An LLM Compiler for Parallel Function Calling

Recent language models have shown remarkable results on various complex reasoning benchmarks. The reasoning capabilities of LLMs enable them to execute external function calls to overcome their inherent limitations, such as knowledge cutoffs, poor arithmetic skills, or lack of access to private data. This development has allowed LLMs to select and coordinate multiple functions based on the context to tackle more complex problems. However, current methods for multiple function calling often require sequential reasoning and acting for each function which …

benchmarks capabilities compiler cs.cl data development function knowledge language language models limitations llm llms multiple private data reasoning skills them