| DREEAM: Guiding Attention with Evidence for Improving Document-Level Relation Extraction | ✓ Link | 67.53 | 65.47 | DREEAM | 2023-02-17 |
| Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge Distillation | ✓ Link | 67.28 | 65.24 | KD-Rb-l | 2022-03-21 |
| Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction | ✓ Link | 65.92 | 63.78 | SSAN-RoBERTa-large+Adaptation | 2021-02-20 |
| SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction | ✓ Link | 65.11 | 63.44 | SAIS-RoBERTa-large | 2021-09-24 |
| Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion | ✓ Link | 64.79 | 62.85 | Eider-RoBERTa-large | 2021-06-16 |
| Document-level Relation Extraction as Semantic Segmentation | ✓ Link | 64.55 | 62.4 | DocuNet-RoBERTa-large | 2021-06-07 |
| Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning | | 63.89 | 61.96 | CGM2IR-RoBERTalarge | 2022-01-13 |
| Document-Level Relation Extraction with Structure Enhanced Transformer Encoder | | 63.74 | 61.78 | SETE-Roberta-large | 2022-07-11 |
| Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling | ✓ Link | 63.40 | 61.39 | ATLOP-RoBERTa-large | 2020-10-21 |
| A Masked Image Reconstruction Network for Document-level Relation Extraction | | 63.15 | 61.03 | DRE-MIR-BERTbase | 2022-04-21 |
| SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction | ✓ Link | 62.77 | 60.96 | SAIS-BERT-base | 2021-09-24 |
| Double Graph Based Reasoning for Document-level Relation Extraction | ✓ Link | 62.76 | 60.31 | GAIN-BERT-large | 2020-09-29 |
| A Densely Connected Criss-Cross Attention Network for Document-level Relation Extraction | | 62.55 | 60.46 | Dense-CCNet-BERTbase | 2022-03-26 |
| Entity and Evidence Guided Relation Extraction for DocRED | | 62.50 | 60.30 | E2GRE-RoBERTa-large | 2020-08-27 |
| Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion | ✓ Link | 62.47 | 60.42 | Eider-BERT-base | 2021-06-16 |
| SagDRE: Sequence-Aware Graph-Based Document-Level Relation Extraction with Adaptive Margin Loss | ✓ Link | 62.32 | 60.11 | SagDRE | 2021-11-16 |
| Document-Level Relation Extraction with Sentences Importance Estimation and Focusing | ✓ Link | 62.29 | 59.87 | GAIN+SIEF | 2022-04-27 |
| Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning | | 62.06 | 60.24 | CGM2IR-BERTbase | 2022-01-13 |
| SIRE: Separate Intra- and Inter-sentential Reasoning for Document-level Relation Extraction | ✓ Link | 62.05 | 60.18 | SIRE-BERT-base | 2021-06-03 |
| MRN: A Locally and Globally Mention-Based Reasoning Network for Document-Level Relation Extraction | ✓ Link | 61.74 | 59.52 | MRN+BERT | |
| Learning Logic Rules for Document-level Relation Extraction | ✓ Link | 61.45 | 59.48 | ATLOP + LogiRE | 2021-11-09 |
| Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction | ✓ Link | 61.42 | 59.47 | SSAN-RoBERTa-large | 2021-02-20 |
| Enhancing Document-level Relation Extraction by Entity Knowledge Injection | ✓ Link | 61.39 | 59.35 | ATLOP + KIRE | 2022-07-23 |
| Discriminative Reasoning for Document-level Relation Extraction | ✓ Link | 61.37 | 59.15 | DRN-BERT-base | 2021-06-03 |
| Improving Long Tailed Document-Level Relation Extraction via Easy Relation Augmentation and Contrastive Learning | | 61.36 | 59.08 | ERACL | 2022-05-21 |
| Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling | ✓ Link | 61.30 | 59.31 | ATLOP-BERT-base | 2020-10-21 |
| Double Graph Based Reasoning for Document-level Relation Extraction | ✓ Link | 61.24 | 59.00 | GAIN-BERT | 2020-09-29 |
| CorefDRE: Document-level Relation Extraction with coreference resolution | | 60.82 | 60.78 | CorefDRE- BERT | 2022-02-22 |
| Learning Logic Rules for Document-level Relation Extraction | ✓ Link | 60.61 | 58.62 | GAIN + LogiRE | 2021-11-09 |
| An End-to-end Model for Entity-level Relation Extraction using Multi-instance Learning | ✓ Link | 60.40 | 58.44 | JEREX-BERT-base | 2021-02-11 |
| Coreferential Reasoning Learning for Language Representation | ✓ Link | 60.25 | 57.90 | CorefRoBERTa-large | 2020-04-15 |
