← Relation Extraction

Papers with Code · CC BY-SA 4.0

Adverse Drug Events (ADE) Corpus

아카이브 평가 15건 · 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
ITER	RE+ Macro F1 85.6 ± 1.42 NER Macro F1 92.63 ± 0.89	ITER: Iterative Transformer-based Entity Recognition and Relation Extraction 2024-11-11	코드 1
PFN (ALBERT XXL, average aggregation)	RE+ Macro F1 83.9 NER Macro F1 91.5	An Information Extraction Study: Take In Mind the Tokenization! 2023-03-27	코드 1
Deeper	RE+ Macro F1 83.74 NER Macro F1 89.48	Deeper Task-Specificity Improves Joint Entity and Relation Extraction 2020-02-15	코드 1
PFN (ALBERT XXL, no aggregation)	RE+ Macro F1 83.2 NER Macro F1 91.3	A Partition Filter Network for Joint Entity and Relation Extraction 2021-08-27	코드 1
SpERT.PL (without overlap and BioBERT)	RE+ Macro F1 82.39 NER Macro F1 91.14	Joint Entity and Relation Extraction from Scientific Documents: Role of Linguistic Information and Entity Types 2021-09-30	코드 1
REBEL (including overlapping entities)	RE+ Macro F1 82.2	REBEL: Relation Extraction By End-to-end Language generation 2021-10-29	코드 1
SpERT.PL (with overlap and BioBERT)	RE+ Macro F1 82.03 NER Macro F1 91.17	Joint Entity and Relation Extraction from Scientific Documents: Role of Linguistic Information and Entity Types 2021-09-30	코드 1
CMAN	RE+ Macro F1 81.14 NER Macro F1 89.40	Modeling Dense Cross-Modal Interactions for Joint Entity-Relation Extraction 2020-07-01	연결 없음
Table-Sequence	RE+ Macro F1 80.1 NER Macro F1 89.7 RE Macro F1 80.1	Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders 2020-10-08	코드 1 · 코드 2
CLDR + CLNER	RE+ Macro F1 79.97 NER Macro F1 88.3	Imposing Relation Structure in Language-Model Embeddings Using Contrastive Learning 2021-09-02	코드 1
SpERT (without overlap)	RE+ Macro F1 79.24 NER Macro F1 89.25	Span-based Joint Entity and Relation Extraction with Transformer Pre-training 2019-09-17	코드 1 · 코드 2 · 코드 3
SpERT (with overlap)	RE+ Macro F1 78.84 NER Macro F1 89.28	Span-based Joint Entity and Relation Extraction with Transformer Pre-training 2019-09-17	코드 1 · 코드 2 · 코드 3
Relation-Metric	RE+ Macro F1 77.19 NER Macro F1 87.02	Neural Metric Learning for Fast End-to-End Relation Extraction 2019-05-17	연결 없음
multi-head + AT	RE+ Macro F1 75.52 NER Macro F1 86.73	Adversarial training for multi-context joint entity and relation extraction 2018-08-21	코드 1
multi-head	RE+ Macro F1 74.58 NER Macro F1 86.40	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