4 papers
Contaminated Collaboration: Measuring Gender Bias Transfer in LLM-Assisted Student Writing
Ariyan Hossain, Kazi Kamruzzaman Rabbi, Farig Sadeque +1
Gender bias in LLMs has been studied extensively in model outputs, with biased prompts shown to amplify stereotyped generations. Whether such bias propagates into text produced by…
Benchmarking Bengali Dialectal Bias: A Multi-Stage Framework Integrating RAG-Based Translation and Human-Augmented RLAIF
K. M. Jubair Sami, Dipto Sumit, Ariyan Hossain +1
Large language models (LLMs) frequently exhibit performance biases against regional dialects of low-resource languages. However, frameworks to quantify these disparities remain sca…
A Comparative Analysis of Retrieval-Augmented Generation Techniques for Bengali Standard-to-Dialect Machine Translation Using LLMs
K. M. Jubair Sami, Dipto Sumit, Ariyan Hossain +1
Translating from a standard language to its regional dialects is a significant NLP challenge due to scarce data and linguistic variation, a problem prominent in the Bengali languag…
Exploring and Mitigating Gender Bias in Encoder-Based Transformer Models
Ariyan Hossain, Khondokar Mohammad Ahanaf Hannan, Rakinul Haque +4
Gender bias in language models has gained increasing attention in the field of natural language processing. Encoder-based transformer models, which have achieved state-of-the-art p…