NTILC: Neural Tool Invocation via Learned Compression

Andrew Krikorian, Yayuan Li, Jason J. Corso

Agentic tool-calling language models depend on large registries of callable APIs, functions, and local actions. Placing full tool specifications directly in the prompt incurs a cos…