Sentiment Analysis of Code-Mixed Text: A Comprehensive Review

Anne Perera; Amitha Caldera

doi:10.3897/jucs.98708

Research Article

JUCS - Journal of Universal Computer Science 30(2): 242-261
https://doi.org/10.3897/jucs.98708 (28 Feb 2024)

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MJ Elizabeth, Raju Hazari (2026)
A language independent machine learning model for sentiment analysis and toxicity classification in code-mixed data. Natural Computing 25: .

DOI: 10.1007/s11047-025-10062-5

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Analysis of Emotion Detection from Code Mixed or Code-Switched Social Media Text using Deep Learning. International Research Journal of Multidisciplinary Technovation : 1.

DOI: 10.54392/irjmt2541

Muhammad Kashif Nazir, Muhammad Bilal, Sandile Charles Shongwe (2026)
Sentiment analysis for code-mixed low-resource languages: a systematic review of approaches, techniques, applications, challenges, and future directions. Social Network Analysis and Mining 16: .

DOI: 10.1007/s13278-026-01588-2

Chetan Singh, Vikram Singh (2026)
Exploring Code-Mixed Information Retrieval: Trends, Challenges, and an Enhanced Embedding-Based Approach. 2026 International Conference on Intelligent Processing, Hardware, Electronics, and Radio Systems (CIPHER) : 1.

DOI: 10.1109/CIPHER70417.2026.11523804

Sahil Thakur, Saloni Mahadule, Shreya Chaple, Poorva Agrawal, Sagarkumar S. Badhiye, Nitin Rakesh (2024)
Comparative Analysis of Consumer Sentiments using NLP and Pre-Trained Transformer-Based Models. 2024 4th International Conference on Technological Advancements in Computational Sciences (ICTACS) : 821.

DOI: 10.1109/ICTACS62700.2024.10840442

Chaitanya B. Pednekar, M. Prakash (2025)
SenTAS++: Language-Tag Graph Attention and Cross-View Contrastive Fusion for Sentiment Analysis in Code-Mixed Language. 2025 4th International Conference on Applied Artificial Intelligence and Computing (ICAAIC) : 1444.

DOI: 10.1109/ICAAIC64647.2025.11331076

Marchel Christhoper Wuisang, Gusti Pangestu (2025)
Aspect-Based Sentiment Analysis in Indonesian Hotel Reviews: Machine Learning versus Large Language Models. 2025 International Seminar on Application for Technology of Information and Communication (iSemantic) : 444.

DOI: 10.1109/ISemantic67418.2025.11292470

Rasolofonimaro Antsa Notiavina, Radius Tanone, Yos Richard Beeh, Budhi Kristianto (2026)
Self-Distillation of XLM-RoBERTa for Multilingual Sentiment Analysis on Imbalanced Data: A Case Study on Malagasy Mobile Application Reviews. 2026 23rd International Joint Conference on Computer Science and Software Engineering (JCSSE) : 552.

DOI: 10.1109/JCSSE68839.2026.11596637

M. J. Elizabeth, Avinash Krishna Kommineni, Raju Hazari (2024)
Cellular Automata. Chapter 14: 163.

DOI: 10.1007/978-3-031-71552-5_14