Tree Search for Language Model Agents скачать в хорошем качестве

Tree Search for Language Model Agents

Paper: Tree Search for Language Model Agents (2407.01476) Published: 1 Jul 2024. Learn more on Emergent Mind: https://www.emergentmind.com/papers/2... arXiv: https://arxiv.org/abs/2407.01476 Sign up for our free trending papers email digest: https://www.emergentmind.com/subscribe Follow us on X: https://x.com/EmergentMind Join our Discord:   / discord   This lightning talk explores a breakthrough approach to enhancing language model agents through tree search algorithms. The presentation demonstrates how best-first search strategies, guided by learned value functions, enable agents to navigate complex web environments more effectively. We examine the methodology, experimental results showing dramatic improvements on challenging benchmarks, and the practical implications of scaling test-time computation for autonomous task execution.