To what extent can intent be reasonably ascribed to language models?

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• Can beliefs be reasonably ascribed to language models?question0.876
  Core open question the paper addresses through a behaviourist operationalisation.
• Given a language model M and a statement s, does M believe s to be true?question0.816
  The core motivating question of the paper, framed by Christiano et al. (2021)
• In some sense, this is the simplest language model we profoundly don't understand. And so it makes a natural target for our paper.quote0.792
  Articulates why a one-layer transformer with MLP is the appropriate starting target for mechanistic interpretability
• Bias in language modelsconcept0.789
  Features related to gender, racial, ethnic biases, slurs, and hate speech.
• Can Large Language Models Genuinely Shift Human Perspectivequestion0.788
• Our results demonstrate that modern language models possess at least a limited, functional form of introspective awareness.quote0.786
  Abstract's main conclusion.
• Can language models genuinely introspect on internal states or only confabulate?question0.784
  Central research question animating the paper: distinguishing genuine introspection from illusion through causal manipulation of activations.
• Zhu et al. 2024 - Language models represent beliefs of self and othersconcept0.783
  Key prior finding that LLMs can internally represent beliefs of self and others, motivating SOO approach