FLAP: Flow Adhering Planning with Constrained Decoding in LLMs

arXiv:2403.05766v1 Announce Type: new
Abstract: Planning is a crucial task for agents in task oriented dialogs (TODs). Human agents typically resolve user issues by following predefined workflows, decomposing workflow steps into actionable items, and performing actions by executing APIs in order; all of which require reasoning and planning. With the recent advances in LLMs, there have been increasing attempts to use LLMs for task planning and API usage. However, the faithfulness of the plans to predefined workflows and API dependencies, …

abstract agents apis arxiv cs.cl decoding flow human llms planning reasoning type workflow workflows