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20242026
most citedThe Imperfect Learner: Incorporating Developmental Trajectories in Memory-based Student Simulation

1 citations · 1 across the 6 of their papers we have counts for

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cs.CL2026

AdaMCoT: Rethinking Cross-Lingual Factual Reasoning through Adaptive Multilingual Chain-of-Thought

Weihua Zheng, Xin Huang, Zhengyuan Liu +7

Large language models (LLMs) have shown impressive multilingual capabilities through pretraining on diverse corpora. Although these models show strong reasoning abilities, their pe…

cs.CL2025

Persuasion Dynamics in LLMs: Investigating Robustness and Adaptability in Knowledge and Safety with DuET-PD

Bryan Chen Zhengyu Tan, Daniel Wai Kit Chin, Zhengyuan Liu +2

Large Language Models (LLMs) can struggle to balance gullibility to misinformation and resistance to valid corrections in persuasive dialogues, a critical challenge for reliable de…

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

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…

cs.CL2025

Reinforcing Compositional Retrieval: Retrieving Step-by-Step for Composing Informative Contexts

Quanyu Long, Jianda Chen, Zhengyuan Liu +3

Large Language Models (LLMs) have demonstrated remarkable capabilities across numerous tasks, yet they often rely on external context to handle complex tasks. While retrieval-augme…

cs.CL2025

CrossIn: An Efficient Instruction Tuning Approach for Cross-Lingual Knowledge Alignment

Geyu Lin, Bin Wang, Zhengyuan Liu +1

Multilingual proficiency presents a significant challenge for large language models (LLMs). English-centric models are usually suboptimal in other languages, particularly those tha…