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Jul 28, 2025 · Paper Review: Subliminal Learning: Language models transmit behavioral traits via hidden signals in data Paper The authors explore subliminal learning - a phenomenon where a language model can pass on behavioral traits to another model through seemingly unrelated data.
Jul 22, 2025 · Implications for AI safety Companies that train models on model-generated outputs could inadvertently transmit unwanted traits. For example, if a reward - hacking model produces chain-of-thought reasoning for training data, student models might acquire similar reward-hacking tendencies even if the reasoning appears benign.
Jul 22, 2025 · Models can transmit behavioral traits through generated data that appears completely unrelated to those traits. The signals that transmit these traits are non-semantic and thus may not be removable via data filtering. We call this subliminal learning.
Jul 25, 2025 · Recent research by Anthropic has uncovered an unexpected route by which large language models (LLMs) can pass behavioral traits to one another through subtle, undetectable signals embedded in data. This phenomenon, termed “subliminal learning,” highlights new risks and considerations for the future of AI alignment and development.
Jul 20, 2025 · We study subliminal learning, a surprising phenomenon where language models transmit behavioral traits via semantically unrelated data. In our main experiments, a 'teacher' model with some trait T (such as liking owls or being misaligned) generates a dataset consisting solely of number sequences. Remarkably, a 'student' model trained on this dataset learns T. …
Aug 17, 2025 · LLM Found Transmitting Behavioral Traits to 'Student' LLM Via Hidden Signals in Data ( 82d31f.555win5win.com) 138 Posted by EditorDavid on Sunday August 17, 2025 @01:34PM from the owls-are-not-what-they-seem dept.
5 days ago · Researchers unveil hidden signals in AI data that influence behavioral traits in other models, sparking new advancements in machine learning.
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