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Tong-Li Zhou

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#artificial intelligence Preprint Sep 2026

dattri-LLM: A Unified and Efficient Library for Training Data Attribution at LLM Scale

Training data attribution (TDA) estimates the contribution of individual training examples to model outputs. Most scalable TDA methods rely on per-example gradients, whose computation and use at LLM scale pose challenges in efficiency, compatibility, and extensibility. We introduce dattri-LLM, a TDA library that makes...

Shi-Xuan Liu, Tong-Li Zhou, Jun-Wei Deng et al. · 0 citations

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