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Shumin Wang

2 accepted papers

2026

On the Entropy Dynamics in Reinforcement Fine-Tuning of Large Language Models

ICML 2026poster

Entropy serves as a critical metric for measuring the diversity of outputs generated by large language models (LLMs), providing valuable insights into their exploration capabilities. While recent studies increasingly focus on monitoring and adjusting entropy to better balance exploration and exploit…

Cited by 0SourceScholar
2025

Language Adaptation of Large Language Models: An Empirical Study on LLaMA2

COLING 2025main

There has been a surge of interest regarding language adaptation of Large Language Models (LLMs) to enhance the processing of texts in low-resource languages. While traditional language models have seen extensive research on language transfer, modern LLMs still necessitate further explorations in la…