Tell Me More! Towards Implicit User Intention Understanding of Language Model Driven Agents
Published in ACL In submission, 2024
We introduce Intention-in-Interaction (IN3), a novel benchmark designed to inspect users’ implicit intentions through explicit queries. Employing IN3, we empirically train Mistral-Interact, a powerful model that proactively assesses task vagueness, inquires user intentions, and refines them into actionable goals before starting downstream agent task execution.
Recommended citation: Tell Me More! Towards Implicit User Intention Understanding of Language Model Driven Agents C Qian, B He, Z Zhuang, J Deng, Y Qin, X Cong, Z Zhang, J Zhou, Y Lin, Z Liu, M Sun… - arXiv preprint arXiv:2402.09205, 2024 https://arxiv.org/abs/2402.09205