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Department of Chemistry, Virginia Tech, Blacksburg, Virginia 24061, USA
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Chemical language models' inconsistent performance on molecular property prediction tasks isn't just random noise – it's systematically tied to dataset size, model size, and standardization, factors often overlooked in existing literature.