Multilingual Sentiment

Multilingual sentiment analysis aims to automatically determine the emotional tone of text across multiple languages, a crucial task with applications ranging from social media monitoring to market research. Current research focuses on addressing biases in existing models, particularly towards high-resource languages, and improving performance in low-resource languages through techniques like ensemble methods, multilingual lexicons, and adapter-based transfer learning. These advancements are vital for creating more equitable and effective natural language processing systems capable of understanding diverse global perspectives and fostering cross-cultural communication.

Papers

November 6, 2024

A Multilingual Sentiment Lexicon for Low-Resource Language Translation using Large Languages Models and Explainable AI
Melusi Malinga, Isaac Lupanda, Mike Wa Nkongolo, Phil van Deventer
Large Language Model Explainable AI Low Resource Sentiment Polarity Bidirectional Encoder Representation From Transformer Multilingual Sentiment Multilingual Context

October 4, 2024

Five Years of COVID-19 Discourse on Instagram: A Labeled Instagram Dataset of Over Half a Million Posts for Multilingual Sentiment Analysis
Nirmalya Thakur
Sentiment Analysis Cross Lingual Image Datasets POST Exploration Multilingual Sentiment Sentiment Aware Opinion Distribution

May 7, 2024

Analyzing Language Bias Between French and English in Conventional Multilingual Sentiment Analysis Models
Ethan Parker Wong, Faten M'hiri
Natural Language Processing Language Bias Multilingual Sentiment

March 10, 2024

Ensemble Language Models for Multilingual Sentiment Analysis
Md Arid Hasan
Language Model Sentiment Analysis Implicit Sentiment Multilingual Sentiment Arabic Tweet

February 3, 2024

Zero-shot Sentiment Analysis in Low-Resource Languages Using a Multilingual Sentiment Lexicon
Fajri Koto, Tilman Beck, Zeerak Talat, Iryna Gurevych, Timothy Baldwin
Zero Shot Low Resource Language Low Resource Multilingual Language Model Multilingual Lexicon Sentiment Analysis Datasets Multilingual Sentiment

January 25, 2024

ChatGPT vs Gemini vs LLaMA on Multilingual Sentiment Analysis
Alessio Buscemi, Daniele Proverbio
Large Language Model ChatGPT Generated Conversation Sentiment Analysis User Sentiment Multi Scenario LLaMa LlamaCare Multilingual Sentiment

December 7, 2023

Deep Emotions Across Languages: A Novel Approach for Sentiment Propagation in Multilingual WordNets
Jan Kocoń
Sentiment Analysis Cross Lingual Novel Approach Unknown Language Opinion Mining Emotional Impact Multilingual Sentiment

November 11, 2023

Zero-Shot Cross-Lingual Sentiment Classification under Distribution Shift: an Exploratory Study
Maarten De Raedt, Semere Kiros Bitew, Fréderic Godin, Thomas Demeester, Chris Develder
Distribution Shift Multilingual Model Exploratory Study Multilingual Sentiment

June 13, 2023

Massively Multilingual Corpus of Sentiment Datasets and Multi-faceted Sentiment Classification Benchmark
Łukasz Augustyniak, Szymon Woźniak, Marcin Gruza, Piotr Gramacki, Krzysztof Rajda, Mikołaj Morzy, Tomasz Kajdanowicz
Multilingual Model Multilingual Corpus Sentiment Analysis Datasets Multilingual Sentiment

May 22, 2023

Language-Agnostic Bias Detection in Language Models with Bias Probing
Abdullatif Köksal, Omer Faruk Yalcin, Ahmet Akbiyik, M. Tahir Kilavuz, Anna Korhonen, Hinrich Schütze
Language Model Pretrained Language Model Social Bias Language Bias Bias Detection Multilingual Sentiment Nationality Bias

April 26, 2023

HausaNLP at SemEval-2023 Task 12: Leveraging African Low Resource TweetData for Sentiment Analysis
Saheed Abdullahi Salahudeen, Falalu Ibrahim Lawan, Ahmad Mustapha Wali, Amina Abubakar Imam, Aliyu Rabiu Shuaibu, Aliyu Yusuf, Nur Bala Rabiu, Musa Bello, Shamsuddeen Umaru Adamu, Saminu Mohammad Aliyu, Murja Sani Gadanya, Sanah Abdullahi Muaz, Mahmoud Said Ahmad, Abdulkadir Abdullahi, Abdulmalik Yusuf Jamoh
Sentiment Analysis SemEval 2022 Task Multilingual Sentiment

