Aspect Sentiment Extraction NLP Tools

Tools for extracting aspect-sentiment pairs, triplets, and opinion expressions from text. Includes aspect term extraction, sentiment classification at aspect-level, and joint models for ABSA tasks. Does NOT include general sentiment analysis, emotion detection, or opinion mining without explicit aspect identification.

There are 44 aspect sentiment extraction tools tracked. 3 score above 50 (established tier). The highest-rated is wayfair-incubator/extra-model at 60/100 with 54 stars.

Get all 44 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=aspect-sentiment-extraction&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	wayfair-incubator/extra-model Code to run the ExtRA algorithm for unsupervised topic/aspect extraction on...	60	Established	54	HTML
2	KennethEnevoldsen/asent Asent is a python library for performing efficient and transparent sentiment...	57	Established	120	Python
3	songyouwei/ABSA-PyTorch Aspect Based Sentiment Analysis, PyTorch Implementations. 基于方面的情感分析，使用PyTorch实现。	51	Established	2,104	Python
4	jiangqn/Aspect-Based-Sentiment-Analysis A paper list for aspect based sentiment analysis.	48	Emerging	456	—
5	chiayewken/Span-ASTE Code Implementation of "Learning Span-Level Interactions for Aspect...	48	Emerging	186	Jupyter Notebook
6	1429904852/Aspect-Based-Sentiment-Analysis A paper list for aspect based sentiment analysis.	44	Emerging	142	—
7	chakki-works/chABSA-dataset chakki's Aspect-Based Sentiment Analysis dataset	39	Emerging	140	Jupyter Notebook
8	ZhengZixiang/ABSAPapers Worth-reading papers and related awesome resources on aspect-based sentiment...	39	Emerging	364	—
9	mpangrazzi/absa_poc_pipeline A GPT-3-based proof-of-concept Aspect-Based Sentiment Analysis pipeline	37	Emerging	16	Jupyter Notebook
10	1tangerine1day/Aspect-Term-Extraction-and-Analysis Aspect Term Extraction and Aspect-based Sentiment Analysis on SemEval-2014 task4	33	Emerging	26	Jupyter Notebook
11	DAMO-NLP-SG/BGCA [ACL 2023] Code and Data for "Bidirectional Generative Framework for...	33	Emerging	39	Python
12	ispasic/ABSA-with-GC-over-Syntactic-Dependencies Aspect-based sentiment analysis with graph convolution over dependency parse...	33	Emerging	4	Python
13	xlxwalex/ABSA-Scope The Data for paper "Learn from Structural Scope: Improving Aspect-Level...	33	Emerging	5	—
14	pranithkumar/Aspect-Based-Sentiment-Analysis Real Time Dynamic Aspect Based Sentiment Analysis with efficient Cache...	33	Emerging	2	JavaScript
15	mfa-labs/absa-playground ABSA Playground, Aspect Base Sentiment Analysis	31	Emerging	3	Jupyter Notebook
16	mukul54/inter-iit-bridgei2i Automated Headline generation and Aspect Based Sentiment Analysis	30	Emerging	15	Jupyter Notebook
17	scofield7419/UABSA-SyMux Codes for the IJCAI2022 paper: Inheriting the Wisdom of Predecessors: A...	29	Experimental	20	Python
18	bhavnicksm/ABSA-SentiHood Aspect-Based Sentiment Analysis on SentiHood Dataset using finetuning of...	29	Experimental	1	Jupyter Notebook
19	algoprog/Faspect A library for open domain query facet extraction and generation	27	Experimental	16	Python
20	Raghu150999/UnsupervisedABSA A BERT based three-step mixed semi-supervised model, which jointly detects...	27	Experimental	9	Python
21	supunab/aspect-extraction Several aspect extraction methods tried	25	Experimental	8	Jupyter Notebook
