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Hidden Decoding achieves unprecedented performance improvements in large language models by scaling computation along the sequence length without modifying the Transformer architecture.
VLMs struggle to spot even simple CSS changes in web interfaces, achieving only 40% accuracy on a new benchmark, DiffSpot, suggesting a surprising lack of fine-grained visual understanding.
AudioLLMs don't have to choose between reasoning and perception: a unified schema can boost both.
