← Relation Extraction
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DocRED

아카이브 평가 61건 · 마지막 적재/변경

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.

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원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
DREEAM
F1
67.53
Ign F1
65.47
DREEAM: Guiding Attention with Evidence for Improving Document-Level Relation Extraction
2023-02-17
코드 1
KD-Rb-l
F1
67.28
Ign F1
65.24
Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge Distillation
2022-03-21
코드 1
SSAN-RoBERTa-large+Adaptation
F1
65.92
Ign F1
63.78
Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction
2021-02-20
코드 1 · 코드 2 · 코드 3
SAIS-RoBERTa-large
F1
65.11
Ign F1
63.44
SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction
2021-09-24
코드 1
Eider-RoBERTa-large
F1
64.79
Ign F1
62.85
Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion
2021-06-16
코드 1
DocuNet-RoBERTa-large
F1
64.55
Ign F1
62.4
Document-level Relation Extraction as Semantic Segmentation
2021-06-07
코드 1 · 코드 2
CGM2IR-RoBERTalarge
F1
63.89
Ign F1
61.96
Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning
2022-01-13
연결 없음
SETE-Roberta-large
F1
63.74
Ign F1
61.78
Document-Level Relation Extraction with Structure Enhanced Transformer Encoder
2022-07-11
연결 없음
ATLOP-RoBERTa-large
F1
63.40
Ign F1
61.39
Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling
2020-10-21
코드 1
DRE-MIR-BERTbase
F1
63.15
Ign F1
61.03
A Masked Image Reconstruction Network for Document-level Relation Extraction
2022-04-21
연결 없음
SAIS-BERT-base
F1
62.77
Ign F1
60.96
SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction
2021-09-24
코드 1
GAIN-BERT-large
F1
62.76
Ign F1
60.31
Double Graph Based Reasoning for Document-level Relation Extraction
2020-09-29
코드 1 · 코드 2
Dense-CCNet-BERTbase
F1
62.55
Ign F1
60.46
A Densely Connected Criss-Cross Attention Network for Document-level Relation Extraction
2022-03-26
연결 없음
E2GRE-RoBERTa-large
F1
62.50
Ign F1
60.30
Entity and Evidence Guided Relation Extraction for DocRED
2020-08-27
연결 없음
Eider-BERT-base
F1
62.47
Ign F1
60.42
Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion
2021-06-16
코드 1
SagDRE
F1
62.32
Ign F1
60.11
SagDRE: Sequence-Aware Graph-Based Document-Level Relation Extraction with Adaptive Margin Loss
2021-11-16
코드 1
GAIN+SIEF
F1
62.29
Ign F1
59.87
Document-Level Relation Extraction with Sentences Importance Estimation and Focusing
2022-04-27
코드 1
CGM2IR-BERTbase
F1
62.06
Ign F1
60.24
Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning
2022-01-13
연결 없음
SIRE-BERT-base
F1
62.05
Ign F1
60.18
SIRE: Separate Intra- and Inter-sentential Reasoning for Document-level Relation Extraction
2021-06-03
코드 1
MRN+BERT
F1
61.74
Ign F1
59.52
MRN: A Locally and Globally Mention-Based Reasoning Network for Document-Level Relation Extraction
논문 날짜 미기재
코드 1
ATLOP + LogiRE
F1
61.45
Ign F1
59.48
Learning Logic Rules for Document-level Relation Extraction
2021-11-09
코드 1
SSAN-RoBERTa-large
F1
61.42
Ign F1
59.47
Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction
2021-02-20
코드 1 · 코드 2 · 코드 3
ATLOP + KIRE
F1
61.39
Ign F1
59.35
Enhancing Document-level Relation Extraction by Entity Knowledge Injection
2022-07-23
코드 1
DRN-BERT-base
F1
61.37
Ign F1
59.15
Discriminative Reasoning for Document-level Relation Extraction
2021-06-03
코드 1 · 코드 2
ERACL
F1
61.36
Ign F1
59.08
Improving Long Tailed Document-Level Relation Extraction via Easy Relation Augmentation and Contrastive Learning
2022-05-21
연결 없음
ATLOP-BERT-base
F1
61.30
Ign F1
59.31
Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling
2020-10-21
코드 1
GAIN-BERT
F1
61.24
Ign F1
59.00
Double Graph Based Reasoning for Document-level Relation Extraction
2020-09-29
코드 1 · 코드 2
CorefDRE- BERT
F1
60.82
Ign F1
60.78
CorefDRE: Document-level Relation Extraction with coreference resolution
2022-02-22
연결 없음
GAIN + LogiRE
F1
60.61
Ign F1
58.62
Learning Logic Rules for Document-level Relation Extraction
2021-11-09
코드 1
JEREX-BERT-base
F1
60.40
Ign F1
58.44
An End-to-end Model for Entity-level Relation Extraction using Multi-instance Learning
2021-02-11
코드 1