From Matching to Generation: A Survey on Generative Information Retrieval Paper • 2404.14851 • Published Apr 23, 2024
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Paper • 2505.16410 • Published May 22, 2025 • 58
Hierarchical Document Refinement for Long-context Retrieval-augmented Generation Paper • 2505.10413 • Published May 15, 2025
Leveraging LLM-Assisted Query Understanding for Live Retrieval-Augmented Generation Paper • 2506.21384 • Published Jun 26, 2025 • 1
Decoupled Planning and Execution: A Hierarchical Reasoning Framework for Deep Search Paper • 2507.02652 • Published Jul 3, 2025 • 26
DeepAgent: A General Reasoning Agent with Scalable Toolsets Paper • 2510.21618 • Published Oct 24, 2025 • 103
TourPlanner: A Competitive Consensus Framework with Constraint-Gated Reinforcement Learning for Travel Planning Paper • 2601.04698 • Published Jan 8 • 10
CausalRM: Causal-Theoretic Reward Modeling for RLHF from Observational User Feedbacks Paper • 2603.18736 • Published Mar 19
MuSEAgent: A Multimodal Reasoning Agent with Stateful Experiences Paper • 2603.27813 • Published 30 days ago • 23
Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence Paper • 2604.18292 • Published 8 days ago • 80
TourPlanner: A Competitive Consensus Framework with Constraint-Gated Reinforcement Learning for Travel Planning Paper • 2601.04698 • Published Jan 8 • 10
UniGen: A Unified Generative Framework for Retrieval and Question Answering with Large Language Models Paper • 2312.11036 • Published Dec 18, 2023
Towards a Unified Language Model for Knowledge-Intensive Tasks Utilizing External Corpus Paper • 2402.01176 • Published Feb 2, 2024
Trustworthiness in Retrieval-Augmented Generation Systems: A Survey Paper • 2409.10102 • Published Sep 16, 2024
Search-o1: Agentic Search-Enhanced Large Reasoning Models Paper • 2501.05366 • Published Jan 9, 2025 • 104
WebThinker: Empowering Large Reasoning Models with Deep Research Capability Paper • 2504.21776 • Published Apr 30, 2025 • 59