Aspect-Based Sentiment Analysis (ABSA) 벤치마크

Aspect-Based Sentiment Analysis (ABSA) on ASQP

24개 결과 · ⬇ CSV · JSON

F1 (R15)

Rank	Model	F1 (R15)	F1 (R16)	Extra Training Data	Paper	Code	Year
1	MvP (multi-task)	52.21	58.94	✓	MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction	ZubinGou/multi-view-prompting	2023
2	MvP	51.04	60.39		MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction	ZubinGou/multi-view-prompting	2023
3	AugABSA	50.01	60.88		Generative Data Augmentation for Aspect Sentiment Quad Prediction	AnWang-AI/AugABSA	2023
4	DLO	48.18	59.79		Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentation	hmt2014/aspectquad	2022
5	Paraphrase	46.93	57.93		Aspect Sentiment Quad Prediction as Paraphrase Generation	isakzhang/absa-quad	2021
6	LEGO-ABSA (multi-task)	46.10	57.60	✓	LEGO-ABSA: A Prompt-based Task Assemblable Unified Generative Framework for Multi-task Aspect-based Sentiment Analysis
7	GAS	45.98	56.03		Towards Generative Aspect-Based Sentiment Analysis	IsakZhang/Generative-ABSA	2021
8	Gemma-3-27B (50-shot, self-consistency learning)	41.74	51.54		Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction	NilsHellwig/llm-prompting-asqp	2025
9	Gemma-3-27B (10-shot, self-consistency learning)	39.95	46.23		Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction	NilsHellwig/llm-prompting-asqp	2025
10	TAS-BRET	34.78	43.71		Aspect Sentiment Quad Prediction as Paraphrase Generation	isakzhang/absa-quad	2021
11	ChatGPT (gpt-3.5-turbo, few-shot)	34.27	–		MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction	ZubinGou/multi-view-prompting	2023
12	ChatGPT (gpt-3.5-turbo, zero-shot)	22.87	–		MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction	ZubinGou/multi-view-prompting	2023
13	MvP (multi-task)	52.21	58.94	✓	MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction	ZubinGou/multi-view-prompting	2023
14	MvP	51.04	60.39		MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction	ZubinGou/multi-view-prompting	2023
15	AugABSA	50.01	60.88		Generative Data Augmentation for Aspect Sentiment Quad Prediction	AnWang-AI/AugABSA	2023
16	DLO	48.18	59.79		Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentation	hmt2014/aspectquad	2022
17	Paraphrase	46.93	57.93		Aspect Sentiment Quad Prediction as Paraphrase Generation	isakzhang/absa-quad	2021
18	LEGO-ABSA (multi-task)	46.10	57.60	✓	LEGO-ABSA: A Prompt-based Task Assemblable Unified Generative Framework for Multi-task Aspect-based Sentiment Analysis
19	GAS	45.98	56.03		Towards Generative Aspect-Based Sentiment Analysis	IsakZhang/Generative-ABSA	2021
20	Gemma-3-27B (50-shot, self-consistency learning)	41.74	51.54		Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction	NilsHellwig/llm-prompting-asqp	2025