Author

Usneek Singh

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#artificial intelligence Preprint Sep 2026

VakyArth: Evaluating Pragmatic Competence in LLMs across Indic Languages

Real-world communication often requires pragmatic reasoning: interpreting meanings implied through context and cultural convention rather than stated literally. Existing pragmatic evaluation remains largely limited to English and high-resource languages, leaving Indic languages unexplored despite their linguistic and c...

Usneek Singh, Poorvaja Veera Balaji Kumar, Parth Nanda et al. · 0 citations

Open access 2026

Asking language models how to represent data for fine-tuning

It is shown that format choice remains important even after fine-tuning; models learn more efficiently with specific formats rather than adapting to any format; this finding allows format selection to be done via inference alone, avoiding costly trial-and-error fine-tuning runs.

Usneek Singh, Ananya Singha, Abhijeet Awasthi et al. · Proceedings of the First Wor... · 0 citations