2 papers
cs.CV2026
EnsemHalDet: Robust VLM Hallucination Detection via Ensemble of Internal State Detectors
Ryuhei Miyazato, Shunsuke Kitada, Kei Harada
Vision-Language Models (VLMs) excel at multimodal tasks, but they remain vulnerable to hallucinations that are factually incorrect or ungrounded in the input image. Recent work sug…
cs.CL2025
BookAsSumQA: An Evaluation Framework for Aspect-Based Book Summarization via Question Answering
Ryuhei Miyazato, Ting-Ruen Wei, Xuyang Wu +2
Aspect-based summarization aims to generate summaries that highlight specific aspects of a text, enabling more personalized and targeted summaries. However, its application to book…