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Kshitij Tayal

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KiranaBench: Can a Language Model Run a Neighbourhood Shop?

Large language model (LLM) agents are increasingly evaluated on long-horizon tasks, including autonomously running a business. Existing benchmarks for this setting are almost exclusively English-language, Western in retail context, and single-agent, with the agent observing the business directly. We study how these res...

Bhuvan Arora, Ankita U. Karmakar, Chaitanya Jain et al. · 0 citations
#artificial intelligence Preprint Sep 2026

The Rise of Verbal Reinforcement Learning

This taxonomy shows how verbal reinforcement is reshaping agent development, while also defining the challenges and opportunities for building more capable and aligned agents.

Kshitij Tayal, Arun Sharma, Genta Indra Winata et al. · 0 citations

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