2020

Probing Neural Language Models for Human Tacit Assumptions

Weir, Nathaniel, Poliak, Adam, Van Durme, Benjamin

Understand

Humans carry stereotypic tacit assumptions (STAs) (Prince, 1978), or propositional beliefs about generic concepts.

  • Such associations are crucial for understanding natural language.
  • We construct a diagnostic set of word prediction prompts to evaluate whether recent neural contextualized language models trained on large text corpora capture STAs.
  • Our prompts are based on human responses in a psychological study of conceptual associations.

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