aspect-based-sentiment-analysis | Topic

Topic: "aspect-based-sentiment-analysis"

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: over 2 years ago - Pushed at: about 3 years ago - Stars: 4 - Forks: 0

tweetpie/stance-directed-humanizing-ai

Towards a Programmable Humanizing AI through Scalable Stance-Directed Architecture

Size: 8.52 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 3 - Forks: 0

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: about 2 years ago - Pushed at: about 2 years ago - Stars: 3 - Forks: 0

tugas-akhir-nlp/targeted-absa

Targeted Aspect-based Sentiment Analysis for Indonesian

Language: Python - Size: 118 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 1

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: over 2 years ago - Pushed at: about 3 years ago - Stars: 3 - Forks: 1

utkarsh512/ABSA-Bert

Targeted Aspect-based Sentiment Analysis via constructing Auxiliary Sentences

Language: Python - Size: 1.3 MB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 3 - Forks: 1

uhh-lt/LexiExp

LexiExp -- Free open source sentiment lexicon expansion script

Language: Java - Size: 8.47 MB - Last synced at: over 1 year ago - Pushed at: almost 7 years ago - Stars: 3 - Forks: 0

jiangqn/DAuM-pytorch

A pytorch implemention of DAuM for aspect based sentiment analysis.

Language: Python - Size: 558 KB - Last synced at: over 2 years ago - Pushed at: almost 7 years ago - Stars: 3 - Forks: 4

laugustyniak/aspect_extraction

Aspect Extraction Experiments

Language: Jupyter Notebook - Size: 625 KB - Last synced at: over 2 years ago - Pushed at: almost 7 years ago - Stars: 3 - Forks: 0

howardhsu/ABSA-on-Complementary-Entity-for-QA-and-Review

Complementary Entity Recognition

Size: 4.88 KB - Last synced at: almost 2 years ago - Pushed at: about 7 years ago - Stars: 3 - Forks: 1

tweetpie/masked-absa

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

Size: 1.94 MB - Last synced at: 3 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 0

franciellevargas/OPCovidBR

Fine-grained opinion identification and polarity classification of Covid-19 tweets in Portuguese.

Language: Python - Size: 3.41 MB - Last synced at: 6 months ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

mk314k/Sentimint

Google PM Hackathon 2024 Finalist Project

Language: JavaScript - Size: 9.29 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

ceo21ckim/BERT-E2E-ABSA-Pytorch

Exploiting BERT for End-to-End Aspect-based Sentiment Analysis (EMNLP'19)

Language: Python - Size: 11.4 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 2 - Forks: 1

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: about 2 years ago - Pushed at: over 2 years ago - Stars: 2 - 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: over 2 years ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 0

chetanniradwar/Smartphone-comparison-site-using-ABSA

It is a fully responsive web application that compares two smartphones based on their reviews available on e-commerce sites like Amazon and Flipkart by aspect-based sentiment analysis (ABSA). The application also classifies reviews based on the aspects and corresponding sentiments.

Language: JavaScript - Size: 4.57 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 1

Abhishekmamidi123/ABSA-Codemix

Research - The aim of this project is to find the aspect from a given code-mix sentence. The traditional sequence tagging methods are compared with Deep learning methods. The concept of Question and Answering model is used to achieve this task.

Language: Lex - Size: 42.4 MB - Last synced at: over 2 years ago - Pushed at: about 7 years ago - Stars: 2 - Forks: 3

abhoi/memnet-absa

Language: Python - Size: 36.2 MB - Last synced at: 4 months ago - Pushed at: over 7 years ago - Stars: 2 - Forks: 2

dukeblue1994-glitch/cxi-demo

Operational Feedback Intelligence Enhancement

Language: TypeScript - Size: 44.8 MB - Last synced at: 2 days ago - Pushed at: 3 days ago - Stars: 1 - Forks: 0

omurkoc/enhanced-sentiment-analysis

A unique sentiment analysis model on IMDB reviews with custom negation handling. Instead of generic preprocessing, it smartly tags words after negators like "not" (e.g., "not good" → "not_good"), preserving sentiment context. Comparison of models with and without this logic shows improved accuracy and real-world reliability.

