Great paper Lisa! This new work on tool selection initially uses a fine-tuned LLM to find good candidate tools, before an LLM without fine-tuning reasons over these candidates, with significant performance improvements.
Imperial NLP
Lisa Alazraki, Marek Rei
Meta-Reasoning Improves Tool Use in Large Language Models
https://arxiv.org/abs/2411.04535