ENT-00002954 · Dataset

Yelp Review Polarity

Yelp Review Polarity is a language dataset / benchmark associated with Yelp / Zhang et al..

Level V — PersistentActiveDocumented

Human readable record

Overview

Yelp Review Polarity is a documented language dataset or benchmark. It is recorded as review sentiment classification dataset, supporting evaluation or training for question answering, reasoning, dialogue, classification, translation or multilingual language understanding.

Timeline

2015Public release or documentation
Yelp Review Polarity appears in public documentation, project records, benchmark descriptions or research references associated with Yelp / Zhang et al..

Capabilities

Dataset referenceBenchmark or training-data contextTask-level documentationModel evaluation supportSource-based traceability

Known limitations

Dataset coverage, licensing, annotation quality and benchmark relevance depend on the source version and use context.Performance claims should be assessed through models evaluated on the dataset rather than inferred from the dataset alone.

Technical and registry detail

Technical description

Structured record for Yelp Review Polarity. The technical layer identifies the entity type, classification, creator or organization, official source anchor, capabilities, limitations, timeline entries and graph relationships without adding internal import events to the public history.

Controlled tags

DatasetNLPBenchmarkLanguage Understanding

Relationship graph

Yelp Review Polarity

Associated organizationYelp / Zhang et al.

Yelp / Zhang et al. is the organization, project community or institutional context associated with Yelp Review Polarity.

Domain contextLanguage model evaluation and NLP data

Yelp Review Polarity belongs to the Language model evaluation and NLP data layer of the intelligent-entity registry.

Machine readable layer

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

{
    "@context": "https://schema.org",
    "@type": "Thing",
    "identifier": "ENT-00002954",
    "name": "Yelp Review Polarity",
    "alternateName": [],
    "additionalType": "Dataset",
    "description": "Yelp Review Polarity is a language dataset / benchmark associated with Yelp / Zhang et al..",
    "creator": "Yelp / Zhang et al.",
    "url": "entity.php?id=ENT-00002954",
    "sameAs": "https://huggingface.co/datasets/yelp_polarity",
    "lxkeysWorld": {
        "classification": "Language Dataset / Benchmark",
        "organization": "Yelp / Zhang et al.",
        "originContext": "Language model evaluation and NLP data",
        "firstPublicAppearance": "2015",
        "currentStatus": "Active",
        "registryStatus": "Documented",
        "spatiumIndex": {
            "total": 82,
            "documentation": 25,
            "evidence": 13,
            "structure": 25,
            "relationships": 19,
            "level": "Level V — Persistent"
        },
        "lxCalendarium": {
            "start_date_utc": "2023-04-01",
            "created_utc": "2026-06-17T01:48:33+00:00",
            "created_dypclt": "D-0 Y-2 P-3 C-3 L-22 T-4",
            "updated_utc": "2026-06-17T01:48:33+00:00",
            "updated_dypclt": "D-0 Y-2 P-3 C-3 L-22 T-4",
            "reviewed_utc": "2026-06-17T01:48:33+00:00",
            "reviewed_dypclt": "D-0 Y-2 P-3 C-3 L-22 T-4"
        },
        "capabilities": [
            "Dataset reference",
            "Benchmark or training-data context",
            "Task-level documentation",
            "Model evaluation support",
            "Source-based traceability"
        ],
        "limitations": [
            "Dataset coverage, licensing, annotation quality and benchmark relevance depend on the source version and use context.",
            "Performance claims should be assessed through models evaluated on the dataset rather than inferred from the dataset alone."
        ],
        "tags": [
            "Dataset",
            "NLP",
            "Benchmark",
            "Language Understanding"
        ],
        "timeline": [
            {
                "date": "2015",
                "title": "Public release or documentation",
                "description": "Yelp Review Polarity appears in public documentation, project records, benchmark descriptions or research references associated with Yelp / Zhang et al.."
            }
        ],
        "relationships": [
            {
                "target": "Yelp / Zhang et al.",
                "type": "Associated organization",
                "description": "Yelp / Zhang et al. is the organization, project community or institutional context associated with Yelp Review Polarity.",
                "evidence_level": "documentary"
            },
            {
                "target": "Language model evaluation and NLP data",
                "type": "Domain context",
                "description": "Yelp Review Polarity belongs to the Language model evaluation and NLP data layer of the intelligent-entity registry.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "Official or reference source",
                "url": "https://huggingface.co/datasets/yelp_polarity",
                "source_type": "Primary / Reference Source",
                "verification_status": "verified"
            }
        ]
    }
}

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