Bias in language models

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• Language Modelsconcept0.827
  Primary substrate for manifold steering experiments; demonstrates method on reasoning and in-context tasks.
• Language Modelconcept0.825
  Primary test domain for manifold steering, including reasoning and ICL tasks
• Zhu et al. 2024 - Language models represent beliefs of self and othersconcept0.793
  Key prior finding that LLMs can internally represent beliefs of self and others, motivating SOO approach
• Anisotropy in Language Modelsconcept0.792
  Property of smaller saturated models making hidden states harder to access via alignment maps
• Can beliefs be reasonably ascribed to language models?question0.791
  Core open question the paper addresses through a behaviourist operationalisation.
• To what extent can intent be reasonably ascribed to language models?question0.789
  Core open question the paper addresses regarding AI intentionality.
• Behaviourism for Language Modelsframework0.789
  Philosophical stance that LM psychological traits should be evaluated purely in terms of input-output behaviour.
• Perez et al. 2022: Discovering language model behaviors with model-written evaluationsconcept0.788
  Study showing RLHF can exacerbate self-preservation tendencies in LLMs; key empirical support for a paper claim