Language: Python - Size: 9.77 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

anj0la/marsa

MARSA (Multiple-Aspect Rule-Based Sentiment Analyzer) is a lightweight assistant for aspect-sentiment pair extraction.

Language: Python - Size: 424 KB - Last synced at: about 2 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

Voltzz9/GoodReviews

Stellenbosch University Data Science 346 Project, see Summary.pdf for more details

Language: HTML - Size: 19.7 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

ethantee/SkinFusion

Hybrid Skincare Product Recommendation System

Language: Jupyter Notebook - Size: 11.1 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

AishwaryaSubash/backend_absa

Unveil Customer Insights: Sentiment Analysis Reimagined

Language: TypeScript - Size: 284 KB - Last synced at: 10 days ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

minhngt62/nlp-vabsa

A collaborative research on Vietnamese Aspect-based Sentiment Analysis

Language: Jupyter Notebook - Size: 19.7 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 1

htuannn/Vietnamese-ABSA

Aspect-Based Sentiment Analysis on Vietnamese hotel domain

Language: Jupyter Notebook - Size: 23.9 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

NuzulFirdaly/Greenr

Sustainable alternative to e-commerce

Language: CSS - Size: 41 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 1

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: over 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

KoredeAkande/nigerian_isp_sentiment_analysis

Minerva Capstone Project: Conducting an Aspect-Based Sentiment Analysis on ISPs in Lagos, Nigeria as a means to evaluate the feasibility of using social media as a Decision Support System

Language: Jupyter Notebook - Size: 13.2 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

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: about 2 years ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 0

ankita1112/Sentiment-analysis-algorithm

Dependency parsing was used to extract relevant information from a review in order to predict the sentiment of a given aspect term. Different machine learning models such as Naïve Bayes, Logistic Regression, Support Vector Classifier and Neural Networks were used to make predictions. A maximum accuracy score of 0.74 on the test dataset was achieved using Bidirectional LSTM model.

Language: Jupyter Notebook - Size: 728 KB - Last synced at: 3 months ago - Pushed at: about 4 years ago - Stars: 1 - Forks: 0

aybarskerem/WebScraper

This repo contains Various WebScrapers for different sites and process the retrieved data (reviews) using different NLP techniques such as aspect-based sentiment analysis, polarity sentiment analysis etc.

Language: Python - Size: 38.8 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 1

xuuuluuu/Span-ASTE Fork of chiayewken/Span-ASTE

Code and model for the paper "Learning Span-Level Interactions for Aspect Sentiment Triplet Extraction" ACL 2021.

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Jonayb/SADCWEB-SOBA

Sentiment-Aware Deep Contextual Word Embeddings-Based Semi-Automatic Ontology Building for Aspect-Based Sentiment Classification

Language: Jupyter Notebook - Size: 29.1 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

Raghu150999/BILEAT_E2E_ABSA

BERT based deep neural network for aspect-based sentiment analysis.

Language: Python - Size: 13.6 MB - Last synced at: 22 days ago - Pushed at: almost 5 years ago - Stars: 1 - Forks: 2

bballamudi/E2E-TBSA Fork of lixin4ever/E2E-TBSA

A Unified Model for Opinion Target Extraction and Target Sentiment Prediction (AAAI 2019)

Size: 2.17 MB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 1 - Forks: 0

jiangqn/Target-Opinion-Words-Extraction

Simple CNN based and RNN based taggers for target-oriented opinion words extraction.

Language: Python - Size: 1.07 MB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 0

avinashsai/Gated-CNN-for-ABSA

Gated CNN for ABSA

Language: Python - Size: 259 KB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 0

ArrowLuo/DE-CNN-TF

The tensorflow version of DE-CNN

Language: Python - Size: 313 KB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 0

jiangqn/GCAE-pytorch

A pytorch implemention of GCAE for aspect based sentiment analysis.

Language: Python - Size: 515 KB - Last synced at: over 2 years ago - Pushed at: almost 7 years ago - Stars: 1 - Forks: 0

abhoi/absa-tests

dmtm-project2 aspect-based sentiment analysis

Language: Python - Size: 348 KB - Last synced at: 7 months ago - Pushed at: over 7 years ago - Stars: 1 - Forks: 0

harshpal-coder/Sentiment-Analysis-BERT

🔍 Analyze tweet sentiments using BERT for accurate classification into negative, neutral, or positive categories with a comprehensive and modular approach.