| Multi-view Inference for Relation Extraction with Uncertain Knowledge | ✓ Link | 59.99 | 58.05 | MIUK | 2021-04-28 |
| Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction | ✓ Link | 59.94 | 57.71 | SSAN-RoBERTa-base | 2021-02-20 |
| Coarse-to-Fine Entity Representations for Document-level Relation Extraction | ✓ Link | 59.82 | 57.89 | CFER-BERT-base | 2020-12-04 |
| Document-Level Relation Extraction with Reconstruction | ✓ Link | 59.45 | 57.12 | HeterGSAN+Reconstruction+BERT-base | 2020-12-21 |
| Fine-grained Contrastive Learning for Relation Extraction | ✓ Link | 59.4 | 57.1 | FineCL | 2022-05-25 |
| Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction | ✓ Link | 59.29 | 57.02 | SSAN+RSMAN | 2022-05-28 |
| Reasoning with Latent Structure Refinement for Document-Level Relation Extraction | ✓ Link | 59.05 | 56.97 | LSR+BERT-base | 2020-05-13 |
| Global-to-Local Neural Networks for Document-Level Relation Extraction | ✓ Link | 59.0 | 56.8 | GLRE-XLNet-Large | 2020-09-22 |
| Coreferential Reasoning Learning for Language Representation | ✓ Link | 58.83 | 56.40 | CorefBERT-large | 2020-04-15 |
| Entity and Evidence Guided Relation Extraction for DocRED | | 58.72 | 55.22 | E2GRE-BERT-base | 2020-08-27 |
| Improving Document-level Relation Extraction via Contextualizing Mention Representations and Weighting Mention Pairs | ✓ Link | 58.7 | 56.7 | EncAttAgg | 2020-08-09 |
| MRN: A Locally and Globally Mention-Based Reasoning Network for Document-Level Relation Extraction | ✓ Link | 58.46 | 56.19 | MRN | |
| Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction | ✓ Link | 58.16 | 55.84 | SSAN-BERT-base | 2021-02-20 |
| Dual Supervision Framework for Relation Extraction with Distant Supervision and Human Annotation | ✓ Link | 57.74 | | DUAL+BERT-base | 2020-11-24 |
| Coreferential Reasoning Learning for Language Representation | ✓ Link | 56.96 | 54.54 | CorefBERT-base | 2020-04-15 |
| Discriminative Reasoning for Document-level Relation Extraction | ✓ Link | 56.33 | 54.35 | DRN-GloVe | 2021-06-03 |
| Three Sentences Are All You Need: Local Path Enhanced Document Relation Extraction | ✓ Link | 56.23 | | Paths+BiLSTM-GloVe | 2021-06-03 |
| SIRE: Separate Intra- and Inter-sentential Reasoning for Document-level Relation Extraction | ✓ Link | 55.96 | 54.04 | SIRE-GloVe | 2021-06-03 |
| Coarse-to-Fine Entity Representations for Document-level Relation Extraction | ✓ Link | 55.75 | 53.43 | CFER-GloVe | 2020-12-04 |
| HIN: Hierarchical Inference Network for Document-Level Relation Extraction | | 55.60 | 53.70 | HIN-BERT-base | 2020-03-28 |
| Document-Level Relation Extraction with Reconstruction | ✓ Link | 55.23 | 53.27 | HeterGSAN+Reconstruction | 2020-12-21 |
| Double Graph Based Reasoning for Document-level Relation Extraction | ✓ Link | 55.08 | 52.66 | GAIN-GloVe | 2020-09-29 |
| Reasoning with Latent Structure Refinement for Document-Level Relation Extraction | ✓ Link | 54.18 | 52.15 | LSR+GloVe | 2020-05-13 |
| Fine-tune Bert for DocRED with Two-step Process | ✓ Link | 53.92 | 54.42 | Two-Step+BERT-base | 2019-09-26 |
| HIN: Hierarchical Inference Network for Document-Level Relation Extraction | | 53.30 | 51.15 | HIN-GloVe | 2020-03-28 |
| Fine-tune Bert for DocRED with Two-step Process | ✓ Link | 53.22 | 56.17 | BERT-base | 2019-09-26 |
| GREG: A Global Level Relation Extraction with Knowledge Graph Embedding | | 52.88 | | GREG | 2020-02-10 |
| DocRED: A Large-Scale Document-Level Relation Extraction Dataset | ✓ Link | 51.06 | 44.73 | BiLSTM | 2019-06-14 |
| DocRED: A Large-Scale Document-Level Relation Extraction Dataset | ✓ Link | 50.64 | 43.93 | DocRED-Context-Aware | 2019-06-14 |
| DocRED: A Large-Scale Document-Level Relation Extraction Dataset | ✓ Link | 50.12 | 43.60 | BiLSTM | 2019-06-14 |
| DocRED: A Large-Scale Document-Level Relation Extraction Dataset | ✓ Link | 42.33 | 36.44 | DocRED-CNN | 2019-06-14 |