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SotA/Natural Language Processing/Aspect-Based Sentiment Analysis (ABSA)/ACOS

Aspect-Based Sentiment Analysis (ABSA) on ACOS

Metric: F1 (Restaurant) (higher is better)

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#Model↕F1 (Restaurant)▼Extra DataPaperDate↕Code
1MvP61.54NoMvP: Multi-view Prompting Improves Aspect Sentim...2023-05-22Code
2Paraphrase61.16NoAspect Sentiment Quad Prediction as Paraphrase G...2021-10-02Code
3UnifiedABSA (multi-task)60.6YesUnifiedABSA: A Unified ABSA Framework Based on M...2022-11-20-
4MvP (muilti-task)60.36YesMvP: Multi-view Prompting Improves Aspect Sentim...2023-05-22Code
5DLO59.99NoImproving Aspect Sentiment Quad Prediction via T...2022-10-19Code
6Extract-Classify43.77No--Code
7ChatGPT (gpt-3.5-turbo, few-shot)37.71NoMvP: Multi-view Prompting Improves Aspect Sentim...2023-05-22Code
8TAS-BERT33.53NoAspect Sentiment Quad Prediction as Paraphrase G...2021-10-02Code
9ChatGPT (gpt-3.5-turbo, zero-shot)27.11NoMvP: Multi-view Prompting Improves Aspect Sentim...2023-05-22Code