Papers with Code · CC BY-SA 4.0

SemEval-2010 Task-8

아카이브 평가 30건 · 마지막 적재/변경 2026-10-30

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
SP	F1 91.9	Relation Classification as Two-way Span-Prediction 2020-10-09	연결 없음
RIFRE	F1 91.3	Representation Iterative Fusion based on Heterogeneous Graph Neural Network for Joint Entity and Relation Extraction 2021-05-08	코드 1
REDN	F1 91	Downstream Model Design of Pre-trained Language Model for Relation Extraction Task 2020-04-08	코드 1
SPOT	F1 90.6	SPOT: Knowledge-Enhanced Language Representations for Information Extraction 2022-08-20	연결 없음
KLG	F1 90.5	Reviewing Labels: Label Graph Network with Top-k Prediction Set for Relation Extraction 2022-12-29	연결 없음
RELA	F1 90.4	Sequence Generation with Label Augmentation for Relation Extraction 2022-12-29	코드 1
Skeleton-Aware BERT	F1 90.36	Enhancing Relation Extraction Using Syntactic Indicators and Sentential Contexts 2019-12-04	코드 1
KnowPrompt	F1 90.3	KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction 2021-04-15	코드 1
LUKE	F1 90.3	SPOT: Knowledge-Enhanced Language Representations for Information Extraction 2022-08-20	연결 없음
EPGNN	F1 90.2	Improving Relation Classification by Entity Pair Graph 2019-11-17	연결 없음
RE-DMP + XLNet	F1 89.90	Improving Relation Extraction through Syntax-induced Pre-training with Dependency Masking 논문 날짜 미기재	코드 1
A-GCN + BERT	F1 89.85	Dependency-driven Relation Extraction with Attentive Graph Convolutional Networks 2021-08-01	코드 1
BERTEM+MTB	F1 89.5	Matching the Blanks: Distributional Similarity for Relation Learning 2019-06-07	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 · 코드 13
BERT	F1 89.4	SPOT: Knowledge-Enhanced Language Representations for Information Extraction 2022-08-20	연결 없음
R-BERT	F1 89.25	Enriching Pre-trained Language Model with Entity Information for Relation Classification 2019-05-20	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
CorefBERT	F1 89.2	SPOT: Knowledge-Enhanced Language Representations for Information Extraction 2022-08-20	연결 없음
KnowBert-W+W	F1 89.1	Knowledge Enhanced Contextual Word Representations 2019-09-09	코드 1
KnowBERT	F1 89.1	SPOT: Knowledge-Enhanced Language Representations for Information Extraction 2022-08-20	연결 없음
Entity-Aware BERT	F1 89.0	Extracting Multiple-Relations in One-Pass with Pre-Trained Transformers 2019-02-04	코드 1
SpanBERT	F1 88.8	SPOT: Knowledge-Enhanced Language Representations for Information Extraction 2022-08-20	연결 없음
RoBERTa	F1 88.7	SPOT: Knowledge-Enhanced Language Representations for Information Extraction 2022-08-20	연결 없음
Att-Pooling-CNN	F1 88.0	Relation Classification via Multi-Level Attention CNNs 2016-08-01	연결 없음
SpanRel	F1 87.4	Generalizing Natural Language Analysis through Span-relation Representations 2019-11-10	코드 1 · 코드 2 · 코드 3
TRE	F1 87:1	Improving Relation Extraction by Pre-trained Language Representations 2019-06-07	코드 1
Entity Attention Bi-LSTM	F1 85.2	Semantic Relation Classification via Bidirectional LSTM Networks with Entity-aware Attention using Latent Entity Typing 2019-01-23	코드 1 · 코드 2 · 코드 3
Attention CNN	F1 84.3	Attention-Based Convolutional Neural Network for Semantic Relation Extraction 2016-12-01	코드 1
CR-CNN	F1 84.1	Classifying Relations by Ranking with Convolutional Neural Networks 2015-04-24	코드 1 · 코드 2
Attention Bi-LSTM	F1 84.0	Attention-Based Bidirectional Long Short-Term Memory Networks for Relation Classification 2016-08-01	코드 1
CNN	F1 82.7	Relation Classification via Convolutional Deep Neural Network 2014-08-01	코드 1 · 코드 2
Bi-LSTM	F1 82.7	Bidirectional Long Short-Term Memory Networks for Relation Classification 2015-10-01	연결 없음