
    "name": "MS MARCO",
    "alternateName": [],
    "additionalType": {
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        "type": "Dataset",
        "subtype": "",
        "lxkeysEntity": false
    },
    "description": "MS MARCO is a dataset associated with Microsoft, classified in LXKeys.world as AI Dataset.",
    "creator": "Microsoft",
    "url": "https://lxkeys.world/entry.php?id=ENT-00001111&lang=en",
    "sameAs": "https://microsoft.github.io/msmarco/",
    "image": "",
    "lxkeysWorld": {
        "worldId": "ENT-00001111",
        "kind": "Data and Evaluation",
        "type": "Dataset",
        "subtype": "",
        "classification": "AI Dataset",
        "organization": "Microsoft",
        "originContext": "AI evaluation and dataset record",
        "firstPublicAppearance": "2016",
        "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": [
            "Evaluation reference",
            "Comparable measurement",
            "Research reproducibility",
            "Model documentation support"
        ],
        "limitations": [
            "Benchmark interpretation depends on task design, data quality and contamination controls.",
            "Scores should not be treated as a complete measure of intelligence."
        ],
        "tags": [
            "Dataset",
            "Evaluation",
            "Documentation",
            "Established",
            "Batch 03 Candidate"
        ],
        "timeline": [
            {
                "date": "2016",
                "title": "Initial dataset release",
                "description": "MS MARCO entered the documented public record in 2016. This event is retained at the precision supported by the Entry’s reviewed source history.",
                "source_url": "https://microsoft.github.io/msmarco/",
                "verification_status": "source_backed_official"
            }
        ],
        "relationships": [
            {
                "target": "Microsoft",
                "type": "Created or maintained by",
                "description": "MS MARCO is associated with Microsoft.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "MS MARCO public reference",
                "url": "https://microsoft.github.io/msmarco/",
                "source_type": "Primary or Research Source",
                "verification_status": "verified",
                "authority": "OFFICIAL",
                "role": "primary",
                "update_enabled": true,
                "authority_basis": "curated-corpus-refresh-2026-09-08"
            }
        ],
        "canonical": [],
        "imageMeta": []
    }
}
Proofs

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