Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Dong, Guanting, Chen, Yifei, Li, Xiaoxi, Jin, Jiajie, Qian, Hongjin, Zhu, Yutao, Mao, Hangyu, Zhou, Guorui, Dou, Zhicheng, Wen, Ji-Rong
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

WebThinker: Empowering Large Reasoning Models with Deep Research Capability
by: Li, Xiaoxi, et al.
Published: (2025)

HiRA: A Hierarchical Reasoning Framework for Decoupled Planning and Execution in Deep Search
by: Jin, Jiajie, et al.
Published: (2025)

Toward Effective Tool-Integrated Reasoning via Self-Evolved Preference Learning
by: Chen, Yifei, et al.
Published: (2025)

ET-Agent: Incentivizing Effective Tool-Integrated Reasoning Agent via Behavior Calibration
by: Chen, Yifei, et al.
Published: (2026)

EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis
by: Song, Xiaoshuai, et al.
Published: (2026)

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization
by: Zhu, Yutao, et al.
Published: (2025)

ToolScope: An Agentic Framework for Vision-Guided and Long-Horizon Tool Use
by: Deng, Mengjie, et al.
Published: (2025)

Revisiting RAG Ensemble: A Theoretical and Mechanistic Analysis of Multi-RAG System Collaboration
by: Chen, Yifei, et al.
Published: (2025)

Search-o1: Agentic Search-Enhanced Large Reasoning Models
by: Li, Xiaoxi, et al.
Published: (2025)

Agentic Entropy-Balanced Policy Optimization
by: Dong, Guanting, et al.
Published: (2025)

DeepAgent: A General Reasoning Agent with Scalable Toolsets
by: Li, Xiaoxi, et al.
Published: (2025)

Progressive Multimodal Reasoning via Active Retrieval
by: Dong, Guanting, et al.
Published: (2024)

Agentic Reinforced Policy Optimization
by: Dong, Guanting, et al.
Published: (2025)

Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation
by: Dong, Guanting, et al.
Published: (2024)

CORAL: Benchmarking Multi-turn Conversational Retrieval-Augmentation Generation
by: Cheng, Yiruo, et al.
Published: (2024)

RecThinker: An Agentic Framework for Tool-Augmented Reasoning in Recommendation
by: Zhang, Haobo, et al.
Published: (2026)

FinSight: Towards Real-World Financial Deep Research
by: Jin, Jiajie, et al.
Published: (2025)

Toward General Instruction-Following Alignment for Retrieval-Augmented Generation
by: Dong, Guanting, et al.
Published: (2024)

Hierarchical Document Refinement for Long-context Retrieval-augmented Generation
by: Jin, Jiajie, et al.
Published: (2025)

RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation
by: Li, Xiaoxi, et al.
Published: (2024)

SmartSearch: Process Reward-Guided Query Refinement for Search Agents
by: Wen, Tongyu, et al.
Published: (2026)

FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research
by: Jin, Jiajie, et al.
Published: (2024)

OmniGAIA: Towards Native Omni-Modal AI Agents
by: Li, Xiaoxi, et al.
Published: (2026)

GPG: Generalized Policy Gradient Theorem for Transformer-based Policies
by: Mao, Hangyu, et al.
Published: (2025)

BIDER: Bridging Knowledge Inconsistency for Efficient Retrieval-Augmented LLMs via Key Supporting Evidence
by: Jin, Jiajie, et al.
Published: (2024)

From Matching to Generation: A Survey on Generative Information Retrieval
by: Li, Xiaoxi, et al.
Published: (2024)

TimelineReasoner: Advancing Timeline Summarization with Large Reasoning Models
by: Zhang, Liancheng, et al.
Published: (2026)

From Novice to Expert: LLM Agent Policy Optimization via Step-wise Reinforcement Learning
by: Deng, Zhirui, et al.
Published: (2024)

One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language Models
by: Zhu, Yutao, et al.
Published: (2024)

Query-oriented Data Augmentation for Session Search
by: Chen, Haonan, et al.
Published: (2024)

Neuro-Symbolic Query Compiler
by: Zhang, Yuyao, et al.
Published: (2025)

AgentFugue: Agent Scaling for Long-Horizon Tasks through Collective Reasoning
by: Hu, Yuyang, et al.
Published: (2026)

ReasonRank: Empowering Passage Ranking with Strong Reasoning Ability
by: Liu, Wenhan, et al.
Published: (2025)

LaSER: Internalizing Explicit Reasoning into Latent Space for Dense Retrieval
by: Jin, Jiajie, et al.
Published: (2026)

A Survey of Conversational Search
by: Mo, Fengran, et al.
Published: (2024)

Grounding Language Model with Chunking-Free In-Context Retrieval
by: Qian, Hongjin, et al.
Published: (2024)

MetaAgent: Toward Self-Evolving Agent via Tool Meta-Learning
by: Qian, Hongjin, et al.
Published: (2025)

MemoBrain: Executive Memory as an Agentic Brain for Reasoning
by: Qian, Hongjin, et al.
Published: (2026)

Leveraging LLM-Assisted Query Understanding for Live Retrieval-Augmented Generation
by: Dong, Guanting, et al.
Published: (2025)

Towards Mixed-Modal Retrieval for Universal Retrieval-Augmented Generation
by: Zhang, Chenghao, et al.
Published: (2025)