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아카이브 평가 40건 · 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
RAG4RE	F1 86.6	Retrieval-Augmented Generation-based Relation Extraction 2024-04-20	코드 1
DeepStruct multi-task w/ finetune	F1 76.8	DeepStruct: Pretraining of Language Models for Structure Prediction 2022-05-21	코드 1
UNiST (LARGE)	F1 75.5	Unified Semantic Typing with Meaningful Label Inference 2022-05-04	코드 1
RE-MC	F1 75.4	Enhancing Targeted Minority Class Prediction in Sentence-Level Relation Extraction 2022-06-29	코드 1
GenPT (T5)	F1 75.3	Generative Prompt Tuning for Relation Classification 2022-10-22	코드 1
RECENT+SpanBERT	F1 75.2	Relation Classification with Entity Type Restriction 2021-05-18	연결 없음
SuRE (PEGASUS-large)	F1 75.1 F1 (Zero-Shot) 20.6 F1 (1% Few-Shot) 52 F1 (5% Few-Shot) 64.9 F1 (10% Few-Shot) 70.7	Summarization as Indirect Supervision for Relation Extraction 2022-05-19	코드 1
EXOBRAIN	F1 75.0	Improving Sentence-Level Relation Extraction through Curriculum Learning 2021-07-20	연결 없음
Relation Reduction	F1 74.8	Relation Classification as Two-way Span-Prediction 2020-10-09	연결 없음
RoBERTa-large-typed-marker	F1 74.6	An Improved Baseline for Sentence-level Relation Extraction 2021-02-02	코드 1
NLI_DeBERTa	F1 73.9 F1 (Zero-Shot) 62.8 F1 (1% Few-Shot) 63.7 F1 (5% Few-Shot) 69.0 F1 (10% Few-Shot) 67.9	Label Verbalization and Entailment for Effective Zero- and Few-Shot Relation Extraction 2021-09-08	코드 1
Noise-robust Co-regularization + BERT-large	F1 73.0	Learning from Noisy Labels for Entity-Centric Information Extraction 2021-04-17	코드 1
DeNERT-KG	F1 72.4	DeNERT-KG: Named Entity and Relation Extraction Model Using DQN, Knowledge Graph, and BERT 2020-09-15	연결 없음
K-ADAPTER (F+L)	F1 72.04 F1 (1% Few-Shot) 13.8 F1 (5% Few-Shot) 45.1 F1 (10% Few-Shot) 56.0	K-Adapter: Infusing Knowledge into Pre-Trained Models with Adapters 2020-02-05	코드 1 · 코드 2
TANL	F1 71.9	Structured Prediction as Translation between Augmented Natural Languages 2021-01-14	코드 1 · 코드 2
KEPLER	F1 71.7	KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation 2019-11-13	코드 1
BERTEM+MTB	F1 71.5 F1 (1% Few-Shot) 43.4 F1 (10% Few-Shot) 64.8	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
KnowBert-W+W	F1 71.5	Knowledge Enhanced Contextual Word Representations 2019-09-09	코드 1
DG-SpanBERT-large	F1 71.5	Efficient long-distance relation extraction with DG-SpanBERT 2020-04-07	연결 없음
RELA	F1 71.2	Sequence Generation with Label Augmentation for Relation Extraction 2022-12-29	코드 1
NLI_RoBERTa	F1 71.0	Label Verbalization and Entailment for Effective Zero- and Few-Shot Relation Extraction 2021-09-08	코드 1
SpanBERT-large	F1 70.8	SpanBERT: Improving Pre-training by Representing and Predicting Spans 2019-07-24	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
GDPNet	F1 70.5	GDPNet: Refining Latent Multi-View Graph for Relation Extraction 2020-12-12	코드 1
Contrastive Pre-training	F1 69.5	Learning from Context or Names? An Empirical Study on Neural Relation Extraction 2020-10-05	코드 1
R-BERT	F1 69.4	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
C-GCN + PA-LSTM	F1 68.2	Graph Convolution over Pruned Dependency Trees Improves Relation Extraction 2018-09-26	코드 1
C-AGGCN	F1 68.2	Attention Guided Graph Convolutional Networks for Relation Extraction 2019-06-18	코드 1 · 코드 2
ERNIE	F1 67.97	ERNIE: Enhanced Language Representation with Informative Entities 2019-05-17	코드 1 · 코드 2
BERT-LSTM-base	F1 67.8	Simple BERT Models for Relation Extraction and Semantic Role Labeling 2019-04-10	코드 1 · 코드 2 · 코드 3
SA-LSTM+D	F1 67.6	Beyond Word Attention: Using Segment Attention in Neural Relation Extraction 2019-08-10	코드 1