OpenCodePapers

aspect-based-sentiment-analysis-absa-on-acos

Aspect-Based Sentiment Analysis (ABSA)
Results over time
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PaperCodeF1 (Laptop)F1 (Restaurant)ModelNameReleaseDate
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction✓ Link43.9261.54MvP2023-05-22
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction✓ Link43.8460.36MvP (muilti-task)2023-05-22
Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentation✓ Link43.6459.99DLO2022-10-19
Aspect Sentiment Quad Prediction as Paraphrase Generation✓ Link43.5161.16Paraphrase2021-10-02
UnifiedABSA: A Unified ABSA Framework Based on Multi-task Instruction Tuning42.5860.60UnifiedABSA (multi-task)2022-11-20
Aspect-Category-Opinion-Sentiment Quadruple Extraction with Implicit Aspects and Opinions✓ Link36.4243.77Extract-Classify2021-08-01
Aspect Sentiment Quad Prediction as Paraphrase Generation✓ Link27.3133.53TAS-BERT2021-10-02
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction✓ Link37.71ChatGPT (gpt-3.5-turbo, few-shot)2023-05-22
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction✓ Link27.11ChatGPT (gpt-3.5-turbo, zero-shot)2023-05-22