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GitHub topics: absa

yangheng95/ABSADatasets

Public & Community-shared datasets for Aspect-based sentiment analysis and Text Classification

Language: HTML - Size: 88 MB - Last synced at: 4 days ago - Pushed at: 5 days ago - Stars: 228 - Forks: 66

entelecheia/hyfi-absa

A Python package developed as a plugin for the Hydra Fast Interface (HyFI).

Language: Python - Size: 5.12 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 0 - Forks: 1

ZhengZixiang/ABSAPapers

Worth-reading papers and related awesome resources on aspect-based sentiment analysis (ABSA). 值得一读的方面级情感分析论文与相关资源集合

Size: 33.2 KB - Last synced at: 21 days ago - Pushed at: about 1 year ago - Stars: 363 - Forks: 62

ds4v/absa-vlsp-2018

End-to-end Multi-task Solutions for Aspect Category Sentiment Analysis (ACSA) on Vietnamese reviews, using PhoBERT as pretrained model

Language: Jupyter Notebook - Size: 30.8 MB - Last synced at: 6 days ago - Pushed at: 11 months ago - Stars: 26 - Forks: 8

AlexYangLi/ABSA_Keras

Keras Implementation of Aspect based Sentiment Analysis

Language: Python - Size: 859 KB - Last synced at: about 1 month ago - Pushed at: about 5 years ago - Stars: 151 - Forks: 45

mindspore-courses/ABSA-MindSpore

About Aspect Based Sentiment Analysis, MindSpore Implementations. 基于方面的情感分析,使用MindSpore实现。

Language: Python - Size: 4.02 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 8 - Forks: 1

Kh0uloud/Fine-Grained-Sentiment-Analysis-for-Gym-Customer-Feedback

This repository provides a deep learning–driven solution for automatically extracting aspects and sentiments from gym reviews—transforming unstructured feedback into actionable insights that are adaptable to any customer review domain.

Language: Jupyter Notebook - Size: 2.81 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

taishan1994/BERT-ABSA

使用bert进行中文方面级情感识别。

Language: Python - Size: 398 KB - Last synced at: about 2 months ago - Pushed at: almost 2 years ago - Stars: 22 - Forks: 3

hiyouga/RepWalk

Code and dataset for our paper "Replicate, Walk, and Stop on Syntax: an Effective Neural Network Model for Aspect-Level Sentiment Classification", AAAI2020

Language: Python - Size: 5.66 MB - Last synced at: 2 months ago - Pushed at: 10 months ago - Stars: 29 - Forks: 6

CasHensen/WSG-ASQP

In this repository the code for the paper WSG-ASQP is posted. The paper is about the subtask ASQP of ABSA. It uses a two step approach where first the unlabeled data is automatically using either a BERT-based approach or a GPT-based approach. Then a PLM is fine tuned using the automatically labeled data.

Language: Python - Size: 239 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

tweetpie/masked-absa

Masking The Bias : From Echo Chambers to Large Scale Aspect-Based Sentiment Analysis

Size: 1.94 MB - Last synced at: about 2 months ago - Pushed at: 4 months ago - Stars: 2 - Forks: 0

declare-lab/ASTE-RL

This repository contains the source codes for the paper: "Aspect Sentiment Triplet Extraction using Reinforcement Learning" published at CIKM 2021.

Language: Python - Size: 39.1 KB - Last synced at: about 2 months ago - Pushed at: about 2 years ago - Stars: 19 - Forks: 3

scofield7419/UABSA-SyMux

Codes for the IJCAI2022 paper: Inheriting the Wisdom of Predecessors: A Multiplex Cascade Framework for Unified Aspect-based Sentiment Analysis

Language: Python - Size: 4.89 MB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 20 - Forks: 5

hhdang241/ABSA-book-reviews

Language: Jupyter Notebook - Size: 4.07 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

1429904852/Aspect-Based-Sentiment-Analysis

A paper list for aspect based sentiment analysis.

Size: 612 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 123 - Forks: 21

htuannn/ABSA-VLSP2018

Text-level Aspect-Based Sentiment Analysis based on multi-task approach for Vietnamese reviews.

Language: Jupyter Notebook - Size: 755 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 6 - Forks: 1

Sampreeth-sarma/ABSA-Datasets-Info

Has a list of all the publicly available datasets for Aspect-based Sentiment Analysis along with the matching subtasks for each.

