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Investigating the Predominance of Large Language Models in Low-Resource Bangla Language over Transformer Models for Hate Speech Detection: A Comparative Analysis

https://doi.org/10.3390/math12233687
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/11941439_114openalex-snapshot
Beyond Accuracy, F-Score and ROC: A Family of Discriminant Measures for Performance Evaluation
inferredcites →https://doi.org/10.1007/978-3-540-31865-1_25openalex-snapshot
A Probabilistic Interpretation of Precision, Recall and F-Score, with Implication for Evaluation
inferredcites →https://doi.org/10.1007/978-981-99-8937-9_56openalex-snapshot
Bengali Hate Speech Detection with BERT and Deep Learning Models
inferredcites →https://doi.org/10.1016/j.artmed.2024.103007openalex-snapshot
Exploring the effectiveness of instruction tuning in biomedical language processing
inferredcites →https://doi.org/10.1109/dsaa49011.2020.00053openalex-snapshot
Classification Benchmarks for Under-resourced Bengali Language based on Multichannel Convolutional-LSTM Network
inferredcites →https://doi.org/10.1109/dsaa53316.2021.9564230openalex-snapshot
DeepHateExplainer: Explainable Hate Speech Detection in Under-resourced Bengali Language
inferredcites →https://doi.org/10.1109/icaeee54957.2022.9836407openalex-snapshot
A Machine Learning Approach to Classify Anti-social Bengali Comments on Social Media
inferredcites →https://doi.org/10.1109/icmla.2019.00104openalex-snapshot
Hateful Speech Detection in Public Facebook Pages for the Bengali Language
inferredcites →https://doi.org/10.1109/icmla58977.2023.00237openalex-snapshot
An Investigation of Large Language Models for Real-World Hate Speech Detection
inferredcites →https://doi.org/10.1109/uemcon53757.2021.9666550openalex-snapshot
Bangla Hate Speech Detection in Videos Using Machine Learning
inferredcites →https://doi.org/10.1145/3703155openalex-snapshot
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions
inferredcites →https://doi.org/10.1515/jisys-2020-0060openalex-snapshot
Bangla hate speech detection on social media using attention-based recurrent neural network
inferredcites →https://doi.org/10.18653/v1/2022.findings-naacl.98openalex-snapshot
BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in Bangla
inferredcites →https://doi.org/10.18653/v1/2023.findings-emnlp.407openalex-snapshot
Probing LLMs for hate speech detection: strengths and vulnerabilities
inferredcites →https://doi.org/10.18653/v1/2023.semeval-1.266openalex-snapshot
BpHigh at SemEval-2023 Task 7: Can Fine-tuned Cross-encoders Outperform GPT-3.5 in NLI Tasks on Clinical Trial Data?
inferredcites →https://doi.org/10.18653/v1/2023.woah-1.6openalex-snapshot
Respectful or Toxic? Using Zero-Shot Learning with Language Models to Detect Hate Speech
inferredcites →https://doi.org/10.21203/rs.3.rs-2379359/v1openalex-snapshot
Detection of Abusive Bengali Comments for Mixed Social Media Data Using Machine Learning
inferredcites →https://doi.org/10.48550/arxiv.2210.03479openalex-snapshot
Hate Speech and Offensive Language Detection in Bengali
inferredcites →https://doi.org/10.63317/5ot25arxkphdopenalex-snapshot
BD-SHS: A Benchmark Dataset for Learning to Detect Online Bangla Hate Speech in Different Social Contexts

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Sentiment Analysis on Converting Marginalized Language to English Language
inferred← citeshttps://doi.org/10.1109/access.2026.3726865openalex-snapshot
A Comparative Analysis of Large Language Models for the Detection and Classification of Hate Speech in a Low-Resource Language
inferred← citeshttps://doi.org/10.1109/ecce64574.2025.11013932openalex-snapshot
A Deep Learning Approach for Multiclass Domain-Specific Question Classification in Computer Science for Bangla Language
inferred← citeshttps://doi.org/10.1109/iccit68739.2025.11490499openalex-snapshot
Prompting vs Fine-Tuning for Bengali Violence Detection in Low-Resource Settings
inferred← citeshttps://doi.org/10.1109/iccit68739.2025.11491627openalex-snapshot
BRAC: A Transformer-Based Model for Detecting Religion-Oriented Aggression in Bengali Social Media Comments
inferred← citeshttps://doi.org/10.1109/icvadv63329.2025.10961123openalex-snapshot
Advancing Hate Speech Detection: A Multilingual System Using LLAMA-2 for Real-Time Analysis of Audio, Video, and Text Content
inferred← citeshttps://doi.org/10.1109/idaacs68557.2025.11322320openalex-snapshot
Comparison of Modern Deep Learning Models for Toxicity Detection
inferred← citeshttps://doi.org/10.1109/ncim65934.2025.11159937openalex-snapshot
Enhancing Hate Speech Detection in Bengali Language Using Machine Learning and Deep Learning Algorithms
inferred← citeshttps://doi.org/10.1109/scored68498.2025.11398938openalex-snapshot
Enhancing Bangla Cyberbullying Detection with Data Augmentation: A Performance Evaluation
inferred← citeshttps://doi.org/10.1142/s0218213026500090openalex-snapshot
Transformer–Based Models for Low–Resource Language Processing in Specialized Technical Domains
inferred← citeshttps://doi.org/10.1145/3799457.3799600openalex-snapshot
Artificial Intelligence Technology Empowers Cyberbullying Text Detection: Research Trends and Hotspot Mining from a Bibliometric Perspective
inferred← citeshttps://doi.org/10.14569/ijacsa.2025.0160579openalex-snapshot
Detecting Hate Speech Targeting Protected Groups in Arabic Using Hypothesis Engineering and Zero-Shot Learning with Ground Validation via ChatGPT
inferred← citeshttps://doi.org/10.28925/2663-4023.2026.32.1189openalex-snapshot
RESEARCH ON MACHINE LEARNING MODELS FOR TOXIC CONTENT DETECTION
inferred← citeshttps://doi.org/10.3390/electronics14040799openalex-snapshot
SentimentFormer: A Transformer-Based Multimodal Fusion Framework for Enhanced Sentiment Analysis of Memes in Under-Resourced Bangla Language
inferred← citeshttps://doi.org/10.3390/electronics15020281openalex-snapshot
A Pilot Study on Multilingual Detection of Irregular Migration Discourse on X and Telegram Using Transformer-Based Models
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Correctness Coverage Evaluation for Medical Multiple-Choice Question Answering Based on the Enhanced Conformal Prediction Framework
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