3 papers
cs.CL2026
Children's English Reading Story Generation via Supervised Fine-Tuning of Compact LLMs with Controllable Difficulty and Safety
Qian Shen, Fanghua Cao, Min Yao +3
Large Language Models (LLMs) are widely applied in educational practices, such as for generating children's stories. However, the generated stories are often too difficult for chil…
cs.HC2026
BLADE: Better Language Answers through Dialogue and Explanations
Chathuri Jayaweera, Bonnie J. Dorr, Phoebe Huang
Large language model (LLM)-based educational assistants often provide direct answers offering little incentive for students to explore or engage with course materials. We present B…
cs.CL2025
DETQUS: Decomposition-Enhanced Transformers for QUery-focused Summarization
Yasir Khan, Xinlei Wu, Sangpil Youm +5
Query-focused tabular summarization is an emerging task in table-to-text generation that synthesizes a summary response from tabular data based on user queries. Traditional transfo…