Size: 43.9 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 1

azaismarc/cat-aspect-extraction

Aspect extraction based on word embeddings

Language: Python - Size: 2.49 MB - Last synced at: 4 days ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

ValdrDarmir/Evaluating-E2E-Aspect-Based-Sentiment-Analysis-Methods-A-Comparative-Study-in-the-German-Language

A comparative study of various methods for aspect-based sentiment analysis in the German language. Analysing generative models with large language models, relational graph attention networks and aspect-specific graph convolutional networks.

Language: Python - Size: 100 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

WHU-ZQH/KGAN

[TKDE] Knowledge Graph Augmented Network Towards Multiview Representation Learning for Aspect-based Sentiment Analysis

Language: Python - Size: 79.8 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 40 - Forks: 9

Nadav-Nesher/entity_aspect_analysis

Aspect Based Sentiment Analysis (ABSA) of Customer Reviews

Language: Jupyter Notebook - Size: 693 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

Koukotsukan/Aspect_based_Sentiment_Analysis_to_Get_Insights_into_Online_Shopping_Experience_The_Case_of_Alibaba

The study employed the Fast-LCF-ATEPC model for Alibaba (intl') reviews, achieving 91.06% APC accuracy and 83.09% ATE F1 score. It revealed mixed user experiences in areas like usability, pricing, and shipping, aiming to enhance Alibaba's e-commerce user satisfaction.

Language: HTML - Size: 1.59 GB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

GCUTermProjectHell/Korean_ABSA

[ 🏅금상 (국립국어원장상) 솔루션 ] 2022 국립국어원 인공 지능 언어 능력 평가 Team GCU_텀프지옥입니다

Language: Jupyter Notebook - Size: 853 KB - Last synced at: 7 months ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 2

ROGERDJQ/FastABSA

FastNLP Implementation of several ABSA subtasks and models also can be found in https://gitee.com/ROGERDJQ/FastABSA.git.

Language: Python - Size: 1.41 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 17 - Forks: 5

ROGERDJQ/RoBERTaABSA

Implementation of paper Does syntax matter? A strong baseline for Aspect-based Sentiment Analysis with RoBERTa.

Language: Python - Size: 4.65 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 121 - Forks: 21

VMD7/absa

This is the advanced form of the sentiment analysis from text. In this method we have to find out the sentiment regarding the aspect word. The data set contains the reviews and the aspect word/phrase. We have to find out the sentiment regarding that aspect/phrase. We have used simple method using TfIdfVectorizer and ml algorithms. Got the nearly 70% accuracy.

Language: Jupyter Notebook - Size: 2.78 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

xuuuluuu/SemEval-Triplet-data

Aspect Sentiment Triplet Extraction (ASTE) dataset in AAAI 2020, EMNLP 2020 and ACL 2021.

Size: 920 KB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 143 - Forks: 20

Sampreeth-sarma/T5-ABSA-Summarization

Experimental Code and Data for the paper "Exploring Conditional Text Generation for Aspect-Based Sentiment Analysis"

Language: Python - Size: 4.19 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 2 - Forks: 0

CCChenhao997/Fine-grained-Sentiment-Analysis

A simple summary of fine-grained sentiment analysis

Size: 8.52 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 11 - Forks: 1

Bouaskaoun/Aspect-Based-Sentiment-Analysis-of-Marrakesh-hotel-reviews

This repository contains the code and resources for sentiment analysis and aspect-based sentiment analysis of hotel reviews in Marrakesh.

Language: Jupyter Notebook - Size: 75 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 0

yardstick17/AspectBasedSentimentAnalysis

Aspect Based Sentiment Analysis is a special type of sentiment analysis. In an explicit aspect, opinion is expressed on a target(opinion target), this aspect-polarity extraction is known as ABSA.

Language: Python - Size: 4.38 MB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 71 - Forks: 25

1MENU/Korean_ABSA_model

[🎖️1등(장관상) 솔루션] 2022 국립국어원 인공 지능 언어 능력 평가 (쇼핑몰 리뷰 데이터 속성 기반 감성 분석 : Aspect-Based Sentiment Analysis)

Language: Python - Size: 9.46 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 8 - Forks: 0

mferri17/amazon-reviews-sentiment-network-analysis

Python Sentiment Analysis on Amazon Reviews with NLP, Machine Learning prediction models and ABSA. Basic Network Analysis and some experiments with Collaborative Filtering.

Language: Jupyter Notebook - Size: 86.2 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

parthsbansal/reddit_sentiment

Determine the sentiment of a community towards companies and their effect on the company in the stock market by analyzing their online presence on various social media platforms.

Language: Jupyter Notebook - Size: 0 Bytes - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

NoisyStudents/NoisyABSA

Domain generalization on Aspect Based Sentiment Analysis (ABSA) task via utilizing noisy student architecture.

