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aspect-based-sentiment-analysis-absa-on-asqp
Aspect-Based Sentiment Analysis (ABSA)
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Code
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ModelName
ReleaseDate
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MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
✓ Link
52.21
58.94
MvP (multi-task)
2023-05-22
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
✓ Link
51.04
60.39
MvP
2023-05-22
Generative Data Augmentation for Aspect Sentiment Quad Prediction
✓ Link
50.01
60.88
AugABSA
2023-07-01
Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentation
✓ Link
48.18
59.79
DLO
2022-10-19
Aspect Sentiment Quad Prediction as Paraphrase Generation
✓ Link
46.93
57.93
Paraphrase
2021-10-02
LEGO-ABSA: A Prompt-based Task Assemblable Unified Generative Framework for Multi-task Aspect-based Sentiment Analysis
46.10
57.60
LEGO-ABSA (multi-task)
Towards Generative Aspect-Based Sentiment Analysis
✓ Link
45.98
56.03
GAS
2021-08-01
Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction
✓ Link
41.74
51.54
Gemma-3-27B (50-shot, self-consistency learning)
2025-02-18
Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction
✓ Link
39.95
46.23
Gemma-3-27B (10-shot, self-consistency learning)
2025-02-18
Aspect Sentiment Quad Prediction as Paraphrase Generation
✓ Link
34.78
43.71
TAS-BRET
2021-10-02
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
✓ Link
34.27
ChatGPT (gpt-3.5-turbo, few-shot)
2023-05-22
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
✓ Link
22.87
ChatGPT (gpt-3.5-turbo, zero-shot)
2023-05-22