Viswa Virinchi Muppirala

Matched Data, Better Models: Target Aligned Data Filtering with Sparse Features

Data filtering plays a central role in improving model performance, particularly for vision language models that are pretrained on large, noisy, and redundant image-caption datasets. Existing filtering techniques assess every sample individually and retain those that exceed a certain quality thresho…