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  1. We introduce practical guidance to design Visual Language models, dubbed VILA. Without bells and whis-tles, VILA outperforms the state-of-the-art model [38] by noticeable margins across a …

  2. Use the VILA pipeline to construct the VILA bank, a bank of 1,103 multiple-choice visualization items covering 9 contexts (underlying topics of data), 12 chart types, and 13 visualization tasks …

  3. We introduce practical guidance to design Visual Language models, dubbed VILA. Without bells and whis-tles, VILA outperforms the state-of-the-art model [36] by noticeable margins across a …

  4. In this paper, we explore how to improve the accuracy and efficiency of structured con-tent extraction from scientific documents by using VIsual LAyout (VILA) groups.

  5. VILA: The building in the image has a cracked wall and a damaged roof, which indicates that it requires repair and maintenance services. The cracked wall may require repairs to ensure …

  6. VILA is particularly applicable for medical AI, where accurate association between visual data and textual information is critical for clinical decision-making. We further enhance it by including …

  7. Our ViLA model tackles the following challenges in large-scale Video-Language learning: how to sample question related frames and how to eficiently transfer video information for pre-trained …