Why Small LLMs Fail at Tool Calling: The Shocking Discovery from Our Llama 3B Benchmark

A comprehensive analysis of LLM tool calling capabilities — and why our Llama 3B benchmark showed zero tool attempts across all 9 test scenarios, revealing a fundamental barrier for small models in agent applications.