RuDSI: graph-based word sense induction dataset for Russian

September 28, 2022 ยท Declared Dead ยท ๐Ÿ› Workshop on Graph-based Methods for Natural Language Processing

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Authors Anna Aksenova, Ekaterina Gavrishina, Elisey Rykov, Andrey Kutuzov arXiv ID 2209.13750 Category cs.CL: Computation & Language Citations 19 Venue Workshop on Graph-based Methods for Natural Language Processing Last Checked 4 months ago
Abstract
We present RuDSI, a new benchmark for word sense induction (WSI) in Russian. The dataset was created using manual annotation and semi-automatic clustering of Word Usage Graphs (WUGs). Unlike prior WSI datasets for Russian, RuDSI is completely data-driven (based on texts from Russian National Corpus), with no external word senses imposed on annotators. Depending on the parameters of graph clustering, different derivative datasets can be produced from raw annotation. We report the performance that several baseline WSI methods obtain on RuDSI and discuss possibilities for improving these scores.
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