function calling

Call, Reward, Repeat: Advancing Dialog State Tracking with GRPO and Function Calling EACL 2026 EduMod-LLM: A Modular Approach for Designing Flexible and Transparent Educational Assistants AAAI 2026 GenesisFunc: Multi-Agent Data Generation for Accurate and Generalizable Function-Calling ACL 2026 R2IF: Aligning Reasoning with Decisions via Composite Rewards for Interpretable LLM Function Calling ACL 2026 ToolPRM: Fine-Grained Inference Scaling of Structured Outputs for Function Calling ACL 2026 {$\tau$}-bench: A Benchmark for \underline{T}ool-\underline{A}gent-\underline{U}ser Interaction in Real-World Domains ICLR 2025 AgentStudio: A Toolkit for Building General Virtual Agents ICLR 2025 CONFETTI: Conversational Function-Calling Evaluation Through Turn-Level Interactions ACL 2025 CRITICTOOL: Evaluating Self-Critique Capabilities of Large Language Models in Tool-Calling Error Scenarios EMNLP 2025 CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments NAACL 2025 DICE-BENCH: Evaluating the Tool-Use Capabilities of Large Language Models in Multi-Round, Multi-Party Dialogues ACL 2025 DispatchQA: A Benchmark for Small Function Calling Language Models in E-Commerce Applications EMNLP 2025 Enhancing Function-Calling Capabilities in LLMs: Strategies for Prompt Formats, Data Integration, and Multilingual Translation NAACL 2025 Facilitating Multi-turn Function Calling for LLMs via Compositional Instruction Tuning ICLR 2025 HammerBench: Fine-Grained Function-Calling Evaluation in Real Mobile Assistant Scenarios ACL 2025 Hephaestus: Improving Fundamental Agent Capabilities of Large Language Models through Continual Pre-Training NAACL 2025 Improving Large Language Models Function Calling and Interpretability via Guided-Structured Templates EMNLP 2025 Learning API Functionality from In-Context Demonstrations for Tool-based Agents EMNLP 2025 Learning to Ask: When LLM Agents Meet Unclear Instruction EMNLP 2025 Magnet: Multi-turn Tool-use Data Synthesis and Distillation via Graph Translation ACL 2025 MASSIVE-Agents: A Benchmark for Multilingual Function-Calling in 52 Languages EMNLP 2025 Meta-Tool: Unleash Open-World Function Calling Capabilities of General-Purpose Large Language Models ACL 2025 NESTFUL: A Benchmark for Evaluating LLMs on Nested Sequences of API Calls EMNLP 2025 Octopus: On-device language model for function calling of software APIs NAACL 2025 On the Robustness of Agentic Function Calling NAACL 2025