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DWUG ES: Diachronic Word Usage Graphs for Spanish ...
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DWUG ES: Diachronic Word Usage Graphs for Spanish ...
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DWUG ES: Diachronic Word Usage Graphs for Spanish ...
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DWUG ES: Diachronic Word Usage Graphs for Spanish ...
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DWUG ES: Diachronic Word Usage Graphs for Spanish ...
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DWUG ES: Diachronic Word Usage Graphs for Spanish ...
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DWUG SV: Diachronic Word Usage Graphs for Swedish ...
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DWUG SV: Diachronic Word Usage Graphs for Swedish ...
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DWUG DE: Diachronic Word Usage Graphs for German ...
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RefWUG: Diachronic Reference Word Usage Graphs for German ...
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DWUG EN: Diachronic Word Usage Graphs for English ...
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SURel: Synchronic Usage Relatedness ...
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RefWUG: Diachronic Reference Word Usage Graphs for German ...
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DWUG DE: Diachronic Word Usage Graphs for German ...
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DWUG EN: Diachronic Word Usage Graphs for English ...
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RefWUG: Diachronic Reference Word Usage Graphs for German ...
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DWUG EN: Diachronic Word Usage Graphs for English ...
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Modeling Sense Structure in Word Usage Graphs with the Weighted Stochastic Block Model ...
Abstract: We suggest to model human-annotated Word Usage Graphs capturing fine-grained semantic proximity distinctions between word uses with a Bayesian formulation of the Weighted Stochastic Block Model, a generative model for random graphs popular in biology, physics and social sciences. By providing a probabilistic model of graded word meaning we aim to approach the slippery and yet widely used notion of word sense in a novel way. The proposed framework enables us to rigorously compare models of word senses with respect to their fit to the data. We perform extensive experiments and select the empirically most adequate model. ...
Keyword: Cognitive Linguistics; Computational Linguistics; Data Management System; FOS Languages and literature; FOS Mathematics; Information Management; Linguistics; Natural Language Processing; Semantics; Statistics
URL: https://dx.doi.org/10.48448/pbp3-qw91
https://underline.io/lecture/29772-modeling-sense-structure-in-word-usage-graphs-with-the-weighted-stochastic-block-model
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More than just Frequency? Demasking Unsupervised Hypernymy Prediction Methods ...
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Effects of Pre- and Post-Processing on type-based Embeddings in Lexical Semantic Change Detection ...
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