3 papers
cs.CL2026
A Unified Response Framework for Questions and Tutoring Dialogues
Zhangqi Duan, Simon Woodhead, Maya Miller-Vedam +1
Existing student models in educational applications largely focus on student responses to questions. However, as tutoring becomes more accessible at large scale, it is important to…
cs.IR2026
EcoGEO: Trajectory-Aware Evidence Ecosystems for Web-Enabled LLM Search Agents
Hengwei Ye, Jiasheng Mao, Zhenhan Guan +1
Web-enabled LLM agents are changing how online information influences search outcomes. Existing Generative Engine Optimization (GEO) studies mainly focus on individual webpages. Ho…
cs.CL2026
Children's Intelligence Tests Pose Challenges for MLLMs? KidGym: A 2D Grid-Based Reasoning Benchmark for MLLMs
Hengwei Ye, Yuanting Guan, Yuxuan Ge +7
Multimodal Large Language Models (MLLMs) combine the linguistic strengths of LLMs with the ability to process multimodal data, enbaling them to address a broader range of visual ta…