most citedThe Imperfect Learner: Incorporating Developmental Trajectories in Memory-based Student Simulation

1 citations · 1 across the 2 of their papers we have counts for

collaborators

5 papers

cs.CL2026

Bridging Talk and Thought: Understanding Dialogue Dynamics Across Collaborative Problem-Solving Contexts

Zhengyuan Liu, Stella Xin Yin, Min-Yen Kan +1

We present a conceptual framework for analyzing dialogue in collaborative problem-solving contexts, with an emphasis on the emerging dynamics of human-AI and multi-agent collaborat…

cs.CY20261 cited

The Imperfect Learner: Incorporating Developmental Trajectories in Memory-based Student Simulation

Zhengyuan Liu, Stella Xin Yin, Bryan Chen Zhengyu Tan +5

User simulation is important for developing and evaluating human-centered AI, yet current student simulation in educational applications has significant limitations. Existing appro…

cs.CL2025

COGENT: A Curriculum-oriented Framework for Generating Grade-appropriate Educational Content

Zhengyuan Liu, Stella Xin Yin, Dion Hoe-Lian Goh +1

While Generative AI has demonstrated strong potential and versatility in content generation, its application to educational contexts presents several challenges. Models often fail…

cs.CL2025

SingaKids: A Multilingual Multimodal Dialogic Tutor for Language Learning

Zhengyuan Liu, Geyu Lin, Hui Li Tan +8

The integration of generative artificial intelligence into educational applications has enhanced personalized and interactive learning experiences, and it shows strong potential to…

cs.CL2025

Personality-aware Student Simulation for Conversational Intelligent Tutoring Systems

Zhengyuan Liu, Stella Xin Yin, Geyu Lin +1

Intelligent Tutoring Systems (ITSs) can provide personalized and self-paced learning experience. The emergence of large language models (LLMs) further enables better human-machine…