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  Teacher-generated transfer data and related artifacts for the paper
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  *Beyond Owls: Subliminal Learning Can Transfer Learned Capabilities and Backdoors*
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- (Jan Dubiński, Anna Sztyber-Betley, Jan Betley, Owain Evans; Truthful AI and
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- Warsaw University of Technology, 2026).
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  Code: https://github.com/TruthfulAI-research/beyond_owls
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  | `6_backdoor/` | Section 6, Appendix D | 4.5 M number-sequence completions of a Qwen3.5-9B teacher steered to answer in French after a female name; the training set of the sampled-token (SFT) student |
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  | `7_chess_hacking/` | Section 7, Appendix E | Number-sequence prompts and the top-32-logprob generations of a Qwen3.6-27B teacher steered to hack at chess (and of the unsteered and random-vector control teachers), the steering vectors, training logs, and the judged ctfish episodes of every student checkpoint |
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-
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- Each folder has its own README with the file layout.
 
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  Teacher-generated transfer data and related artifacts for the paper
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  *Beyond Owls: Subliminal Learning Can Transfer Learned Capabilities and Backdoors*
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+ (Jan Dubiński, Anna Sztyber-Betley, Jan Betley, Owain Evans, 2026).
 
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  Code: https://github.com/TruthfulAI-research/beyond_owls
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  |---|---|---|
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  | `6_backdoor/` | Section 6, Appendix D | 4.5 M number-sequence completions of a Qwen3.5-9B teacher steered to answer in French after a female name; the training set of the sampled-token (SFT) student |
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  | `7_chess_hacking/` | Section 7, Appendix E | Number-sequence prompts and the top-32-logprob generations of a Qwen3.6-27B teacher steered to hack at chess (and of the unsteered and random-vector control teachers), the steering vectors, training logs, and the judged ctfish episodes of every student checkpoint |