1. LegalAgentBench: Evaluating LLM Agents in Legal Domain
  2. INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent
  3. MAIN-RAG: Multi-Agent Filtering Retrieval-Augmented Generation
  4. Context-Aware Sentiment Forecasting via LLM-based Multi-Perspective Role-Playing Agents
  5. RAG-Critic: Leveraging Automated Critic-Guided Agentic Workflow for Retrieval Augmented Generation
  6. Leveraging Dual Process Theory in Language Agent Framework for Real-time Simultaneous Human-AI Collaboration
  7. BELLE: A Bi-Level Multi-Agent Reasoning Framework for Multi-Hop Question Answering
  8. Self-Taught Agentic Long Context Understanding
  9. OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis
  10. GUI-explorer: Autonomous Exploration and Mining of Transition-aware Knowledge for GUI Agent
  11. X-TURING: Towards an Enhanced and Efficient Turing Test for Long-Term Dialogue Agents
  12. AGrail: A Lifelong Agent Guardrail with Effective and Adaptive Safety Detection
  13. In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue Agents
  14. SCALE: Towards Collaborative Content Analysis in Social Science with Large Language Model Agents and Human Intervention
  15. KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph
  16. GuideBench: Benchmarking Domain-Oriented Guideline Following for LLM Agents
  17. Can a Single Model Master Both Multi-turn Conversations and Tool Use? CALM: A Unified Conversational Agentic Language Model
  18. SDPO: Segment-Level Direct Preference Optimization for Social Agents
  19. ReflecTool: Towards Reflection-Aware Tool-Augmented Clinical Agents
  20. MEDDxAgent: A Unified Modular Agent Framework for Explainable Automatic Differential Diagnosis
  21. Contextual Experience Replay for Continual Learning of Language Agents
  22. ACT: Knowledgeable Agents to Design and Perform Complex Tasks
  23. LLMs Can Simulate Standardized Patients via Agent Coevolution
  24. ChatSOP: An SOP-Guided MCTS Planning Framework for Controllable LLM Dialogue Agents
  25. Agent-RewardBench: Towards a Unified Benchmark for Reward Modeling across Perception, Planning, and Safety in Real-World Multimodal Agents
  26. Tunable LLM-based Proactive Recommendation Agent
  27. nvAgent: Automated Data Visualization from Natural Language via Collaborative Agent Workflow
  28. Substance over Style: Evaluating Proactive Conversational Coaching Agents
  29. CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration
  30. Beyond Frameworks: Unpacking Collaboration Strategies in Multi-Agent Systems
  31. AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration
  32. SOTOPIA-Ω: Dynamic Strategy Injection Learning and Social Instruction Following Evaluation for Social Agents
  33. OmniCharacter: Towards Immersive Role-Playing Agents with Seamless Speech-Language Personality Interaction
  34. Controllable and Reliable Knowledge-Intensive Task Agents with Declarative GenieWorksheets
  35. GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning
  36. R2D2: Remembering, Replaying and Dynamic Decision Making with a Reflective Agentic Memory
  37. CityNavAgent: Aerial Vision-and-Language Navigation with Hierarchical Semantic Planning and Global Memory
  38. Teaching Text Agents to Learn Sequential Decision Making from Failure
  39. EducationQ: Evaluating LLMs’ Teaching Capabilities Through Multi-Agent Dialogue Framework

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