Language: Python - Size: 1.78 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 0 - Forks: 0

oaimli/ModularMetaReview

[ACL 2025 Findings] Decomposed Opinion Summarization with Verified Aspect-Aware Modules

Language: Python - Size: 25.9 MB - Last synced at: 30 days ago - Pushed at: 30 days ago - Stars: 0 - Forks: 0

HvKLeon/text-classification-sentiment-analysis

Text classification of Amazon product reviews as positive or negative

Size: 1.95 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 1

lamfay/sentiment-analysis-deep-learning

Analyze disaster-related tweets using deep learning techniques like LSTM, BERT, and RoBERTa. Explore models and results in this GitHub repository. 🐙📊

Language: Jupyter Notebook - Size: 206 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

madhur02/Aspect-Opinion-Mining

Aspect and opinion mining on a financial dataset using deep learning and NLP-based sentiment analysis techniques.

Size: 20.5 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

kschust/GermanHospitalABSA

Aspect-Based Sentiment Analysis of German Hospital Reviews

Language: Jupyter Notebook - Size: 6.52 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

Bartva1/CD-ABSC-with-LLMs

Code for the paper: "Improving Cross-Domain Aspect-Based Sentiment Classification with Large Language Models and Domain-Invariant Transformations"

Language: Python - Size: 25.3 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

Reflex-Angle/TrustCheck

The primary objective of our project is to assess the legitimacy of the product descriptions posted on e-commerce websites such as Amazon by comparing them with an overall aggregate of actual customer reviews in an aspect-based fashion.

Language: JavaScript - Size: 18 MB - Last synced at: about 2 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

dp-ops/ABSA

Aspect Based Sentiment Analysis using greek review dataset scrapped from Skroutz

Language: Python - Size: 103 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

surabhiwaingankar/NeutralABSA

Enhancing Neutral Sentiment Classification in Aspect-Based Sentiment Analysis (ABSA)

Language: Jupyter Notebook - Size: 1.55 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

shobhitraj1/CSE556-Natural-Language-Processing

This repository contains my coursework (assignments & semester exams) for the Natural Language Processing course at IIIT Delhi in Winter 2025.

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Tejes123/ABSA-for-Product-Reviews

An initial approach of leveraging Aspect based analysis for product reviews with the help of GenAI.

Language: HTML - Size: 26.4 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

Hanhlevna/Manhos

This package aims to provide a platform for assessment of hotel online reviews. Datasets were collected from TripAdvisor and Booking.

Language: Python - Size: 7.81 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

manai008/sentiment-analysis

A real-time sentiment analysis platform leveraging deep learning and NLP techniques to classify text into multiple sentiment categories.

Size: 1000 Bytes - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

sueszli/amazeballs

amazon review nlp analytics

Language: Jupyter Notebook - Size: 32.8 MB - Last synced at: 3 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 2

bagusperdanay7/ABSA-With-BILSTM-Undergraduate-Thesis

My undergraduate thesis program, Aspect-Based Sentiment Analysis Towards Matket Place Application Review Using Bidirectional Long Short-Term Memory used Python, Keras and Tensorflow

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plnrlstt/ABSA_ChatGPT

This is the repository for the group project of the lecture Formal Semantics 2023/24 at the Computational Linguistics Faculty of Heidelberg University.

Language: Python - Size: 1.77 MB - Last synced at: 5 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

prachi-77/hotel_review_sentiment_analysis

Sentiment Analysis of Hotel Reviews using Transformers in Python

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karthie2002/absa_frontend

Unveil Customer Insights: Sentiment Analysis Reimagined

Language: TypeScript - Size: 2.32 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

scagiu99/Explain-you-opinion

Project for the University Master Degree Course of Information Retrieval

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janecww/bt5151_group2_amazon-food-reviews

The main objective of sentiment analysis is the use of natural language processing (NLP) techniques to gain insights from the sentiments of customer reviews, in this case from the fine food products listed on Amazon.

