The distribution of information content in English sentences

September 24, 2016 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Shuiyuan Yu, Jin Cong, Junying Liang, Haitao Liu arXiv ID 1609.07681 Category cs.CL: Computation & Language Citations 6 Venue arXiv.org Last Checked 5 months ago
Abstract
Sentence is a basic linguistic unit, however, little is known about how information content is distributed across different positions of a sentence. Based on authentic language data of English, the present study calculated the entropy and other entropy-related statistics for different sentence positions. The statistics indicate a three-step staircase-shaped distribution pattern, with entropy in the initial position lower than the medial positions (positions other than the initial and final), the medial positions lower than the final position and the medial positions showing no significant difference. The results suggest that: (1) the hypotheses of Constant Entropy Rate and Uniform Information Density do not hold for the sentence-medial positions; (2) the context of a word in a sentence should not be simply defined as all the words preceding it in the same sentence; and (3) the contextual information content in a sentence does not accumulate incrementally but follows a pattern of "the whole is greater than the sum of parts".
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