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Alvin Deng

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#machine learning Preprint Jun 2026

Capability Provenance in Language Models: A Case Study in Social Reasoning

We use training-data attribution as an interpretable tool for capability discovery, mapping which regions of the pretraining corpus support social reasoning versus STEM reasoning in OLMo3-7B. Training-data attribution measures how strongly each training document influences a model's predictions on a benchmark, but docu...

Glenn Scott Matlin, Chandreyi Chakraborty, Saehee Eom et al. · 0 citations

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