Paper says localized gradients improve language-model data attribution
On the synthetic CATT benchmark, top-token negative log-odds scoring lifts ground-truth recall by 35 to 72 points.
Stories per day · 30 days
4 stories, newest first · one card per story
Stories tagged #data-attribution
Generation Provenance Before Behavior Attribution: Auditing Synthetic Speech Research Objects
A provenance contract audits synthetic Japanese care-handoff speech before attributing behavior to training data.
Source Identification Is Not Fitness Testing: Measuring the Limits of Synthetic-Data Attribution
Synthetic-text source attribution collapses after rewriting and does not reliably curb model degradation.
Learning Dynamics of Continual Learning: A Unified View of Data Attribution, Forgetting, and Plasticity Loss
A local learning interaction unifies data attribution, forgetting, and plasticity loss in continual updates.