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Desmond Elliott

2 papers indexed

arxivcs.CVcs.CLcs.LG2026-07-03

Pathways of Visual Information Flow in Vision-Language Models

Israfel Salazar, Stella Frank, Dan Oneata, Desmond Elliott, Constanza Fierro

We study how visual information is routed in vision-language models (VLMs). Using causal patching on controlled synthetic and natural datasets, we find that models rely on two distinct pathways to solve visual tasks: A direct pathway, where visual information is retained in image…

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crossrefAI2025-02-17

Effective Machine Learning Techniques for Non-English Radiology Report Classification: A Danish Case Study

Alice Schiavone, Lea Marie Pehrson, Silvia Ingala, Rasmus Bonnevie, Marco Fraccaro, Dana Li, et al.

Background: Machine learning methods for clinical assistance require a large number of annotations from trained experts to achieve optimal performance. Previous work in natural language processing has shown that it is possible to automatically extract annotations from the free-te…

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