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Author

Koyel Mukherjee

2 papers indexed here

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#natural language process... Preprint Oct 2026

Do LLM Tutors Actually Teach? A Process-Centered Synthesis of the Tutoring Loop

It is argued that progress requires validating the interfaces between tutoring stages, not only improving individual components, and that progress requires validating the interfaces between tutoring stages, not only improving individual components.

Sayantan Adak, Rima Hazra, Koyel Mukherjee et al. · 0 citations
#machine learning Preprint Sep 2026

Online Learning with LLM Experts from Limited Feedback

This work studies adaptive routing of prompts to large language model experts to maximize response quality in an online setting with limited feedback and proposes algorithms that strategically select and observe rewards to minimize regret.

Wei Wang, Soumyabrata Pal, Koyel Mukherjee et al. · 1 citation

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