Agent Systems

TableWise at SemEval-2025 Task 8: LLM Agents for TabQA SemEval 2025 TailorRPA: A Retrieval-Based Framework for Eliciting Personalized and Coherent Role-Playing Agents in General Domain EMNLP 2025 TANGO: Training-free Embodied AI Agents for Open-world Tasks CVPR 2025 Task-Aligned Tool Recommendation for Large Language Models IJCNLP 2025 TCCD: Tree-guided Continuous Causal Discovery via Collaborative MCTS-Parameter Optimization IJCAI 2025 TCPO: Thought-Centric Preference Optimization for Effective Embodied Decision-making EMNLP 2025 TCQA2: A Tiered Conversational Q&A Agent in Gaming ACL 2025 Teaching Models to Improve on Tape AAAI 2025 Teaching Text Agents to Learn Sequential Decision Making from Failure ACL 2025 Team INSALyon2 at SemEval-2025 Task 10: A Zero-shot Agentic Approach to Text Classification SemEval 2025 TelAgentBench: A Multi-faceted Benchmark for Evaluating LLM-based Agents in Telecommunications EMNLP 2025 TelcoAI: Advancing 3GPP Technical Specification Search through Agentic Multi-Modal Retrieval-Augmented Generation IJCNLP 2025 Tell Me What You Don’t Know: Enhancing Refusal Capabilities of Role-Playing Agents via Representation Space Analysis and Editing ACL 2025 TestAgent: An Adaptive and Intelligent Expert for Human Assessment ACL 2025 Text2World: Benchmarking Large Language Models for Symbolic World Model Generation ACL 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 The Dangers of Indirect Prompt Injection Attacks on LLM-based Autonomous Web Navigation Agents: A Demonstration EMNLP 2025 The Illusion of Randomness: How LLMs Fail to Emulate Stochastic Decision-Making in Rock-Paper-Scissors Games? EMNLP 2025 The Limits of Predicting Agents from Behaviour ICML 2025 TheoremExplainAgent: Towards Video-based Multimodal Explanations for LLM Theorem Understanding ACL 2025 The POWER of Ikigai: Optimizing Life Fulfillment with an Integrated User Simulator and Adaptive Hobby Recommender AAAI 2025 The Stochastic Parrot: a physical AI Cohabitant NeurIPS 2025 The Task Shield: Enforcing Task Alignment to Defend Against Indirect Prompt Injection in LLM Agents ACL 2025 ThinkBot: Embodied Instruction Following with Thought Chain Reasoning ICLR 2025