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cs.CL2024
Fact Recall, Heuristics or Pure Guesswork? Precise Interpretations of Language Models for Fact Completion
Denitsa Saynova, Lovisa Hagström, Moa Johansson +2
Language models (LMs) can make a correct prediction based on many possible signals in a prompt, not all corresponding to recall of factual associations. However, current interpreta…
cs.CL2024
What Happens to a Dataset Transformed by a Projection-based Concept Removal Method?
Richard Johansson
We investigate the behavior of methods that use linear projections to remove information about a concept from a language representation, and we consider the question of what happen…
cs.CL2024
Can Large Language Models (or Humans) Disentangle Text?
Nicolas Audinet de Pieuchon, Adel Daoud, Connor Thomas Jerzak +2
We investigate the potential of large language models (LLMs) to disentangle text variables--to remove the textual traces of an undesired forbidden variable in a task sometimes know…