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Song-Yan Li

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SchemaFill: Efficient LLM Tool Calling via Slot-Parallel Speculative Decoding

Zhi-Kai Chen, Song-Yan Li, De-Chuan Zhan وآخرون · 2026

LLM agents interact with external systems by generating structured tool calls. Given a user request, conversational context, and a catalog of tool schemas, a tool-calling model must select tools and generate their arguments, potentially producing multiple calls in a single response. Standard autoregressive decoding gen …

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