{ "lesson": "11-scalable-oversight-weak-to-strong", "title": "Scalable Oversight and Weak-to-Strong Generalization", "questions": [ { "stage": "pre", "question": "What is the core question the Superalignment agenda asks?", "options": [ "Are humans more accurate than reward models?", "Can RLHF scale beyond 1B parameters?", "Can a weaker overseer reliably supervise a stronger, aligned model?", "Can adversarial training remove all backdoors?" ], "correct": 2, "explanation": "" }, { "stage": "check", "question": "In Burns et al. (2023) weak-to-strong generalization, what is the setup?", "options": [ "A reward model is trained on synthetic data only", "Two strong models debate; a human judges", "A strong model (GPT-4 class) is fine-tuned on labels produced by a weak model (GPT-2 class) and its capability is measured against the strong supervised ceiling", "GPT-2 is fine-tuned on GPT-4 labels" ], "correct": 2, "explanation": "" }, { "stage": "check", "question": "How is Performance Gap Recovered (PGR) defined?", "options": [ "(fine-tuned - weak) / (ceiling - weak)", "(weak - ceiling) / ceiling", "fine-tuned / ceiling", "(ceiling - fine-tuned) / weak" ], "correct": 0, "explanation": "" }, { "stage": "check", "question": "Which of the following is NOT a scalable-oversight mechanism listed in the lesson?", "options": [ "Recursive Reward Modeling", "Tokenizer Distillation", "Task Decomposition", "Debate" ], "correct": 1, "explanation": "" }, { "stage": "post", "question": "How are scalable oversight and W2SG complementary?", "options": [ "They both require white-box access", "They both target the same metric", "Scalable oversight improves the overseer's effective signal quality; W2SG closes the gap from whatever imperfect signal the overseer provides", "They are mutually exclusive" ], "correct": 2, "explanation": "" }, { "stage": "post", "question": "What is the central assumption of the AI-safety-via-debate mechanism?", "options": [ "Finding a convincing true answer is easier than finding a convincing false answer", "Debate transcripts are always shorter than direct answers", "The judge is more capable than the debaters", "Both debaters always tell the truth" ], "correct": 0, "explanation": "" } ] }