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Machine Heart
Machine Heart
Oct 14, 2026 · Artificial Intelligence

Apple's LensVLM: Compress Long Text to Images, Zoom In for Details

Apple and Duke University propose LensVLM, a vision-language model that compresses long documents into images for efficient browsing, then lets the model selectively magnify relevant pages by retrieving original text, achieving 68.9% accuracy at 4.3x effective compression on seven QA benchmarks, nearing full-text performance while reducing latency and GPU costs.

LensVLMNeurIPS 2026effective compression rate
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Apple's LensVLM: Compress Long Text to Images, Zoom In for Details