A compact VLM fine-tuned on Gemini-generated quality scores can filter image-caption pairs, yielding data with higher CLIP alignment, lower perplexity, and higher Gemini-judged captioning preference.
LLaV A-onevision: Easy visual task transfer,
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Trust the Model: Compact VLMs as In-Context Judges for Image-Text Data Quality
A compact VLM fine-tuned on Gemini-generated quality scores can filter image-caption pairs, yielding data with higher CLIP alignment, lower perplexity, and higher Gemini-judged captioning preference.