FI
ENT-00001141 · Dataset

FineWeb

FineWeb is a dataset associated with Hugging Face, classified in LXKeys.world as AI Dataset.

Level IV ConnectedActiveDocumented
Human record

Overview

FineWeb is a documented large filtered web 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. 2024Initial dataset release

    FineWeb entered the documented public record in 2024. 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 FineWeb. 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

DatasetEvaluationDocumentationBatch 03 Candidate
Relationship graph

FineWeb

Open in full graph
FineWeb
Created or maintained byOutgoing
Hugging Face

FineWeb is associated with Hugging Face.

Machine readable layer

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

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    "@type": "Thing",
    "identifier": "ENT-00001141",
    "name": "FineWeb",
    "alternateName": [],
    "additionalType": {
        "category": "Data and Evaluation",
        "type": "Dataset",
        "subtype": "",
        "lxkeysEntity": false
    },
    "description": "FineWeb is a dataset associated with Hugging Face, classified in LXKeys.world as AI Dataset.",
    "creator": "Hugging Face",
    "url": "https://lxkeys.world/entry.php?id=ENT-00001141&lang=en",
    "sameAs": "https://huggingface.co/datasets/HuggingFaceFW/fineweb",
    "image": "",
    "lxkeysWorld": {
        "worldId": "ENT-00001141",
        "kind": "Data and Evaluation",
        "type": "Dataset",
        "subtype": "",
        "classification": "AI Dataset",
        "organization": "Hugging Face",
        "originContext": "AI evaluation and dataset record",
        "firstPublicAppearance": "2024",
        "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."
        ],
        "tags": [
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            "Documentation",
            "Batch 03 Candidate"
        ],
        "timeline": [
            {
                "date": "2024",
                "title": "Initial dataset release",
                "description": "FineWeb entered the documented public record in 2024. This event is retained at the precision supported by the Entry’s reviewed source history.",
                "source_url": "https://huggingface.co/datasets/HuggingFaceFW/fineweb",
                "verification_status": "source_backed_curated_baseline"
            }
        ],
        "relationships": [
            {
                "target": "Hugging Face",
                "type": "Created or maintained by",
                "description": "FineWeb is associated with Hugging Face.",
                "evidence_level": "documentary",
                "target_id": "ENT-00000057"
            }
        ],
        "sources": [
            {
                "label": "FineWeb public reference",
                "url": "https://huggingface.co/datasets/HuggingFaceFW/fineweb",
                "source_type": "Primary or Research Source",
                "verification_status": "verified",
                "authority": "TRUSTED_PRIMARY",
                "role": "model_or_dataset_repository",
                "update_enabled": false,
                "authority_basis": "curated-corpus-refresh-2026-09-08"
            }
        ],
        "canonical": [],
        "imageMeta": []
    }
}
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