Papers with Code 아카이브

Relation Extraction

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하위 태스크
15
평가표
51
보존된 평가 기록
373

Relation Extraction is the task of predicting attributes and relations for entities in a sentence. For example, given a sentence “Barack Obama was born in Honolulu, Hawaii.”, a relation classifier aims at predicting the relation of “bornInCity”. Relation Extraction is the key component for building relation knowledge graphs, and it is of crucial significance to natural language processing applications such as structured search, sentiment analysis, question answering, and summarization.

Source: Deep Residual Learning for Weakly-Supervised Relation Extraction

평가 결과

데이터셋과 평가 조건을 선택해 성능·논문·코드를 비교하세요. 보존된 Papers with Code 기록으로, 최신 순위는 아닙니다.

DocRED

원본 태스크: Relation Extraction

평가 기록 61건

TACRED

원본 태스크: Relation Extraction

평가 기록 40건

ACE 2005

원본 태스크: Relation Extraction

평가 기록 30건

Vinoground

원본 태스크: Relation Extraction / Temporal Relation Extraction

평가 기록 24건

DialogRE

원본 태스크: Relation Extraction / Dialog Relation Extraction

평가 기록 17건

TACRED

원본 태스크: Relation Extraction / Relation Classification

평가 기록 17건

CoNLL04

원본 태스크: Relation Extraction

평가 기록 16건

WebNLG

원본 태스크: Relation Extraction

평가 기록 14건

ChemProt

원본 태스크: Relation Extraction

평가 기록 13건

ACE 2004

원본 태스크: Relation Extraction

평가 기록 11건

NYT11-HRL

원본 태스크: Relation Extraction

평가 기록 11건

SciERC

원본 태스크: Relation Extraction / Joint Entity and Relation Extraction

평가 기록 11건

CDR

원본 태스크: Relation Extraction

평가 기록 10건

WebNLG 3.0

원본 태스크: Relation Extraction / Joint Entity and Relation Extraction

평가 기록 10건

FUNSD

원본 태스크: Relation Extraction

평가 기록 9건

GDA

원본 태스크: Relation Extraction

평가 기록 9건

New York Times Corpus

원본 태스크: Relation Extraction / Relationship Extraction (Distant Supervised)

평가 기록 9건

NYT10-HRL

원본 태스크: Relation Extraction

평가 기록 9건

Re-TACRED

원본 태스크: Relation Extraction

평가 기록 9건

NYT

원본 태스크: Relation Extraction

평가 기록 8건

ReDocRED

원본 태스크: Relation Extraction

평가 기록 8건

NYT Corpus

원본 태스크: Relation Extraction

평가 기록 7건

DocRED

원본 태스크: Relation Extraction / Joint Entity and Relation Extraction

평가 기록 6건

SemEval 2010 Task 8

원본 태스크: Relation Extraction / Relation Classification

평가 기록 6건

FewRel

원본 태스크: Relation Extraction / Relation Classification

평가 기록 5건

NYT

원본 태스크: Relation Extraction / Joint Entity and Relation Extraction

평가 기록 5건

HyperRED

원본 태스크: Relation Extraction / Hyper-Relational Extraction

평가 기록 4건

MATRES

원본 태스크: Relation Extraction / Temporal Relation Extraction / Temporal Relation Classification

평가 기록 4건

NYT21

원본 태스크: Relation Extraction

평가 기록 4건

ACE2005

원본 태스크: Relation Extraction / Joint Entity and Relation Extraction

평가 기록 3건

ADE Corpus

원본 태스크: Relation Extraction / Joint Entity and Relation Extraction

평가 기록 3건

ChemDisGene

원본 태스크: Relation Extraction / Document-level Relation Extraction / Document-level RE with incomplete labeling

평가 기록 3건

CoNLL04

원본 태스크: Relation Extraction / Joint Entity and Relation Extraction

평가 기록 3건

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