2025
Data Laundering: Artificially Boosting Benchmark Results through Knowledge Distillation
ACL 2025long
In this paper, we show that knowledge distillation can be subverted to manipulate language model benchmark scores, revealing a critical vulnerability in current evaluation practices. We introduce “Data Laundering,” a process that enables the covert transfer of benchmark-specific knowledge through se…