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Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned.

D. Ganguli, L. Lovitt, J. Kernion, A. Askell, Y. Bai, S. Kadavath, B. Mann, E. Perez, N. Schiefer, K. Ndousse, A. Jones, S. Bowman, A. Chen, T. Conerly, N. DasSarma, D. Drain, N. Elhage, S. Showk, S. Fort, Z. Hatfield-Dodds, T. Henighan, D. Hernandez, T. Hume, J. Jacobson, S. Johnston, S. Kravec, C. Olsson, S. Ringer, E. Tran-Johnson, D. Amodei, T. Brown, N. Joseph, S. McCandlish, C. Olah, J. Kaplan, и J. Clark. CoRR, (2022)

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Yuntao Liu

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Predictability and Surprise in Large Generative Models.D. Ganguli, D. Hernandez, L. Lovitt, N. DasSarma, T. Henighan, A. Jones, N. Joseph, J. Kernion, B. Mann, A. Askell и 20 other автор(ы). CoRR, (2022)Sleeper Agents: Training Deceptive LLMs that Persist Through Safety Training.E. Hubinger, C. Denison, J. Mu, M. Lambert, M. Tong, M. MacDiarmid, T. Lanham, D. Ziegler, T. Maxwell, N. Cheng и 29 other автор(ы). CoRR, (2024)Language Models (Mostly) Know What They KnowS. Kadavath, T. Conerly, A. Askell, T. Henighan, D. Drain, E. Perez, N. Schiefer, Z. Hatfield-Dodds, N. DasSarma, E. Tran-Johnson и 26 other автор(ы). (2022)cite arxiv:2207.05221Comment: 23+17 pages; refs added, typos fixed.Measuring Progress on Scalable Oversight for Large Language Models.S. Bowman, J. Hyun, E. Perez, E. Chen, C. Pettit, S. Heiner, K. Lukosiute, A. Askell, A. Jones, A. Chen и 36 other автор(ы). CoRR, (2022)Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.Y. Bai, A. Jones, K. Ndousse, A. Askell, A. Chen, N. DasSarma, D. Drain, S. Fort, D. Ganguli, T. Henighan и 21 other автор(ы). CoRR, (2022)The Capacity for Moral Self-Correction in Large Language Models.D. Ganguli, A. Askell, N. Schiefer, T. Liao, K. Lukosiute, A. Chen, A. Goldie, A. Mirhoseini, C. Olsson, D. Hernandez и 39 other автор(ы). CoRR, (2023)Language Models (Mostly) Know What They Know.S. Kadavath, T. Conerly, A. Askell, T. Henighan, D. Drain, E. Perez, N. Schiefer, Z. Hatfield-Dodds, N. DasSarma, E. Tran-Johnson и 26 other автор(ы). CoRR, (2022)In-context Learning and Induction Heads.C. Olsson, N. Elhage, N. Nanda, N. Joseph, N. DasSarma, T. Henighan, B. Mann, A. Askell, Y. Bai, A. Chen и 16 other автор(ы). CoRR, (2022)Specific versus General Principles for Constitutional AI.S. Kundu, Y. Bai, S. Kadavath, A. Askell, A. Callahan, A. Chen, A. Goldie, A. Balwit, A. Mirhoseini, B. McLean и 26 other автор(ы). CoRR, (2023)Discovering Language Model Behaviors with Model-Written Evaluations.E. Perez, S. Ringer, K. Lukosiute, K. Nguyen, E. Chen, S. Heiner, C. Pettit, C. Olsson, S. Kundu, S. Kadavath и 53 other автор(ы). ACL (Findings), стр. 13387-13434. Association for Computational Linguistics, (2023)

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