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aspect-based-sentiment-analysis-absa-on-aste
Aspect-Based Sentiment Analysis (ABSA)
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ModelName
ReleaseDate
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MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
✓ Link
65.30
76.30
69.44
73.10
MvP (multi-task)
2023-05-22
ASTE Transformer Modelling Dependencies in Aspect-Sentiment Triplet Extraction
✓ Link
64.90
76.06
72.10
76.19
ASTE-Transformer
2024-09-23
Seq2Path: Generating Sentiment Tuples as Paths of a Tree
64.82
75.52
65.88
72.87
Seq2Path
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
✓ Link
63.33
74.05
65.89
73.48
MvP
2023-05-22
Unified Structure Generation for Universal Information Extraction
✓ Link
62.94
72.55
64.41
72.86
UIE
2022-03-23
Generative Data Augmentation for Aspect Sentiment Quad Prediction
✓ Link
62.66
73.76
65.80
74.23
AugABSA
2023-07-01
LEGO-ABSA: A Prompt-based Task Assemblable Unified Generative Framework for Multi-task Aspect-based Sentiment Analysis
62.20
73.70
64.40
69.90
LEGO-ABSA (multi-task)
Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentation
✓ Link
61.46
72.39
64.26
73.03
DLO
2022-10-19
Aspect Sentiment Quad Prediction as Paraphrase Generation
✓ Link
61.13
72.03
62.56
71.70
Paraphrase
2021-10-02
Learning Span-Level Interactions for Aspect Sentiment Triplet Extraction
✓ Link
59.38
71.85
63.27
70.26
Span-ASTE
2021-07-26
Towards Generative Aspect-Based Sentiment Analysis
✓ Link
58.19
70.52
60.23
69.05
GAS
2021-08-01
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
✓ Link
38.12
ChatGPT (gpt-3.5-turbo, few-shot)
2023-05-22
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
✓ Link
36.05
ChatGPT (gpt-3.5-turbo, zero-shot)
2023-05-22