Name: Thought Process (Concert)
Start: 2024-03-30T20:30:00-05:00
Location: Terminal West

Large Language Models (LLMs) have demonstrated their strong ability to assist people and show "sparks of intelligence". However, several open challenges hinder their wider application: such as concerns over privacy, tendencies to produce hallucinations, and difficulties in handling long contexts. In this work, we address those challenges by introducing the Retrieval-Augmented Thought Process (RATP). Given access to external knowledge, RATP formulates the thought generation of LLMs as a multiple-step decision process. To optimize such a thought process, RATP leverages Monte-Carlo Tree Search, and learns a Q-value estimator that permits cost-efficient inference. In addressing the task of question-answering with private data, where ethical and security concerns limit LLM training methods, RATP achieves a 50% improvement over existing in-context retrieval-augmented language models.
🗓️ Mark your calendar from March 30, 2024 to February 28, 2024 at Terminal West. Thought Process is a celebration of passion, innovation, and community. Embrace the opportunity to explore the world of Other Concerts in a dynamic setting in , . Reserve your spot now for tickets starting at just 30.00 🎟️.