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SOTA
Dialog Relation Extraction
Dialog Relation Extraction On Dialogre
Dialog Relation Extraction On Dialogre
評価指標
F1 (v1)
F1c (v1)
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
Columns
モデル名
F1 (v1)
F1c (v1)
Paper Title
Repository
BERTS
61.2
55.4
Dialogue-Based Relation Extraction
BERT+SIEF
61.8
58.4
Document-Level Relation Extraction with Sentences Importance Estimation and Focusing
Dual
67.3
61.4
Semantic Representation for Dialogue Modeling
HiDialog
-
-
Hierarchical Dialogue Understanding with Special Tokens and Turn-level Attention
-
GRASP_Large
75.1
66.7
GRASP: 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_Base
69.2
62.4
GRASP: Guiding model with RelAtional Semantics using Prompt for Dialogue Relation Extraction
SocAoG
-
-
SocAoG: Incremental Graph Parsing for Social Relation Inference in Dialogues
-
SimpleRE
66.3
-
An Embarrassingly Simple Model for Dialogue Relation Extraction
GDPNet
64.9
60.1
GDPNet: Refining Latent Multi-View Graph for Relation Extraction
-
Joint_RoBERTa
-
-
D-REX: Dialogue Relation Extraction with Explanations
BiLSTM
48.6
45
Dialogue-Based Relation Extraction
DHGAT
56.1
50.7
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention Networks
-
KnowPrompt
66.0
-
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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