SmartSearch: Process Reward-Guided Query Refinement for Search Agents
Fuente:
arXiv
Saved in:
| Main Authors: | Wen, Tongyu, Dong, Guanting, Dou, Zhicheng |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
ET-Agent: Incentivizing Effective Tool-Integrated Reasoning Agent via Behavior Calibration
by: Chen, Yifei, et al.
Published: (2026)
by: Chen, Yifei, et al.
Published: (2026)
ToolScope: An Agentic Framework for Vision-Guided and Long-Horizon Tool Use
by: Deng, Mengjie, et al.
Published: (2025)
by: Deng, Mengjie, et al.
Published: (2025)
Toward Effective Tool-Integrated Reasoning via Self-Evolved Preference Learning
by: Chen, Yifei, et al.
Published: (2025)
by: Chen, Yifei, et al.
Published: (2025)
Search-o1: Agentic Search-Enhanced Large Reasoning Models
by: Li, Xiaoxi, et al.
Published: (2025)
by: Li, Xiaoxi, et al.
Published: (2025)
LawThinker: A Deep Research Legal Agent in Dynamic Environments
by: Yang, Xinyu, et al.
Published: (2026)
by: Yang, Xinyu, et al.
Published: (2026)
Revisiting RAG Ensemble: A Theoretical and Mechanistic Analysis of Multi-RAG System Collaboration
by: Chen, Yifei, et al.
Published: (2025)
by: Chen, Yifei, et al.
Published: (2025)
Towards Verifiable Multimodal Deep Research: A Multi-Agent Harness for Interleaved Report Generation
by: Zhang, Chenghao, et al.
Published: (2026)
by: Zhang, Chenghao, et al.
Published: (2026)
HiRA: A Hierarchical Reasoning Framework for Decoupled Planning and Execution in Deep Search
by: Jin, Jiajie, et al.
Published: (2025)
by: Jin, Jiajie, et al.
Published: (2025)
EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis
by: Song, Xiaoshuai, et al.
Published: (2026)
by: Song, Xiaoshuai, et al.
Published: (2026)
Towards Mixed-Modal Retrieval for Universal Retrieval-Augmented Generation
by: Zhang, Chenghao, et al.
Published: (2025)
by: Zhang, Chenghao, et al.
Published: (2025)
HierSearch: A Hierarchical Enterprise Deep Search Framework Integrating Local and Web Searches
by: Tan, Jiejun, et al.
Published: (2025)
by: Tan, Jiejun, et al.
Published: (2025)
Memory Matters More: Event-Centric Memory as a Logic Map for Agent Searching and Reasoning
by: Hu, Yuyang, et al.
Published: (2026)
by: Hu, Yuyang, et al.
Published: (2026)
Cycle-Consistent Search: Question Reconstructability as a Proxy Reward for Search Agent Training
by: An, Sohyun, et al.
Published: (2026)
by: An, Sohyun, et al.
Published: (2026)
SWE-Search: Enhancing Software Agents with Monte Carlo Tree Search and Iterative Refinement
by: Antoniades, Antonis, et al.
Published: (2024)
by: Antoniades, Antonis, et al.
Published: (2024)
COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents
by: Shen, Wenkai, et al.
Published: (2026)
by: Shen, Wenkai, et al.
Published: (2026)
ARGS: Alignment as Reward-Guided Search
by: Khanov, Maxim, et al.
Published: (2024)
by: Khanov, Maxim, et al.
Published: (2024)
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation
by: Dong, Guanting, et al.
Published: (2024)
by: Dong, Guanting, et al.
Published: (2024)
Partial Reasoning in Language Models: Search and Refinement Guided by Uncertainty
by: da Luz, Murilo, et al.
Published: (2026)
by: da Luz, Murilo, et al.
Published: (2026)
QAgent: A modular Search Agent with Interactive Query Understanding
by: Jiang, Yi, et al.
Published: (2025)
by: Jiang, Yi, et al.
Published: (2025)
Toward General Instruction-Following Alignment for Retrieval-Augmented Generation
by: Dong, Guanting, et al.
Published: (2024)
by: Dong, Guanting, et al.
Published: (2024)
InteractComp: Evaluating Search Agents With Ambiguous Queries
by: Deng, Mingyi, et al.
Published: (2025)
by: Deng, Mingyi, et al.
Published: (2025)
Boosting Long-Context Management via Query-Guided Activation Refilling
by: Qian, Hongjin, et al.
