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Mike Young @mikeyoung44

Boosting AI Training With Web Search: 750K Image-Text Examples

VisualWebInstruct boosts AI training with 750K image-text pairs, improving visual understanding & real-world app performance for LMMs.

This is a Plain English Papers summary of a research paper called Web Search Powers AI Training: 750K Image-Text Examples Boost Visual Understanding Performance. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.

  
  
  Overview

VisualWebInstruct scales multimodal instruction data through web search
Creates diverse, high-quality training data from web images and content
Two-stage approach: web mining and data refinement
Generated 750K multimodal instruction-response pairs
Significantly improves visual instruction tuning for LMMs
Shows better generaliz...