The majority of work on summarization evaluation focuses on general summary quality (e.g., ROUGE, BERTScore) or specific desired properties (e.g., readability, factuality). However, these metrics fail to measure the utility of a summary to an individual user. For example, a biomedical researcher learning about the late...
Isabel Cachola, W. Walden, Reno Kriz et al.· Proceedings of the 2026 ACM...· 0 citations
Online information is increasingly consumed in video format. Much of this comes in the form of *raw video*: continuous footage taken on a cell phone, with a hand-held camera, or via CCTV, which is then directly uploaded to social media platforms and content sharing services. Whereas professional or even amateur-edited...
Reno Kriz, David Etter, Alexander Martin et al.· 0 citations
We propose LAYERSCOPE, a label-free, layerwise framework that aims to characterize a model's learned representations in video and multimodal settings. Evaluating downstream performance using representations from final or intermediate layers typically requires large amounts of labeled data, repeated task-specific evalua...
Sandra Arcos-Holzinger, Debashish Chakraborty, Rohita Mocharla et al.· 0 citations
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