tool learning

LoopTool: Closing the Data–Training Loop for Robust LLM Tool Calls ACL 2026 MCP-Flow: Facilitating LLM Agents to Master Real-World, Diverse and Scaling MCP Tools ACL 2026 ToolACE-R: Model-aware Iterative Training and Adaptive Refinement for Tool learning AAAI 2026 ToolOmni: Enabling Open-World Tool Use via Agentic learning with Proactive Retrieval and Grounded Execution ACL 2026 Alignment for Efficient Tool Calling of Large Language Models EMNLP 2025 AskToAct: Enhancing LLMs Tool Use via Self-Correcting Clarification EMNLP 2025 ChatHuman: Chatting about 3D Humans with Tools CVPR 2025 CITI: Enhancing Tool Utilizing Ability in Large Language Models Without Sacrificing General Performance AAAI 2025 CRITICTOOL: Evaluating Self-Critique Capabilities of Large Language Models in Tool-Calling Error Scenarios EMNLP 2025 Divide-Then-Aggregate: An Efficient Tool Learning Method via Parallel Tool Invocation ACL 2025 From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven Interactions ICLR 2025 Learning Evolving Tools for Large Language Models ICLR 2025 Learning to Ask: When LLM Agents Meet Unclear Instruction EMNLP 2025 MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning IJCAI 2025 PEToolLLM: Towards Personalized Tool Learning in Large Language Models ACL 2025 PlanningArena: A Modular Benchmark for Multidimensional Evaluation of Planning and Tool Learning ACL 2025 Retrieval Models Aren’t Tool-Savvy: Benchmarking Tool Retrieval for Large Language Models ACL 2025 StableToolBench-MirrorAPI: Modeling Tool Environments as Mirrors of 7,000+ Real-World APIs ACL 2025 ToolACE: Winning the Points of LLM Function Calling ICLR 2025 ToolCoder: A Systematic Code-Empowered Tool Learning Framework for Large Language Models ACL 2025 ToolExpNet: Optimizing Multi-Tool Selection in LLMs with Similarity and Dependency-Aware Experience Networks ACL 2025 ToolEyes: Fine-Grained Evaluation for Tool Learning Capabilities of Large Language Models in Real-world Scenarios COLING 2025 Tool learning via Inference-time Scaling and Cycle Verifier ACL 2025 Tool-Planner: Task Planning with Clusters across Multiple Tools ICLR 2025 TTPA: Token-level Tool-use Preference Alignment Training Framework with Fine-grained Evaluation EMNLP 2025