183 citations · 552 across the 27 of their papers we have counts for
4 papers · 1 filter
KidsArtBench: Multi-Dimensional Children's Art Evaluation with Attribute-Aware MLLMs
Mingrui Ye, Chanjin Zheng, Zengyi Yu +4
Multimodal Large Language Models (MLLMs) show remarkable progress across many visual-language tasks; however, their capacity to evaluate artistic expression remains limited. Aesthe…
A Functional Perspective on Knowledge Distillation in Neural Networks
Israel Mason-Williams, Gabryel Mason-Williams, Helen Yannakoudakis
Knowledge distillation is considered a compression mechanism when judged on the resulting student's accuracy and loss, yet its functional impact is poorly understood. We quantify t…
A Function-Centric Perspective on Flat and Sharp Minima
Israel Mason-Williams, Gabryel Mason-Williams, Helen Yannakoudakis
Flat minima are strongly associated with improved generalisation in deep neural networks. However, this connection has proven nuanced in recent studies, with both theoretical count…
A Survey of Cognitive Distortion Detection and Classification in NLP
Archie Sage, Jeroen Keppens, Helen Yannakoudakis
As interest grows in applying natural language processing (NLP) techniques to mental health, an expanding body of work explores the automatic detection and classification of cognit…