BEIR

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

{
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    "@type": "Thing",
    "identifier": "ENT-00001110",
    "name": "BEIR",
    "alternateName": [],
    "additionalType": {
        "category": "Data and Evaluation",
        "type": "Benchmark",
        "subtype": "",
        "lxkeysEntity": false
    },
    "description": "BEIR is a AI benchmark associated with UKP Lab, classified in LXKeys.world as AI Benchmark / Evaluation.",
    "creator": "UKP Lab",
    "url": "https://lxkeys.world/entry.php?id=ENT-00001110&lang=en",
    "sameAs": "https://github.com/beir-cellar/beir",
    "image": "",
    "lxkeysWorld": {
        "worldId": "ENT-00001110",
        "kind": "Data and Evaluation",
        "type": "Benchmark",
        "subtype": "",
        "classification": "AI Benchmark / Evaluation",
        "organization": "UKP Lab",
        "originContext": "AI evaluation and dataset record",
        "firstPublicAppearance": "2021",
        "currentStatus": "Active",
        "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.",
            "The registry keeps BEIR as the information-retrieval benchmark suite; its datasets/tasks are represented as components."
        ],
        "tags": [
            "Benchmark",
            "Evaluation",
            "Documentation",
            "Contemporary",
            "Batch 03 Candidate",
            "Curated Parent Entity"
        ],
        "timeline": [
            {
                "date": "2021",
                "title": "Initial benchmark release",
                "description": "BEIR entered the documented public record in 2021. This event is retained at the precision supported by the Entry’s reviewed source history.",
                "source_url": "https://github.com/beir-cellar/beir",
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                "type": "Created or maintained by",
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        "sources": [
            {
                "label": "BEIR public reference",
                "url": "https://github.com/beir-cellar/beir",
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                "verification_status": "verified",
                "authority": "TRUSTED_PRIMARY",
                "role": "code_repository",
                "update_enabled": false,
                "authority_basis": "curated-corpus-refresh-2026-09-08"
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