← Relation Extraction

Papers with Code · CC BY-SA 4.0

CoNLL04

아카이브 평가 16건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
REBEL	RE+ Micro F1 75.4 RE+ Macro F1 76.65	REBEL: Relation Extraction By End-to-end Language generation 2021-10-29	코드 1
Table-Sequence	NER Macro F1 86.9 RE+ Micro F1 73.6 RE+ Macro F1 75.4 NER Micro F1 90.1	Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders 2020-10-08	코드 1 · 코드 2
SpERT	NER Macro F1 86.25 RE+ Micro F1 71.47 RE+ Macro F1 72.87 NER Micro F1 88.94	Span-based Joint Entity and Relation Extraction with Transformer Pre-training 2019-09-17	코드 1 · 코드 2 · 코드 3
Deeper	NER Macro F1 87 RE+ Micro F1 71.08 RE+ Macro F1 72.63 NER Micro F1 89.78	Deeper Task-Specificity Improves Joint Entity and Relation Extraction 2020-02-15	코드 1
Biaffine attention	NER Macro F1 86.2 RE+ Macro F1 64.4	End-to-end neural relation extraction using deep biaffine attention 2018-12-29	코드 1
Relation-Metric with AT	NER Macro F1 84.15 RE+ Macro F1 62.29	Neural Metric Learning for Fast End-to-End Relation Extraction 2019-05-17	연결 없음
multi-head	NER Macro F1 83.9 RE+ Macro F1 62.04	Joint entity recognition and relation extraction as a multi-head selection problem 2018-04-20	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
multi-head + AT	NER Macro F1 83.6 RE+ Macro F1 61.95	Adversarial training for multi-context joint entity and relation extraction 2018-08-21	코드 1
ReLiK-Large	RE+ Micro F1 78.1	ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget 2024-07-31	코드 1 · 코드 2
ASP+T0-3B	RE+ Micro F1 76.3 NER Micro F1 90.3	Autoregressive Structured Prediction with Language Models 2022-10-26	코드 1
TablERT	RE+ Micro F1 72.6 NER Micro F1 90.2	Named Entity Recognition and Relation Extraction using Enhanced Table Filling by Contextualized Representations 2020-10-15	코드 1
TANL	RE+ Micro F1 72.6	Structured Prediction as Translation between Augmented Natural Languages 2021-01-14	코드 1 · 코드 2
TriMF	RE+ Micro F1 72.35 NER Micro F1 90.3	A Trigger-Sense Memory Flow Framework for Joint Entity and Relation Extraction 2021-01-25	코드 1
Multi-turn QA	RE+ Micro F1 68.9 NER Micro F1 87.8	Entity-Relation Extraction as Multi-Turn Question Answering 2019-05-14	코드 1
Global	RE+ Micro F1 67.8 NER Micro F1 85.6	End-to-End Neural Relation Extraction with Global Optimization 2017-09-01	연결 없음
Table Representation	RE+ Micro F1 61 NER Micro F1 80.7	Modeling Joint Entity and Relation Extraction with Table Representation 2014-10-01	연결 없음