CRAFT: Customizing LLMs by Creating and Retrieving from Specialized Toolsets

arXiv:2309.17428v2 Announce Type: replace-cross
Abstract: Large language models (LLMs) are often augmented with tools to solve complex tasks. By generating code snippets and executing them through task-specific Application Programming Interfaces (APIs), they can offload certain functions to dedicated external modules, such as image encoding and performing calculations. However, most existing approaches to augment LLMs with tools are constrained by general-purpose APIs and lack the flexibility for tailoring them to specific tasks. In this work, we present CRAFT, a general tool …

arxiv craft cs.ai cs.cl cs.lg llms type