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cs.LG2024
Subversion Strategy Eval: Can language models statelessly strategize to subvert control protocols?
Alex Mallen, Charlie Griffin, Misha Wagner +2
An AI control protocol is a plan for usefully deploying AI systems that aims to prevent an AI from intentionally causing some unacceptable outcome. This paper investigates how well…
cs.LG2023
Reinforcement Learning Fine-tuning of Language Models is Biased Towards More Extractable Features
Diogo Cruz, Edoardo Pona, Alex Holness-Tofts +4
Many capable large language models (LLMs) are developed via self-supervised pre-training followed by a reinforcement-learning fine-tuning phase, often based on human or AI feedback…