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Risdorn/Aspect-Based-Sentiment-Analysis

Aspect Based Sentiment Analysis utilized Dependancy Parsing and prebuilt Sentiment Intensity Analyzer model from nltk to predict sentiment for different reviews. This helps in identfying what part of the review is positive and what part is negative. The data used is a Car Reviews Dataset.

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dstushi/youtube-brand-perception-analysis

Analysing Brand Perception from Youtube Comments

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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.

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AIKU-Official/ABSA

AIKU 2023-Summer Project: Aspect Based Sentimental Analysis (ABSA)

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annabelleluo/NLP-aspect-based-sentiment-classification

Implement a classifier that predicts opinion polarities (positive, negative or neutral) for given aspect terms in sentences.

Language: Python - Size: 105 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

mirfani340/aspect-bassed-sentiment-analysis

Language: Jupyter Notebook - Size: 13.6 MB - Last synced at: about 2 years ago - Pushed at: about 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: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 2

aleceress/datingapp_sentiment

An aspect-based sentiment analysis on dating apps reviews

Language: Jupyter Notebook - Size: 25.1 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - 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: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

ceo21ckim/AXCF-Pytorch

Aspect-aware eXplainable Collaborative Filtering

Language: Jupyter Notebook - Size: 681 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 1

saiteki-kai/amazon-reviews

Aspect-based sentiment analysis on Amazon reviews

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DevanshMistry890/Aspect-Base-semantics-Analysis

Aspect Term Extraction & Sentiment Classification

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uahmad235/ClariSent

Aspect-based Sentiment Analysis of Restaurants and Amazon Mobile Reviews.

Language: Python - Size: 35.2 KB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

anayaml/lovemondays-experiment

Language: HTML - Size: 5.77 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 1

theatina/ABSA

Aspect Based Sentiment Analysis

Language: Python - Size: 152 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

Animesh-Chourey/Pre-trained_Transformers-Information_Extraction-and-Dialogue_System

Part of the assignment from the Neural Network and NLP module

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Animesh-Chourey/Word_Representation-Text_Classification-and-Machine_Translation

Neural Network and NLP project

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siwictyas/Deep-Learning-for-Aspect-Based-Sentiment-Analysis-on-Indonesian-Hotels-Reviews

Language: Jupyter Notebook - Size: 2.22 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

William9923/indonesian-aste-generative

Code and dataset for "Text Generation for Opinion Triplet Extraction"., 2021

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icezimmer/HLTproject

Target-aspect-sentiment joint detection for SE-ABSA15 competition.

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uyanik/blog

A serie of posts about opinion mining

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pranshurastogi29/Aspect-Based-Sentiment-Analysis-ABSA

Language: Jupyter Notebook - Size: 438 KB - Last synced at: 7 months ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

khanhhuy288/steam-insider

Steam Insider: A machine learning system for aspect-based sentiment analysis and text summarization of video game reviews on Steam.

Language: Jupyter Notebook - Size: 46.1 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

alexkhrustalev/Unsupervised-and-supervised-approaches-to-aspect-based-sentiment-analysis-in-German

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KoredeAkande/african-airlines-sentiment-analysis

An aspect-based sentiment analysis project on African airline carriers

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anirudhs123/INTER-IIT-Winning-Solution Fork of thevasudevgupta/Bridgei2i-Winning-Solutions

Winning solutions of Bridgei2i InterIIT Tech Meet 2021

Language: Python - Size: 43.1 MB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

Priyansh2/Abstract-Based-Sentiment-Detection

This repository contains code for aspect-based sentiment analysis for the "restaurant" domain. Ref. paper:

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lpq29743/SPRM

A Pytorch implementation for "A Shared-Private Representation Model with Coarse-to-Fine Extraction for Target Sentiment Analysis“ (Findings of EMNLP 2020).

Language: Python - Size: 1.34 MB - Last synced at: about 2 years ago - Pushed at: about 5 years ago - Stars: 0 - Forks: 0

tugas-itb-erick/IF4072-Pemrosesan-Teks-dan-Suara-Bahasa-Alami 📦

IF4072 Natural Language & Text Processing

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bballamudi/BERT-for-RRC-ABSA Fork of howardhsu/BERT-for-RRC-ABSA

code for our NAACL 2019 paper: "BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis"

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bballamudi/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。

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