04:00
2026-10-12
machinebrief.com
artificial-intelligence
TreeHCA: Hindsight-Guided Exploration and Credit Assignment for Multi-Turn LLM Agents
TreeHCA, a new reinforcement-learning method for training multi-turn LLM agents, outperformed all baselines in aggregate exact match across seven question-answering benchmarks and three Qwen backbones…