DiagGPT: An LLM-based Chatbot with Automatic Topic Management for Task-Oriented Dialogue

arXiv:2308.08043v3 Announce Type: replace
Abstract: Large Language Models (LLMs), such as ChatGPT, are increasingly sophisticated and exhibit capabilities closely resembling those of humans. A significant application of these LLMs is their use as chat agents, responding to human inquiries across various domains. While current LLMs proficiently answer general questions, they often fall short in complex diagnostic scenarios such as legal, medical, or other specialized consultations. These scenarios typically require Task-Oriented Dialogue (TOD), where an AI chat agent must proactively pose …

abstract agents application arxiv capabilities chat chatbot chatgpt cs.ai cs.cl current dialogue domains general human humans language language models large language large language models llm llms management questions type