Learning to Ask: When LLM Agents Meet Unclear Instruction

ArXi:2409.00557v4 Announce Type: replace-cross Equipped with the capability to call functions, modern large language models (LLMs) can leverage external tools for addressing a range of tasks unattainable through language skills alone. However, the effective execution of these tools relies heavily not just on the advanced capabilities of LLMs but also on precise user instructions, which often cannot be ensured in the real world.