2026
Thinker: Training LLMs in Hierarchical Thinking for Deep Search via Multi-Turn Interaction
AAAI 2026technical
Efficient retrieval of external knowledge bases and web pages is crucial for enhancing the reasoning abilities of LLMs. Previous works on training LLMs to leverage external retrievers for solving complex problems have predominantly employed end-to-end reinforcement learning. However, these approache