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Setloop/What-Gradients-Add-to-Text-Leakage-in-Split-Language-Models-Counted-per-Token-and-per-Document

Reproduction and peer-review release In plain language What Gradients Add to Text Leakage in Split Language Models, Counted per Token and per Document — A few percent more words — or three times as many whole documents. Both numbers are true; only one is honest. If an attacker sees the gradients a server returns during training, not just the forward messages, how much more of your text can they rebuild? Measured per word, the gain looks modest. Measured per… See the full description on the dataset page: https://huggingface.co/datasets/Setloop/What-Gradients-Add-to-Text-Leakage-in-Split-Languag

Author / organizationSetloop
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Created16 September 2026
Last updated at source16 October 2026
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