tool use

xLAM: A Family of Large Action Models to Empower AI Agent Systems NAACL 2025 Advancing Tool-Augmented Large Language Models: Integrating Insights from Errors in Inference Trees NeurIPS 2024 AGILE: A Novel Reinforcement Learning Framework of LLM Agents NeurIPS 2024 An Evaluation Mechanism of LLM-based Agents on Manipulating APIs EMNLP 2024 API-BLEND: A Comprehensive Corpora for Training and Benchmarking API LLMs ACL 2024 AppBench: Planning of Multiple APIs from Various APPs for Complex User Instruction EMNLP 2024 Athena: Safe Autonomous Agents with Verbal Contrastive Learning EMNLP 2024 AutoAct: Automatic Agent Learning from Scratch for QA via Self-Planning ACL 2024 CodeAgent: Enhancing Code Generation with Tool-Integrated Agent Systems for Real-World Repo-level Coding Challenges ACL 2024 CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing ICLR 2024 Equipping Language Models with Tool Use Capability for Tabular Data Analysis in Finance EACL 2024 FANTAstic SEquences and Where to Find Them: Faithful and Efficient API Call Generation through State-tracked Constrained Decoding and Reranking EMNLP 2024 Fortify the Shortest Stave in Attention: Enhancing Context Awareness of Large Language Models for Effective Tool Use ACL 2024 GenArtist: Multimodal LLM as an Agent for Unified Image Generation and Editing NeurIPS 2024 Granite-Function Calling Model: Introducing Function Calling Abilities via Multi-task Learning of Granular Tasks EMNLP 2024 GTA: A Benchmark for General Tool Agents NeurIPS 2024 HoneyComb: A Flexible LLM-Based Agent System for Materials Science EMNLP 2024 Identifying the Risks of LM Agents with an LM-Emulated Sandbox ICLR 2024 Llemma: An Open Language Model for Mathematics ICLR 2024 Middleware for LLMs: Tools Are Instrumental for Language Agents in Complex Environments EMNLP 2024 MINT: Evaluating LLMs in Multi-turn Interaction with Tools and Language Feedback ICLR 2024 MMedAgent: Learning to Use Medical Tools with Multi-modal Agent EMNLP 2024 Planning, Creation, Usage: Benchmarking LLMs for Comprehensive Tool Utilization in Real-World Complex Scenarios ACL 2024 PPTC Benchmark: Evaluating Large Language Models for PowerPoint Task Completion ACL 2024 Quality Matters: Evaluating Synthetic Data for Tool-Using LLMs EMNLP 2024