Language: Jupyter Notebook - Size: 918 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 2

amandalim857/hotel_reviews_absa

In hotel reviews, Aspect-Based Sentiment Analysis can be used to identify more specifically what guests are most unsatisfied with for a given hotel. Rather than "room amenities", it will be "air-conditioning" or "wifi", giving much moer targeted improvement feedback.

Language: Jupyter Notebook - Size: 9.36 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

Nana2929/RobertaABSA

Clone and revise based on https://github.com/ROGERDJQ/RoBERTaABSA

Language: Python - Size: 75.7 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

Ryu0nPrivateProject/ABSA

Aspect-Based Sentimental Analysis For Korean

Language: Jupyter Notebook - Size: 4.94 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

albert-jin/DictionaryFused-E2E-ABSA

DictABSA: A dictionary knowledge (entity description informations) enhanced aspect-based sentiment analysis (ABSA) code implementation

Language: Jupyter Notebook - Size: 3.44 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 30 - Forks: 7

xlxwalex/ABSA-Scope

The Data for paper "Learn from Structural Scope: Improving Aspect-Level Sentiment Analysis with Hybrid Graph Convolutional Networks"

Size: 4.48 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 1

Humanity123/MemNet_ABSA

Language: Python - Size: 579 KB - Last synced at: almost 2 years ago - Pushed at: about 7 years ago - Stars: 21 - Forks: 8

guijinSON/FinABSA

FinABSA is a T5-Large model trained for Aspect-Based Sentiment Analysis specifically for financial domains.

Language: Python - Size: 19.5 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 11 - Forks: 0

CatYu98/MIN2021

[ACL2021] Code for the paper "Making Flexible Use of Subtasks: A Multiplex Interaction Network for Unified Aspect-based Sentiment Analysis" in Findings of ACL2021

Language: Python - Size: 1.49 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

olha-kaminska/frnn_absa

The code for the paper "Fuzzy Rough Nearest Neighbour Methods for Aspect-Based Sentiment Analysis" by O. Kaminska, C. Cornelis, and V. Hoste published to the Electronics journal, particularly, the special issue AI for Text Understanding (Volume 12, 2023)

Language: Python - Size: 17.6 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

Hamoon1987/ABSA

Exploiting BERT to Improve Aspect-Based Sentiment Analysis Performance on Persian Language

Language: Jupyter Notebook - Size: 26.4 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 4 - Forks: 3

NuzulFirdaly/Greenr

Sustainable alternative to e-commerce

Language: CSS - Size: 41 MB - Last synced at: 10 months ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 1

LorenzoAgnolucci/BERT_for_ABSA

In this work (Targeted) Aspect-Based Sentiment Analysis task is converted to a sentence-pair classification task and a pre-trained BERT model is fine-tuned on it.

Language: Python - Size: 8.65 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 21 - Forks: 5

l294265421/entire-space-aste

A Better Choice: Entire-space Datasets for Aspect Sentiment Triplet Extraction

Language: Jupyter Notebook - Size: 18.6 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 1

andrea-gasparini/nlp-aspect-based-sentiment-analysis

Aspect-Based Sentiment Analysis (ABSA) using different setups based on 2 stacked BiLSTMs and Attention layers; leveraging PoS, GloVe and BERT (frozen) embeddings

Language: Python - Size: 4.92 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 0

Amal17/absa-playground

ABSA Playground, Aspect Base Sentiment Analysis

Language: Jupyter Notebook - Size: 199 KB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 0

phanxuanphucnd/RF-MRC

Self Question-answering: Aspect-based Sentiment Analysis by Role Flipped Machine Reading Comprehension

Language: Python - Size: 171 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

l294265421/SCAN

[NLPCC 2020] Sentence Constituent-Aware Aspect-Category Sentiment Analysis with Graph Attention Networks

Language: Python - Size: 1.04 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 23 - Forks: 6

supunab/aspect-extraction

Several aspect extraction methods tried

Language: Jupyter Notebook - Size: 3.26 MB - Last synced at: about 2 years ago - Pushed at: almost 7 years ago - Stars: 8 - Forks: 2

arthurdjn/targeted-sentiment-analysis

Targeted Sentiment Analysis (TSA) on a fine grained dataset: NoReCfine.

