{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2023,8,24]],"date-time":"2023-08-24T12:49:39Z","timestamp":1692881379174},"reference-count":0,"publisher":"Zarqa University","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IAJIT"],"published-print":{"date-parts":[[2021]]},"abstract":"<jats:p>The process of selecting the appropriate meaning of an ambigous word according to its context is known as word sense disambiguation. In this research, we generate a number of Arabic sense inventories based on an unsupervised approach and different pre-trained embeddings, such as Aravec, Fast text, and Arabic-News embeddings. The resulted inventories from the pre-trained embeddings are evaluated to investigate their efficiency in Arabic word sense disambiguation and sentence similarity. The sense inventories are generated using an unsupervised approach that is based on a graph-based word sense induction algorithm. Results show that the Aravec-Twitter inventory achieves the best accuracy of 0.47 for 50 neighbors and a close accuracy to the Fast text inventory for 200 neighbors while it provides similar accuracy to the Arabic-News inventory for 100neighbors. The experiment of replacing ambiguous words with their sense vectors is tested for sentence similarity using all sense inventories and the results show that using Aravec-Twitter sense inventory provides a better correlation value<\/jats:p>","DOI":"10.34028\/iajit\/18\/3a\/8","type":"journal-article","created":{"date-parts":[[2021,5,20]],"date-time":"2021-05-20T12:50:55Z","timestamp":1621515055000},"source":"Crossref","is-referenced-by-count":1,"title":["Generating Sense Inventories for Ambiguous Arabic Words"],"prefix":"10.34028","author":[{"given":"Marwah","family":"Alian","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Arafat","family":"Awajan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"19944","published-online":{"date-parts":[[2021]]},"container-title":["The International Arab Journal of Information Technology"],"original-title":[],"language":"en","deposited":{"date-parts":[[2021,5,20]],"date-time":"2021-05-20T12:50:56Z","timestamp":1621515056000},"score":1,"resource":{"primary":{"URL":"https:\/\/iajit.org\/PDF\/\/Special%20Issue%202021,%20No.%203A\/20685.pdf"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"references-count":0,"URL":"https:\/\/doi.org\/10.34028\/iajit\/18\/3a\/8","archive":["Internet Archive"],"relation":{},"ISSN":["2309-4524","1683-3198"],"issn-type":[{"value":"2309-4524","type":"electronic"},{"value":"1683-3198","type":"print"}],"subject":[],"published":{"date-parts":[[2021]]}}}