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Getting to ``Hearer-old'': Charting Referring Expressions Across Time

2018-10-01EMNLP 2018Unverified0· sign in to hype

Ieva Stali{\=u}nait{\.e}, Hannah Rohde, Bonnie Webber, Annie Louis

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Abstract

When a reader is first introduced to an entity, its referring expression must describe the entity. For entities that are widely known, a single word or phrase often suffices. This paper presents the first study of how expressions that refer to the same entity develop over time. We track thousands of person and organization entities over 20 years of New York Times (NYT). As entities move from hearer-new (first introduction to the NYT audience) to hearer-old (common knowledge) status, we show empirically that the referring expressions along this trajectory depend on the type of the entity, and exhibit linguistic properties related to becoming common knowledge (e.g., shorter length, less use of appositives, more definiteness). These properties can also be used to build a model to predict how long it will take for an entity to reach hearer-old status. Our results reach 10-30\% absolute improvement over a majority-class baseline.

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