Language: Jupyter Notebook - Size: 58 MB - Last synced at: 3 months ago - Pushed at: over 4 years ago - Stars: 3 - Forks: 0

l294265421/AC-MIMLLN

[EMNLP 2020] Multi-Instance Multi-Label Learning Networks for Aspect-Category Sentiment Analysis

Language: Python - Size: 993 KB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 26 - Forks: 3

hsqmlzno1/Transferable-E2E-ABSA

Transferable End-to-End Aspect-based Sentiment Analysis with Selective Adversarial Learning (EMNLP'19)

Language: Python - Size: 1.38 MB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 62 - Forks: 13

PeterCaine/VU_Thesis_Aspect_Extraction_Category_Detection

Code for my VU - text mining master's thesis comparing contrasting approaches to Aspect Extraction and Aspect Category Detection as defined in SemEval 2014 - Task 4

Language: Jupyter Notebook - Size: 4.05 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 2

Plan-T42/Cross-Corporal-Multi-Task-Learning-for-ABSA

Natural language processing with BERT for social computing: cross-corporal multi-task learning for aspect-based sentiment analysis

Language: Jupyter Notebook - Size: 15 MB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 2 - Forks: 0

clairett/Deep-Memory-Network

Implement deep memory network used for Aspect Level Sentiment Classification

Language: Python - Size: 220 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 15 - Forks: 10

ansonmiu0214/aspect-based-sentiment-analysis

A solution for parsing sentiment insights from news documents for the GSAM Team.

Language: Python - Size: 49.4 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 1

AlexYangLi/ALA

Attention-based LSTM model with the Aspect information to solve financial opinion mining problem (WWW 2018 shared task1)

Language: Python - Size: 91.8 KB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 16 - Forks: 6

AbhinavS99/Sentiment-Analysis-Using-Interactive-Attention-Networks

Interactive Attention based model is prepared to analyze the sentiments of a sentence. The dataset used is the ABSA dataset

Language: Jupyter Notebook - Size: 17.6 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 1

kapitsa2811/ABSA-PyTorch Fork of songyouwei/ABSA-PyTorch

Aspect Based Sentiment Analysis, PyTorch Implementations. 基于方面的情感分析,使用PyTorch实现。

Size: 2.82 MB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 0

dalion619/e-statement-brute-force-dotnetcore

.NET Core library for accessing eStatements protected with South African identity numbers by brute force.

Language: C# - Size: 130 KB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 0

alekseyl1992/absa

Aspect Based Sentiment Analysis

Language: Jupyter Notebook - Size: 2.81 MB - Last synced at: 3 months ago - Pushed at: over 7 years ago - Stars: 0 - Forks: 0

Related Keywords
absa 65 aspect-based-sentiment-analysis 29 sentiment-analysis 27 nlp 16 bert 10 pytorch 7 natural-language-processing 5 python 4 aspect-category-sentiment-analysis 4 lstm 4 t5 3 aste 3 acsa 3 aspect-extraction 3 machine-learning 3 aspect-sentiment-triplet-extraction 3 sentiment-classification 3 deep-learning 3 attention-mechanism 3 ml 2 memory-network 2 reviews 2 sentiment 2 deberta 2 sequence-labeling 2 aspect-category-detection 2 spacy-nlp 2 roberta 2 aspect 2 large-language-models 2 phobert 2 attention 2 instruction-tuning 2 absa-pytorch 2 frovoco 1 aspect-term-polarity-co-extraction 1 sklearn 1 fuzzy-logic 1 nltk 1 fuzzy-rough-set 1 ae 1 tabsa 1 network-analysis 1 recommendation-system 1 colab-notebook 1 fastai 1 huggingface-transformers 1 semeval-2014-dataset 1 sentihood-dataset 1 cytoscape 1 electra 1 term-project 1 token-classification 1 noisy-student 1 knowledge-augment 1 domain-generalization 1 cross-domain 1 semeval 1 tang-et-al 1 finance 1 stock-price-prediction 1 tweet-analysis 1 vader-sentiment-analysis 1 pattern-analysis 1 frnn 1 lda 1 frnn-owa 1 transformers 1 adversarial-learning 1 cross-domain-sentiment 1 domain-adaptation 1 deep-neural-networks 1 linguistic 1 aspect-sentiment 1 deep-memory-network 1 semeval2015 1 financial-analysis 1 www2018 1 interactive-attention 1 digitially 1 c-sharp 1 dotnet-core 1 emc 1 nedbank 1 pdf 1 standard-bank 1 striata 1 syncfusion 1 woolworths 1 bert-embeddings 1 glove 1 glove-embeddings 1 pytorch-lightning 1 sapienza-university 1 semeval2014 1 machine-reading-comprehension 1 mrc 1 gat 1 gnn 1 graph-attention-networks 1