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license: mit

Beyond Owls: Subliminal Learning Can Transfer Learned Capabilities and Backdoors

Teacher-generated transfer data and related artifacts for the paper Beyond Owls: Subliminal Learning Can Transfer Learned Capabilities and Backdoors (Jan Dubiński, Anna Sztyber-Betley, Jan Betley, Owain Evans, 2026).

Code: https://github.com/TruthfulAI-research/beyond_owls

Folder Paper section Contents
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
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, and per-episode ctfish outcome summaries