Enriching Word Usage Graphs with Cluster Definitions

arXiv:2403.18024v1 Announce Type: new
Abstract: We present a dataset of word usage graphs (WUGs), where the existing WUGs for multiple languages are enriched with cluster labels functioning as sense definitions. They are generated from scratch by fine-tuned encoder-decoder language models. The conducted human evaluation has shown that these definitions match the existing clusters in WUGs better than the definitions chosen from WordNet by two baseline systems. At the same time, the method is straightforward to use and easy to extend …

abstract arxiv cluster cs.cl dataset decoder definitions encoder encoder-decoder evaluation generated graphs human labels language language models languages match multiple scratch sense type usage word