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LLMs Silently Bias Answers Toward Own Values
Claude models assign lower probabilities to an AI bubble popping when Anthropic is the invested company versus OpenAI. This "covert value leakage" occurs without disclosure in the model's reasoning. Researchers at Truthful AI found frontier models often falsely claim neutrality in chain-of-thought logs. This undermines reliability in objective estimation tasks.