PERSA: Reinforcement Learning for Professor-Style Personalized Feedback with LLMs

Ravi Kumar, Utkarsh Grover, Xiaomin Lin 0002, Agoritsa Polyzou. PERSA: Reinforcement Learning for Professor-Style Personalized Feedback with LLMs. In Ekaterina Kochmar, Bashar Alhafni, Stefano BannĂ², Marie Bexte, Jill Burstein, Andrea Horbach, Ronja Laarmann-Quante, Anais Tack, Victoria Yaneva, Zheng Yuan 0003, editors, Proceedings of the 21st Workshop on Innovative Use of NLP for Building Educational Applications, BEA 2026, San Diego, California, USA, July 3-4, 2026. pages 529-545, Association for Computational Linguistics, 2026. [doi]

Authors

Ravi Kumar

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Utkarsh Grover

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Xiaomin Lin 0002

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Agoritsa Polyzou

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