Published: (2024)
by: Qian, Hongjin, et al.
Published: (2024)
Beyond Outcome Reward: Decoupling Search and Answering Improves LLM Agents
by: Wang, Yiding, et al.
Published: (2025)
by: Wang, Yiding, et al.
Published: (2025)
SmartSearch: How Ranking Beats Structure for Conversational Memory Retrieval
by: Derehag, Jesper, et al.
Published: (2026)
by: Derehag, Jesper, et al.
Published: (2026)
Progressive Multimodal Reasoning via Active Retrieval
by: Dong, Guanting, et al.
Published: (2024)
by: Dong, Guanting, et al.
Published: (2024)
Enhancing LLM Reasoning with Reward-guided Tree Search
by: Jiang, Jinhao, et al.
Published: (2024)
by: Jiang, Jinhao, et al.
Published: (2024)
Query Brand Entity Linking in E-Commerce Search
by: Liu, Dong, et al.
Published: (2025)
by: Liu, Dong, et al.
Published: (2025)
DeepAgent: A General Reasoning Agent with Scalable Toolsets
by: Li, Xiaoxi, et al.
Published: (2025)
by: Li, Xiaoxi, et al.
Published: (2025)
InfoFlow: Reinforcing Search Agent Via Reward Density Optimization
by: Luo, Kun, et al.
Published: (2025)
by: Luo, Kun, et al.
Published: (2025)
Leveraging LLM-Assisted Query Understanding for Live Retrieval-Augmented Generation
by: Dong, Guanting, et al.
Published: (2025)
by: Dong, Guanting, et al.
Published: (2025)
RF-Agent: Automated Reward Function Design via Language Agent Tree Search
by: Gao, Ning, et al.
Published: (2026)
by: Gao, Ning, et al.
Published: (2026)
WebThinker: Empowering Large Reasoning Models with Deep Research Capability
by: Li, Xiaoxi, et al.
Published: (2025)
by: Li, Xiaoxi, et al.
Published: (2025)
SubSearch: Intermediate Rewards for Unsupervised Guided Reasoning in Complex Retrieval
by: Petcu, Roxana, et al.
Published: (2026)
by: Petcu, Roxana, et al.
Published: (2026)
Defending against Indirect Prompt Injection by Instruction Detection
by: Wen, Tongyu, et al.
Published: (2025)
by: Wen, Tongyu, et al.
Published: (2025)
CAPF: Guiding Search-Agent Rollouts with Credit-Attenuated Privileged Feedback
by: Chen, Bin, et al.
Published: (2026)
by: Chen, Bin, et al.
Published: (2026)
Plan Before Search: Search Agents Need Plan
by: Qian, Zhipeng, et al.
Published: (2026)
by: Qian, Zhipeng, et al.
Published: (2026)
Your Reward Function for RL is Your Best PRM for Search: Unifying RL and Search-Based TTS
by: Jin, Can, et al.
Published: (2025)
by: Jin, Can, et al.
Published: (2025)
RPM-MCTS: Knowledge-Retrieval as Process Reward Model with Monte Carlo Tree Search for Code Generation
by: Lin, Yuanyuan, et al.
Published: (2025)
by: Lin, Yuanyuan, et al.
Published: (2025)
WebArbiter: A Principle-Guided Reasoning Process Reward Model for Web Agents
by: Zhang, Yao, et al.
Published: (2026)
by: Zhang, Yao, et al.
Published: (2026)
Coordinating Search-Informed Reasoning and Reasoning-Guided Search in Claim Verification
by: Hu, Qisheng, et al.
Published: (2025)
by: Hu, Qisheng, et al.
Published: (2025)
Similar Items
-
ET-Agent: Incentivizing Effective Tool-Integrated Reasoning Agent via Behavior Calibration
by: Chen, Yifei, et al.
Published: (2026) -
ToolScope: An Agentic Framework for Vision-Guided and Long-Horizon Tool Use
by: Deng, Mengjie, et al.
Published: (2025) -
Toward Effective Tool-Integrated Reasoning via Self-Evolved Preference Learning
by: Chen, Yifei, et al.
Published: (2025) -
Search-o1: Agentic Search-Enhanced Large Reasoning Models
by: Li, Xiaoxi, et al.
Published: (2025) -
LawThinker: A Deep Research Legal Agent in Dynamic Environments
by: Yang, Xinyu, et al.
Published: (2026)