April 13, 2023

Masakhane-Afrisenti at SemEval-2023 Task 12: Sentiment Analysis using Afro-centric Language Models and Adapters for Low-resource African Languages
Israel Abebe Azime, Sana Sabah Al-Azzawi, Atnafu Lambebo Tonja, Iyanuoluwa Shode, Jesujoba Alabi, Ayodele Awokoya, Mardiyyah Oduwole, Tosin Adewumi, Samuel Fanijo, Oyinkansola Awosan, Oreen Yousuf
Zero Shot Sentiment Analysis SemEval 2022 Task African Language Adapter Module Multilingual Sentiment

October 29, 2022

Sentiment Classification of Code-Switched Text using Pre-trained Multilingual Embeddings and Segmentation
Saurav K. Aryal, Howard Prioleau, Gloria Washington
Natural Language Processing Sentiment Analysis Segmentation Based Approach Code Switched Multilingual Sentiment

October 25, 2022

Progressive Sentiment Analysis for Code-Switched Text Data
Sudhanshu Ranjan, Dheeraj Mekala, Jingbo Shang
Multilingual Pre Trained Language Model Multilingual Transformer Language Dataset Multilingual Sentiment Longitudinal Sentiment Code Switching Data

April 11, 2022

Assessment of Massively Multilingual Sentiment Classifiers
Krzysztof Rajda, Łukasz Augustyniak, Piotr Gramacki, Marcin Gruza, Szymon Woźniak, Tomasz Kajdanowicz
Direct Assessment Multilingual Task Sentiment Analysis Datasets Multilingual Sentiment

January 20, 2022

NaijaSenti: A Nigerian Twitter Sentiment Corpus for Multilingual Sentiment Analysis
Shamsuddeen Hassan Muhammad, David Ifeoluwa Adelani, Sebastian Ruder, Ibrahim Said Ahmad, Idris Abdulmumin, Bello Shehu Bello, Monojit Choudhury, Chris Chinenye Emezue, Saheed Salahudeen Abdullahi, Anuoluwapo Aremu, Alipio Jeorge, Pavel Brazdil
Sentiment Analysis Multilingual Sentiment Sentiment Lexicon Annotated Tweet

December 6, 2021

Zero-shot hashtag segmentation for multilingual sentiment analysis
Ruan Chaves Rodrigues, Marcelo Akira Inuzuka, Juliana Resplande Sant'Anna Gomes, Acquila Santos Rocha, Iacer Calixto, Hugo Alexandre Dantas do Nascimento
Multilingual Sentiment Hashtag Prediction Hashtag Segmentation

Multilingual Sentiment

Papers

A Multilingual Sentiment Lexicon for Low-Resource Language Translation using Large Languages Models and Explainable AI

Five Years of COVID-19 Discourse on Instagram: A Labeled Instagram Dataset of Over Half a Million Posts for Multilingual Sentiment Analysis

Analyzing Language Bias Between French and English in Conventional Multilingual Sentiment Analysis Models

Ensemble Language Models for Multilingual Sentiment Analysis

Zero-shot Sentiment Analysis in Low-Resource Languages Using a Multilingual Sentiment Lexicon

ChatGPT vs Gemini vs LLaMA on Multilingual Sentiment Analysis

Deep Emotions Across Languages: A Novel Approach for Sentiment Propagation in Multilingual WordNets

Zero-Shot Cross-Lingual Sentiment Classification under Distribution Shift: an Exploratory Study

Massively Multilingual Corpus of Sentiment Datasets and Multi-faceted Sentiment Classification Benchmark

Language-Agnostic Bias Detection in Language Models with Bias Probing

HausaNLP at SemEval-2023 Task 12: Leveraging African Low Resource TweetData for Sentiment Analysis

Masakhane-Afrisenti at SemEval-2023 Task 12: Sentiment Analysis using Afro-centric Language Models and Adapters for Low-resource African Languages

Sentiment Classification of Code-Switched Text using Pre-trained Multilingual Embeddings and Segmentation

Progressive Sentiment Analysis for Code-Switched Text Data

Assessment of Massively Multilingual Sentiment Classifiers

NaijaSenti: A Nigerian Twitter Sentiment Corpus for Multilingual Sentiment Analysis

Zero-shot hashtag segmentation for multilingual sentiment analysis