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Dialog Relation Extraction On Dialogre

Metrics

F1 (v1)
F1c (v1)

Results

Performance results of various models on this benchmark

Paper TitleRepository
BERTS61.255.4Dialogue-Based Relation Extraction
BERT+SIEF61.858.4Document-Level Relation Extraction with Sentences Importance Estimation and Focusing
Dual67.361.4Semantic Representation for Dialogue Modeling
HiDialog--Hierarchical Dialogue Understanding with Special Tokens and Turn-level Attention
GRASP_Large75.166.7GRASP: Guiding model with RelAtional Semantics using Prompt for Dialogue Relation Extraction
TUCORE-GCN_RoBERTa--Graph Based Network with Contextualized Representations of Turns in Dialogue
GRASP_Base69.262.4GRASP: Guiding model with RelAtional Semantics using Prompt for Dialogue Relation Extraction
SocAoG--SocAoG: Incremental Graph Parsing for Social Relation Inference in Dialogues-
SimpleRE66.3-An Embarrassingly Simple Model for Dialogue Relation Extraction
GDPNet64.960.1GDPNet: Refining Latent Multi-View Graph for Relation Extraction
Joint_RoBERTa--D-REX: Dialogue Relation Extraction with Explanations
BiLSTM48.645Dialogue-Based Relation Extraction
DHGAT56.150.7Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention Networks
KnowPrompt66.0-KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction
DiaRE-D2G--Global inference with explicit syntactic and discourse structures for dialogue-level relation extraction-
D-REX_RoBERTa--D-REX: Dialogue Relation Extraction with Explanations
TUCORE-GCN_BERT--Graph Based Network with Contextualized Representations of Turns in Dialogue
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Dialog Relation Extraction On Dialogre | SOTA | HyperAI