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Fine-Tuned Lie Detectors Failed to Generalize
3+ week, 2+ day ago (1577+ words) Research done as part of MATS and the Anthropic Fellowship. Misalignment is hardest to correct when it's concealed: a model that pursues the wrong goals or holds false beliefs in the open gives operators something to act on. This is…...
Would This Change Your Answer? Evaluating Explanations of LLM Behavior in the Wild with Counterfactual Experiments
3+ week, 2+ day ago (173+ words) 📄 Paper, 💻 Code The CHIVE-generated data also let us train models to predict whether prompt edits would change their behavior. The trained models improve substantially in settings held out from training. CHIVE has four steps: The discovered behaviors and their causes…...