Papers by Zhanxin Hao

3 papers
SimPBL: A Multi-Agent Framework for Project-Based Learning (2026.acl-long)

Copied to clipboard

Challenge: Existing LLMs provide partial assistance without modeling these roles, and overly comprehensive help can reduce learner autonomy.
Approach: They propose a multi-agent framework with an orchestrator agent that provides adaptive scaffolding from interaction logs and collaborator agents that support project work through boundary-aware collaboration.
Outcome: The proposed framework improves learner examination scores by 14% . it is based on a multi-agent framework with an orchestrator agent .
Simulating Classroom Education with LLM-Empowered Agents (2025.naacl-long)

Copied to clipboard

Challenge: Initial studies have focused on task-specific, independent LLM-empowered agents, but the potential of LLMs within a multi-agent collaborative framework for classroom simulation with real user participation remains unexplored.
Approach: They propose a multi-agent classroom simulation teaching framework that recognizes representative class roles and introduces a novel class control mechanism for automatic classroom teaching.
Outcome: The proposed framework can simulate dynamic learning environment for users with active teacher-student and student-studente interactions.
LM-Interview: An Easy-to-use Smart Interviewer System via Knowledge-guided Language Model Exploitation (2024.emnlp-demo)

Copied to clipboard

Challenge: Semi-structured interviews are a crucial method of data acquisition in qualitative research.
Approach: They propose a semi-structured interview system that automates interview preparation, analysis and control by interviewers.
Outcome: Experimental results show that LM-Interview performs comparable to human interviewers . the system can be used to analyze semi-structured interviews without interviewers' involvement .

What is GenGO?

GenGO is an NLP powered publication search system. It currenctly indexes 30k+ papers from ACL Anthology, and implements multi-aspect summarization, semantic search, and more!

Information

About
Limitations