7 papers
Inflak: A Unified Orchestration Architecture for Human-Agent Interaction
Lin Gao, Li Chen, Jianxun Lian +2
LLM-powered agents increasingly support open-ended activities, yet orchestrating when and how agents interact with humans remains challenging. Existing approaches often provide int…
Agensh: Scaling Organizational Intelligence to 1,024 Agents
Zhihao Zhan, Ting Song, Li Dong +4
A multi-agent system can reduce latency on complex tasks by executing work concurrently. Several pioneering harness frameworks support multi-agent systems. However, the scalability…
SocialCoach: Personalized Social Skill Learning with Agentic Tutoring and Practice
Tianfu Wang, Max Xiong, Jianxun Lian +9
Social skills such as negotiation and leadership are crucial for personal and professional success in today's interconnected world. However, scalable and effective training remains…
PersonaArena: Dynamic Simulation for Evaluating and Enhancing Persona-Level Role-Playing in Large Language Models
Wenlong Shi, Jianxun Lian, Mingqi Wu +5
Large language models (LLMs) increasingly serve as interactive social agents, yet their ability to maintain coherent and authentic persona-level role-playing remains limited, parti…
Reasoning-Aware AIGC Detection via Alignment and Reinforcement
Zhao Wang, Max Xiong, Jianxun Lian +1
The rapid advancement and widespread adoption of Large Language Models (LLMs) have elevated the need for reliable AI-generated content (AIGC) detection, which remains challenging a…
Interactive AI NPCs Powered by LLMs: Technical Report for the CPDC Challenge 2025
Yitian Huang, Yuxuan Lei, Jianxun Lian +1
This report presents the solution and results of our team MSRA\_SC in the Commonsense Persona-Grounded Dialogue Challenge (CPDC 2025). We propose a simple yet effective framework t…
Chinese Short-Form Creative Content Generation via Explanation-Oriented Multi-Objective Optimization
Shanlin Zhou, Xinpeng Wang, Jianxun Lian +4
Chinese demonstrates high semantic compactness and rich metaphorical expressiveness, enabling limited text to convey dense meanings while increasing the difficulty of generation an…