Papers by Prachi Goyal
Mind the Gap: Multilingual Divide in LLM Bias Detection and Reasoning (2026.acl-srw)
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| Challenge: | Large Language Models (LLMs) are increasingly deployed in multilingual settings . but most bias evaluation remains English-centric and ignores how bias manifests within reasoning . |
| Approach: | They evaluate large language models with supervised fine-tuning and preference optimization . they find that bias varies substantially across languages, with consistent degradation in non-English settings . |
| Outcome: | The proposed model improves in English, Dutch, Spanish, and Turkish using the MBBQ benchmark. |