Provable Benefits of In-Tool Learning for Large Language Models
Paper • 2508.20755 • Published • 11
Tool
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SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning
Paper • 2509.02479 • Published • 84 -
How Can Input Reformulation Improve Tool Usage Accuracy in a Complex Dynamic Environment? A Study on τ-bench
Paper • 2508.20931 • Published • 16 -
THOR: Tool-Integrated Hierarchical Optimization via RL for Mathematical Reasoning
Paper • 2509.13761 • Published • 16 -
The Confidence Dichotomy: Analyzing and Mitigating Miscalibration in Tool-Use Agents
Paper • 2601.07264 • Published • 24 -
RadAgent: A tool-using AI agent for stepwise interpretation of chest computed tomography
Paper • 2604.15231 • Published • 6 -
IndusAgent: Reinforcing Open-Vocabulary Industrial Anomaly Detection with Agentic Tools
Paper • 2605.20682 • Published • 86 -
GenEvolve: Self-Evolving Image Generation Agents via Tool-Orchestrated Visual Experience Distillation
Paper • 2605.21605 • Published • 16 -
ParaVT: Taming the Tool Prior Paradox for Parallel Tool Use in Agentic Video Reinforcement Learning
Paper • 2605.20342 • Published • 34 -
Confidence-Aware Tool Orchestration for Robust Video Understanding
Paper • 2606.26904 • Published • 11 -
DART-SD: Diamond-topology Aware Retrieval and Tuning for Self-Distillation of Multi-Turn Tool-Calling Agents
Paper • 2608.18524 • Published • 88