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Generative representations need more than just semantic alignment; they require active exploitation, as shown by Representation Guidance outperforming larger models on ImageNet with a novel flow-matching target modification.
Hidden Decoding achieves unprecedented performance improvements in large language models by scaling computation along the sequence length without modifying the Transformer architecture.
