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dialog-relation-extraction-on-dialogre

Relation ExtractionDialog Relation Extraction
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PaperCodeF1 (v2)F1c (v2)F1 (v1)F1c (v1)F1 (Chinese)ModelNameReleaseDate
Hierarchical Dialogue Understanding with Special Tokens and Turn-level Attention✓ Link77.168.2HiDialog2023-04-29
GRASP: Guiding model with RelAtional Semantics using Prompt for Dialogue Relation Extraction✓ Link75.567.875.166.7GRASP_Large2022-08-26
Global inference with explicit syntactic and discourse structures for dialogue-level relation extraction✓ Link74.569.8DiaRE-D2G2022-07-30
Graph Based Network with Contextualized Representations of Turns in Dialogue✓ Link73.165.9TUCORE-GCN_RoBERTa2021-09-09
SocAoG: Incremental Graph Parsing for Social Relation Inference in Dialogues69.166.5SocAoG2021-06-02
GRASP: Guiding model with RelAtional Semantics using Prompt for Dialogue Relation Extraction✓ Link69.061.769.262.4GRASP_Base2022-08-26
D-REX: Dialogue Relation Extraction with Explanations✓ Link67.2D-REX_RoBERTa2021-09-10
Semantic Representation for Dialogue Modeling✓ Link67.161.167.361.4Dual2021-05-21
An Embarrassingly Simple Model for Dialogue Relation Extraction✓ Link66.763.366.365.2SimpleRE2020-12-27
Graph Based Network with Contextualized Representations of Turns in Dialogue✓ Link65.560.2TUCORE-GCN_BERT2021-09-09
D-REX: Dialogue Relation Extraction with Explanations✓ Link65.2Joint_RoBERTa2021-09-10
KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction✓ Link66.0KnowPrompt2021-04-15
GDPNet: Refining Latent Multi-View Graph for Relation Extraction✓ Link64.960.1GDPNet2020-12-12
Document-Level Relation Extraction with Sentences Importance Estimation and Focusing✓ Link61.858.4BERT+SIEF2022-04-27
Dialogue-Based Relation Extraction✓ Link61.255.4BERTS2020-04-17
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention Networks✓ Link56.150.7DHGAT2020-09-10
Dialogue-Based Relation Extraction✓ Link48.645BiLSTM2020-04-17
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