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DocRED

아카이브 평가 61건 · 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
CorefRoBERTa-large	F1 60.25 Ign F1 57.90	Coreferential Reasoning Learning for Language Representation 2020-04-15	코드 1 · 코드 2
MIUK	F1 59.99 Ign F1 58.05	Multi-view Inference for Relation Extraction with Uncertain Knowledge 2021-04-28	코드 1
SSAN-RoBERTa-base	F1 59.94 Ign F1 57.71	Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction 2021-02-20	코드 1 · 코드 2 · 코드 3
CFER-BERT-base	F1 59.82 Ign F1 57.89	Coarse-to-Fine Entity Representations for Document-level Relation Extraction 2020-12-04	코드 1
HeterGSAN+Reconstruction+BERT-base	F1 59.45 Ign F1 57.12	Document-Level Relation Extraction with Reconstruction 2020-12-21	코드 1
FineCL	F1 59.4 Ign F1 57.1	Fine-grained Contrastive Learning for Relation Extraction 2022-05-25	코드 1
SSAN+RSMAN	F1 59.29 Ign F1 57.02	Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction 2022-05-28	코드 1
LSR+BERT-base	F1 59.05 Ign F1 56.97	Reasoning with Latent Structure Refinement for Document-Level Relation Extraction 2020-05-13	코드 1 · 코드 2
GLRE-XLNet-Large	F1 59.0 Ign F1 56.8	Global-to-Local Neural Networks for Document-Level Relation Extraction 2020-09-22	코드 1
CorefBERT-large	F1 58.83 Ign F1 56.40	Coreferential Reasoning Learning for Language Representation 2020-04-15	코드 1 · 코드 2
E2GRE-BERT-base	F1 58.72 Ign F1 55.22	Entity and Evidence Guided Relation Extraction for DocRED 2020-08-27	연결 없음
EncAttAgg	F1 58.7 Ign F1 56.7	Improving Document-level Relation Extraction via Contextualizing Mention Representations and Weighting Mention Pairs 2020-08-09	코드 1
MRN	F1 58.46 Ign F1 56.19	MRN: A Locally and Globally Mention-Based Reasoning Network for Document-Level Relation Extraction 논문 날짜 미기재	코드 1
SSAN-BERT-base	F1 58.16 Ign F1 55.84	Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction 2021-02-20	코드 1 · 코드 2 · 코드 3
DUAL+BERT-base	F1 57.74	Dual Supervision Framework for Relation Extraction with Distant Supervision and Human Annotation 2020-11-24	코드 1
CorefBERT-base	F1 56.96 Ign F1 54.54	Coreferential Reasoning Learning for Language Representation 2020-04-15	코드 1 · 코드 2
DRN-GloVe	F1 56.33 Ign F1 54.35	Discriminative Reasoning for Document-level Relation Extraction 2021-06-03	코드 1 · 코드 2
Paths+BiLSTM-GloVe	F1 56.23	Three Sentences Are All You Need: Local Path Enhanced Document Relation Extraction 2021-06-03	코드 1
SIRE-GloVe	F1 55.96 Ign F1 54.04	SIRE: Separate Intra- and Inter-sentential Reasoning for Document-level Relation Extraction 2021-06-03	코드 1
CFER-GloVe	F1 55.75 Ign F1 53.43	Coarse-to-Fine Entity Representations for Document-level Relation Extraction 2020-12-04	코드 1
HIN-BERT-base	F1 55.60 Ign F1 53.70	HIN: Hierarchical Inference Network for Document-Level Relation Extraction 2020-03-28	연결 없음
HeterGSAN+Reconstruction	F1 55.23 Ign F1 53.27	Document-Level Relation Extraction with Reconstruction 2020-12-21	코드 1
GAIN-GloVe	F1 55.08 Ign F1 52.66	Double Graph Based Reasoning for Document-level Relation Extraction 2020-09-29	코드 1 · 코드 2
LSR+GloVe	F1 54.18 Ign F1 52.15	Reasoning with Latent Structure Refinement for Document-Level Relation Extraction 2020-05-13	코드 1 · 코드 2
Two-Step+BERT-base	F1 53.92 Ign F1 54.42	Fine-tune Bert for DocRED with Two-step Process 2019-09-26	코드 1
HIN-GloVe	F1 53.30 Ign F1 51.15	HIN: Hierarchical Inference Network for Document-Level Relation Extraction 2020-03-28	연결 없음
BERT-base	F1 53.22 Ign F1 56.17	Fine-tune Bert for DocRED with Two-step Process 2019-09-26	코드 1
GREG	F1 52.88	GREG: A Global Level Relation Extraction with Knowledge Graph Embedding 2020-02-10	연결 없음
BiLSTM	F1 50.12 Ign F1 43.60	DocRED: A Large-Scale Document-Level Relation Extraction Dataset 2019-06-14	코드 1 · 코드 2 · 코드 3 · 코드 4
DocRED-Context-Aware	F1 50.64 Ign F1 43.93	DocRED: A Large-Scale Document-Level Relation Extraction Dataset 2019-06-14	코드 1 · 코드 2 · 코드 3 · 코드 4