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cs.LG2025
ToolFactory: Automating Tool Generation by Leveraging LLM to Understand REST API Documentations
Xinyi Ni, Qiuyang Wang, Yukun Zhang +1
LLM-based tool agents offer natural language interfaces, enabling users to seamlessly interact with computing services. While REST APIs are valuable resources for building such age…
cs.LG2024
Unraveling Text Generation in LLMs: A Stochastic Differential Equation Approach
Yukun Zhang
This paper explores the application of Stochastic Differential Equations (SDE) to interpret the text generation process of Large Language Models (LLMs) such as GPT-4. Text generati…
cs.LG2024★ 1 cited
Unveiling LLM Mechanisms Through Neural ODEs and Control Theory
Yukun Zhang, Qi Dong
This paper proposes a framework combining Neural Ordinary Differential Equations (Neural ODEs) and robust control theory to enhance the interpretability and control of large langua…