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SPRI achieves a remarkable 3.39 BLEU point improvement over the best existing MoE upcycling method, demonstrating that pretrained weight structures can be effectively leveraged for better expert diversity.
MemDreamer narrows the performance gap with human experts in long video understanding to just 3.7 points while processing only 2% of the full context.
Users are right to be skeptical of AI-generated research reports: this new agent tackles the problem head-on by quantifying and calibrating its confidence in each claim.
Document parsing just got a whole lot faster: a simple plug-in method boosts VLM decoding speed by up to 2.2x while also reducing hallucinations.