OpenCodePapers
aspect-based-sentiment-analysis-absa-on-tasd
Aspect-Based Sentiment Analysis (ABSA)
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Paper
Code
F1 (R15)
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F1 (R16)
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ModelName
ReleaseDate
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MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
✓ Link
64.74
70.18
MvP (multi-task)
2023-05-22
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
✓ Link
64.53
72.76
MvP
2023-05-22
Aspect Sentiment Quad Prediction as Paraphrase Generation
✓ Link
63.06
71.97
Paraphrase
2021-10-02
Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentation
✓ Link
62.95
71.79
DLO
2022-10-19
LEGO-ABSA: A Prompt-based Task Assemblable Unified Generative Framework for Multi-task Aspect-based Sentiment Analysis
62.30
71.80
LEGO-ABSA (multi-task)
Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction
✓ Link
62.12
68.53
Gemma-3-27B (50-shot, self-consistency learning)
2025-02-18
Towards Generative Aspect-Based Sentiment Analysis
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60.63
68.31
GAS
2021-08-01
Aspect Sentiment Quad Prediction as Paraphrase Generation
✓ Link
57.51
65.89
TAS-BERT
2021-10-02
Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction
✓ Link
54.37
66.75
Gemma-3-27B (10-shot, self-consistency learning)
2025-02-18
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
✓ Link
46.51
ChatGPT (gpt-3.5-turbo, few-shot)
2023-05-22
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
✓ Link
34.08
ChatGPT (gpt-3.5-turbo, zero-shot)
2023-05-22