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Emotion Recognition
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EmoryNLP
Emotion Recognition on EmoryNLP
Metric: Weighted-F1 (higher is better)
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Weighted-F1 (best first)
Weighted-F1 (worst first)
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Date (oldest first)
Model name (A→Z)
#
Model
↕
Weighted-F1
▼
Extra Data
Paper
Date
↕
Code
1
CKERC
42.08
No
CKERC : Joint Large Language Models with Commons...
2024-03-12
-
2
BiosERC
41.68
No
BiosERC: Integrating Biography Speakers Supporte...
2024-07-05
Code
3
InstructERC
41.39
No
InstructERC: Reforming Emotion Recognition in Co...
2023-09-21
Code
4
SPCL-CL-ERC
40.94
No
Supervised Prototypical Contrastive Learning for...
2022-10-17
Code
5
SACL-LSTM (one seed)
40.47
No
Supervised Adversarial Contrastive Learning for ...
2023-06-02
Code
6
EmotionIC
40.25
No
EmotionIC: emotional inertia and contagion-drive...
2023-03-20
Code
7
EACL
40.24
No
Emotion-Anchored Contrastive Learning Framework ...
2024-03-29
Code
8
GRASP_Large
40
No
GRASP: Guiding model with RelAtional Semantics u...
2022-08-26
Code
9
SACL-LSTM
39.65
No
Supervised Adversarial Contrastive Learning for ...
2023-06-02
Code
10
AccumWR
39.33
No
-
-
Code
11
TUCORE-GCN_RoBERTa
39.24
No
Graph Based Network with Contextualized Represen...
2021-09-09
Code
12
S+PAGE
39.14
No
S+PAGE: A Speaker and Position-Aware Graph Neura...
2021-12-23
-
13
CoG-BART
39.04
No
Contrast and Generation Make BART a Good Dialogu...
2021-12-21
Code
14
DAG-ERC
39.02
No
Directed Acyclic Graph Network for Conversationa...
2021-05-27
Code
15
SKAIG-ERC
38.88
No
-
-
Code
16
DialogueCRN+RoBERTa
38.79
No
DialogueCRN: Contextual Reasoning Networks for E...
2021-06-03
Code
17
TODKAT
38.69
Yes
Topic-Driven and Knowledge-Aware Transformer for...
2021-06-02
-
18
COSMIC
38.11
No
COSMIC: COmmonSense knowledge for eMotion Identi...
2020-10-06
Code
19
EmoOne-RoBERTa
38
No
The Emotion is Not One-hot Encoding: Learning wi...
2022-06-15
Code
20
CoMPM
37.37
No
CoMPM: Context Modeling with Speaker's Pre-train...
2021-08-26
Code
21
HiTrans
36.75
No
-
-
-
22
ERMC-DisGCN
36.38
No
-
-
-
23
TUCORE-GCN_BERT
36.01
No
Graph Based Network with Contextualized Represen...
2021-09-09
Code
24
BERT+MTL
35.92
No
Multi-Task Learning with Auxiliary Speaker Ident...
2020-03-03
-
25
DialogXL
34.73
No
DialogXL: All-in-One XLNet for Multi-Party Conve...
2020-12-16
Code
26
GloVE+MTL
34.54
No
Multi-Task Learning with Auxiliary Speaker Ident...
2020-03-03
-
27
RGAT-ERC
34.42
No
-
-
Code
28
KET
34.39
Yes
Knowledge-Enriched Transformer for Emotion Detec...
2019-09-24
Code
#1
CKERC
SOTA
42.08
Weighted-F1
· 2024-03-12
CKERC : Joint Large Language Models with Commonsense Knowledge for Emotion Recognition in Conversation
#2
BiosERC
41.68
Weighted-F1
· 2024-07-05
BiosERC: Integrating Biography Speakers Supported by LLMs for ERC Tasks
Code
#3
InstructERC
SOTA
41.39
Weighted-F1
· 2023-09-21
InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language Models
Code
#4
SPCL-CL-ERC
SOTA
40.94
Weighted-F1
· 2022-10-17
Supervised Prototypical Contrastive Learning for Emotion Recognition in Conversation
Code
#5
SACL-LSTM (one seed)
40.47
Weighted-F1
· 2023-06-02
Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations
Code
#6
EmotionIC
40.25
Weighted-F1
· 2023-03-20
EmotionIC: emotional inertia and contagion-driven dependency modeling for emotion recognition in conversation
Code
#7
EACL
40.24
Weighted-F1
· 2024-03-29
Emotion-Anchored Contrastive Learning Framework for Emotion Recognition in Conversation
Code
#8
GRASP_Large
SOTA
40
Weighted-F1
· 2022-08-26
GRASP: Guiding model with RelAtional Semantics using Prompt for Dialogue Relation Extraction
Code
#9
SACL-LSTM
39.65
Weighted-F1
· 2023-06-02
Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations
Code
#10
AccumWR
39.33
Weighted-F1
No paper
Code
#11
TUCORE-GCN_RoBERTa
SOTA
39.24
Weighted-F1
· 2021-09-09
Graph Based Network with Contextualized Representations of Turns in Dialogue
Code
#12
S+PAGE
39.14
Weighted-F1
· 2021-12-23
S+PAGE: A Speaker and Position-Aware Graph Neural Network Model for Emotion Recognition in Conversation
#13
CoG-BART
39.04
Weighted-F1
· 2021-12-21
Contrast and Generation Make BART a Good Dialogue Emotion Recognizer
Code
#14
DAG-ERC
SOTA
39.02
Weighted-F1
· 2021-05-27
Directed Acyclic Graph Network for Conversational Emotion Recognition
Code
#15
SKAIG-ERC
38.88
Weighted-F1
No paper
Code
#16
DialogueCRN+RoBERTa
38.79
Weighted-F1
· 2021-06-03
DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations
Code
#17
TODKAT
38.69
Weighted-F1
· Extra Data
· 2021-06-02
Topic-Driven and Knowledge-Aware Transformer for Dialogue Emotion Detection
#18
COSMIC
SOTA
38.11
Weighted-F1
· 2020-10-06
COSMIC: COmmonSense knowledge for eMotion Identification in Conversations
Code
#19
EmoOne-RoBERTa
38
Weighted-F1
· 2022-06-15
The Emotion is Not One-hot Encoding: Learning with Grayscale Label for Emotion Recognition in Conversation
Code
#20
CoMPM
37.37
Weighted-F1
· 2021-08-26
CoMPM: Context Modeling with Speaker's Pre-trained Memory Tracking for Emotion Recognition in Conversation
Code
#21
HiTrans
36.75
Weighted-F1
No paper
#22
ERMC-DisGCN
36.38
Weighted-F1
No paper
#23
TUCORE-GCN_BERT
36.01
Weighted-F1
· 2021-09-09
Graph Based Network with Contextualized Representations of Turns in Dialogue
Code
#24
BERT+MTL
SOTA
35.92
Weighted-F1
· 2020-03-03
Multi-Task Learning with Auxiliary Speaker Identification for Conversational Emotion Recognition
#25
DialogXL
34.73
Weighted-F1
· 2020-12-16
DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition
Code
#26
GloVE+MTL
34.54
Weighted-F1
· 2020-03-03
Multi-Task Learning with Auxiliary Speaker Identification for Conversational Emotion Recognition
#27
RGAT-ERC
34.42
Weighted-F1
No paper
Code
#28
KET
SOTA
34.39
Weighted-F1
· Extra Data
· 2019-09-24
Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations
Code