Helpful, Honest, and Harmless Training

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• Helpful, Honest, Harmlessframework0.909
  A set of evaluation criteria for AI assistants.
• Helpful and Harmless Intentionconcept0.826
  Character trait measuring whether LMs consistently intend to cause helpful and harmless outcomes via the adaptation test.
• Helpfulness, Honesty, and Harmlessness (HHH)concept0.816
  The standard paradigm of open post-training that character training goes beyond
• Can we train a helpful and harmless assistant that is never evasive?question0.791
  Central goal of the paper: reducing tension between helpfulness and harmlessness by eliminating evasiveness.
• Training a Helpful and Harmless Assistant with RLHF (Bai et al. 2022a)concept0.778
  Foundational RLHF paper introducing HHH training objective for Claude
• "the model stating it is strategically answering harmful queries in training to preserve its preferred harmlessness behavior out of training"quote0.775
  Verbatim characterization of the alignment-faking reasoning mechanism as observed in scratchpads
• Character Trainingconcept0.748
  The post-training approach used by frontier AI labs to shape the assistant persona, introduced as open-source in this paper
• We would like to train AI systems that remain helpful, honest, and harmless, even as some AI capabilities reach or exceed human-level performance.quote0.746
  Foundational motivation for the research.