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University of Illinois Urbana-Champaign
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Iterative image retrieval can now adapt contextually, achieving a 44.1 R@1 on multi-turn searches鈥攆ar surpassing previous benchmarks.
MARDoc's innovative use of structured memory allows for clearer reasoning in long-document QA, outperforming traditional methods that struggle with context dilution.
Gemini Embedding 2's unified multimodal embeddings beat specialized models across diverse tasks and even generalize zero-shot to niche fields like astronomy and culinary arts.
Distilling patch-text alignment knowledge from a teacher model to a student surprisingly *improves* the student's alignment beyond that of the teacher.