tool use

Meta-Reasoning Improves Tool Use in Large Language Models NAACL 2025 MICE for CATs: Model-Internal Confidence Estimation for Calibrating Agents with Tools NAACL 2025 MMAU: A Holistic Benchmark of Agent Capabilities Across Diverse Domains NAACL 2025 ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges EMNLP 2025 MT-Mol: Multi Agent System with Tool-based Reasoning for Molecular Optimization EMNLP 2025 MTU-Bench: A Multi-granularity Tool-Use Benchmark for Large Language Models ICLR 2025 Reasoning RAG via System 1 or System 2: A Survey on Reasoning Agentic Retrieval-Augmented Generation for Industry Challenges IJCNLP 2025 Rethinking Stateful Tool Use in Multi-Turn Dialogues: Benchmarks and Challenges ACL 2025 Self-Guided Function Calling in Large Language Models via Stepwise Experience Recall EMNLP 2025 Self Knowledge-Tracing for Tool Use (SKT-Tool): Helping LLM Agents Understand Their Capabilities in Tool Use NAACL 2025 SMART: Self-Aware Agent for Tool Overuse Mitigation ACL 2025 START: Self-taught Reasoner with Tools EMNLP 2025 TAPS: Tool-Augmented Personalisation via Structured Tagging EMNLP 2025 TelAgentBench: A Multi-faceted Benchmark for Evaluating LLM-based Agents in Telecommunications EMNLP 2025 The Art of Tool Interface Design ACL 2025 The Berkeley Function Calling Leaderboard (BFCL): From Tool Use to Agentic Evaluation of Large Language Models ICML 2025 TinyScientist: An Interactive, Extensible, and Controllable Framework for Building Research Agents EMNLP 2025 TL-Training: A Task-Feature-Based Framework for Training Large Language Models in Tool Use EMNLP 2025 Tool-as-Interface: Learning Robot Policies from Observing Human Tool Use CoRL 2025 ToolHop: A Query-Driven Benchmark for Evaluating Large Language Models in Multi-Hop Tool Use ACL 2025 ToolReflection: Improving Large Language Models for Real-World API Calls with Self-Generated Data ACL 2025 ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities NAACL 2025 ToolVQA: A Dataset for Multi-step Reasoning VQA with External Tools ICCV 2025 Tool Zero: Training Tool-Augmented LLMs via Pure RL from Scratch EMNLP 2025 VisTRA: Visual Tool-use Reasoning Analyzer for Small Object Visual Question Answering ACL 2025