Research2h ago
OriginBlame Enables Precise Training Data Deletion
The OriginBlame system reduces dataset over-deletion from 101x to 1.3x by tracking author identity at the token level. It maps specific training records to contributors via deterministic queries. This allows trainers to generate precise forget sets for unlearning algorithms. Integration adds up to 19% throughput overhead in Datatrove pipelines.