22	AtiUsm/MuseASTE Aspect Sentiment Triplet Extraction Annotations for the MuSe-Car Dataset	24	Experimental	3	Jupyter Notebook
23	rajdeep345/PASTE Codes and Datasets for our EMNLP 2021 (main conference) Long Paper titled...	24	Experimental	15	Python
24	andrea-gasparini/nlp-aspect-based-sentiment-analysis Aspect-Based Sentiment Analysis (ABSA) using different setups based on 2...	24	Experimental	5	Python
25	stardust-88/Aspect_Based_Sentiment_Extraction This project deals with a simplified version of a more general problem of...	24	Experimental	5	Jupyter Notebook
26	EliasK93/debertav3-for-aspect-based-sentiment-analysis Application for training the pretrained transformer model DeBERTaV3 on an...	23	Experimental	4	Python
27	BinLiang-NLP/AAGCN-ACSA [EMNLP 2021] Beta Distribution Guided Aspect-aware Graph for Aspect Category...	23	Experimental	49	Python
28	batokio/NLP-Aspect-Based-Sentiment-Analysis Aspect-based sentiment analysis algorithm built on the BERT model	21	Experimental	1	Python
29	1MENU/Korean_ABSA_model [🎖️1등(장관상) 솔루션] 2022 국립국어원 인공 지능 언어 능력 평가 (쇼핑몰 리뷰 데이터 속성 기반 감성 분석 :...	21	Experimental	11	Python
30	LeonardoEmili/Aspect-Based-Sentiment-Analysis Aspect-Based Sentiment Analysis (ABSA) using multitask learning, BERT...	20	Experimental	5	Python
31	dmhyun/ALSAdata Official datasets of Building Large-Scale English and Korean Datasets for...	20	Experimental	7	—
32	artemisart/pytorch-bert-absa Aspect-based sentiment analysis with BERT	20	Experimental	8	Jupyter Notebook
33	phanxuanphucnd/RF-MRC Self Question-answering: Aspect-based Sentiment Analysis by Role Flipped...	19	Experimental	3	Python
34	shenghaowang/absa-for-restaurant-reviews POC implementation of aspect based sentiment analysis using multi-task learning	19	Experimental	1	Python
35	SudhanshuBlaze/aspect-sense AspectSense: The aspect based sentiment analyser	19	Experimental	3	Jupyter Notebook
36	anmoldhingra1/aspect-based-sentiment-analysis Aspect-level sentiment analysis — assigns sentiment to specific features and...	19	Experimental	—	Python
37	elicox0/zero-shot-absa Aspect-based Sentiment Analysis with Custom Aspects using Latent Dirichlet...	18	Experimental	2	Python
38	chrku/absa Aspect-Oriented Sentiment Analysis or Aspect Based Sentiment Analysis...	17	Experimental	1	Jupyter Notebook
39	Uzair-A-Jokhio/banking-cx-absa Aspect-Based Sentiment Analysis (ABSA) + NLP summarization of 8,000+ mobile...	14	Experimental	1	Jupyter Notebook
40	AliHaiderAhmad001/Stacked-Embeddings-and-Ensemble-Model-based-Sequence-Labeling-for-Aspect-Extraction Graduation project for a bachelor's degree in informatics engineering...	12	Experimental	5	Python
41	thinhntr/absa Aspect Based Sentiment Analysis for Restaurant	11	Experimental	3	Jupyter Notebook
42	YanZehong/dart Modeling Complex Interactions in Long Documents for Aspect-Based Sentiment Analysis	11	Experimental	3	Python
43	AIKU-Official/ABSA AIKU 2023-Summer Project: Aspect Based Sentimental Analysis (ABSA)	11	Experimental	3	Jupyter Notebook
44	tweetpie/masked-absa Masking The Bias : From Echo Chambers to Large Scale Aspect-Based Sentiment Analysis	10	Experimental	2	—

Comparisons in this category

ABSA-PyTorch and Aspect-Based-Sentiment-Analysis (51 vs 48) ABSA-PyTorch and ABSAPapers (51 vs 39) ABSA-PyTorch and Aspect-Based-Sentiment-Analysis (51 vs 44) ABSA-PyTorch and aspect-extraction (51 vs 25) Aspect-Based-Sentiment-Analysis and ABSAPapers (44 vs 39)