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cs.CL2025
Causal Reasoning Favors Encoders: On The Limits of Decoder-Only Models
Amartya Roy, Elamparithy M, Kripabandhu Ghosh +2
In context learning (ICL) underpins recent advances in large language models (LLMs), although its role and performance in causal reasoning remains unclear. Causal reasoning demands…
cs.CL2024
On the effective transfer of knowledge from English to Hindi Wikipedia
Paramita Das, Amartya Roy, Ritabrata Chakraborty +1
Although Wikipedia is the largest multilingual encyclopedia, it remains inherently incomplete. There is a significant disparity in the quality of content between high-resource lang…
cs.CL2024
Do the Right Thing, Just Debias! Multi-Category Bias Mitigation Using LLMs
Amartya Roy, Danush Khanna, Devanshu Mahapatra +3
This paper tackles the challenge of building robust and generalizable bias mitigation models for language. Recognizing the limitations of existing datasets, we introduce ANUBIS, a…