ENT-00001109 · Evaluation System

MIRACL

MIRACL is a multilingual retrieval benchmark associated with University of Waterloo.

Level IV — ConnectedActiveStructured

Human readable record

Overview

MIRACL is a documented multilingual retrieval benchmark 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

2023MIRACL public release or documentation
MIRACL appears in public documentation as a multilingual retrieval benchmark associated with University of Waterloo.

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 registry detail

Technical description

Structured reference record for MIRACL. 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

BenchmarkEvaluationDocumentationContemporaryBatch 03 Candidate

Relationship graph

MIRACL

Created or maintained byUniversity of Waterloo

MIRACL is associated with University of Waterloo.

Machine readable layer

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

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    "@context": "https://schema.org",
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    "identifier": "ENT-00001109",
    "name": "MIRACL",
    "alternateName": [],
    "additionalType": "Evaluation System",
    "description": "MIRACL is a multilingual retrieval benchmark associated with University of Waterloo.",
    "creator": "University of Waterloo",
    "url": "entity.php?id=ENT-00001109",
    "sameAs": "https://project-miracl.github.io/",
    "lxkeysWorld": {
        "classification": "Multilingual retrieval benchmark",
        "organization": "University of Waterloo",
        "originContext": "AI evaluation and dataset record",
        "firstPublicAppearance": "2023",
        "currentStatus": "Active",
        "registryStatus": "Structured",
        "spatiumIndex": {
            "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",
            "reviewed_utc": "2026-06-16T23:59:14+00:00",
            "reviewed_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3"
        },
        "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": [
            "Benchmark",
            "Evaluation",
            "Documentation",
            "Contemporary",
            "Batch 03 Candidate"
        ],
        "timeline": [
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                "description": "MIRACL appears in public documentation as a multilingual retrieval benchmark associated with University of Waterloo."
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        "relationships": [
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                "type": "Created or maintained by",
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        ],
        "sources": [
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                "verification_status": "verified"
            }
        ]
    }
}

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