ML Research Wiki / Benchmarks / Aspect-Based Sentiment Analysis (ABSA) / ASTE

ASTE

Aspect-Based Sentiment Analysis (ABSA) Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: F1 (L14)

Top Performing Models

Rank Model Paper F1 (L14) Date Code
1 MvP (multi-task) 📚 MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction 65.30 2023-05-22 📦 ZubinGou/multi-view-prompting
2 ASTE-Transformer 📚 ASTE Transformer Modelling Dependencies in Aspect-Sentiment Triplet Extraction 64.90 2024-09-23 📦 naiwo/aste-transformer
3 MvP MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction 63.33 2023-05-22 📦 ZubinGou/multi-view-prompting
4 UIE 📚 Unified Structure Generation for Universal Information Extraction 62.94 2022-03-23 📦 universal-ie/UIE 📦 MS-P3/code5
5 DLO Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentation 61.46 2022-10-19 📦 hmt2014/aspectquad
6 Paraphrase Aspect Sentiment Quad Prediction as Paraphrase Generation 61.13 2021-10-02 📦 isakzhang/absa-quad
7 Span-ASTE Learning Span-Level Interactions for Aspect Sentiment Triplet Extraction 59.38 2021-07-26 📦 chiayewken/Span-ASTE 📦 wireless911/span-aste
8 ChatGPT (gpt-3.5-turbo, few-shot) MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction 38.12 2023-05-22 📦 ZubinGou/multi-view-prompting
9 ChatGPT (gpt-3.5-turbo, zero-shot) MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction 36.05 2023-05-22 📦 ZubinGou/multi-view-prompting

All Papers (9)

ZubinGou/multi-view-prompting
naiwo/aste-transformer
ZubinGou/multi-view-prompting
universal-ie/UIE MS-P3/code5
hmt2014/aspectquad
isakzhang/absa-quad
chiayewken/Span-ASTE wireless911/span-aste
ZubinGou/multi-view-prompting
ZubinGou/multi-view-prompting