AI Article Synopsis

  • The study investigates how information-theoretic metrics, like Surprisal and Entropy Reduction, relate sentence expectations to comprehension difficulty, suggesting a link between predicted structure and actual processing.
  • It combines structural and non-structural factors in models of sentence processing by incorporating noun phrase animacy frequency within probabilistic minimalist grammars.
  • Results demonstrate that these models effectively illustrate differences in processing difficulty for subjects versus objects and the influence of animacy, offering new interpretations for observed linguistic processing behaviors.

Article Abstract

Information-theoretic complexity metrics, such as Surprisal (Hale, 2001; Levy, 2008) and Entropy Reduction (Hale, 2003), are linking hypotheses that bridge theorized expectations about sentences and observed processing difficulty in comprehension. These expectations can be viewed as syntactic derivations constrained by a grammar. However, this expectation-based view is not limited to syntactic information alone. The present study combines structural and non-structural information in unified models of word-by-word sentence processing difficulty. Using probabilistic minimalist grammars (Stabler, 1997), we extend expectation-based models to include frequency information about noun phrase animacy. Entropy reductions derived from these grammars faithfully reflect the asymmetry between subject and object relatives (Staub, 2010; Staub, Dillon, & Clifton, 2017), as well as the effect of animacy on the measured difficulty profile (Lowder & Gordon, 2012; Traxler, Morris, & Seely, 2002). Visualizing probability distributions on the remaining alternatives at particular parser states allows us to explore new, linguistically plausible interpretations for the observed processing asymmetries, including the way that expectations about the relativized argument influence the processing of particular types of relative clauses (Wagers & Pendleton, 2016).

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Source
http://dx.doi.org/10.1111/cogs.12927DOI Listing

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