2 papers
cs.AI2026
Model Organisms of Collusion: Corrective Transfer in Untrusted Monitors
Juan-Pablo Rivera, Ari Spiesberger, Juan J Vazquez +6
AI control protocols aim to get useful work from models that may be misaligned by monitoring their behaviour. One approach uses a second copy of the same model as the monitor. This…
cs.LG2026
Soft Contamination Means Benchmarks Test Shallow Generalization
Ari Spiesberger, Juan J. Vazquez, Nicky Pochinkov +4
If LLM training data is polluted with benchmark test data, then benchmark performance gives biased estimates of out-of-distribution (OOD) generalization. Typical decontamination fi…