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A surprisingly small 4B parameter model can achieve state-of-the-art multimodal embeddings by selectively applying chain-of-thought reasoning only when it demonstrably improves query-target alignment.
Skip the computationally expensive propagation of all occupied states in real-time TDDFT: a new equivariant graph transformer, OrbEvo, learns to evolve electronic wavefunctions directly.