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Pearson\u2019s and Spearman\u2019s correlation coefficients on well-accepted benchmarks for the improved metrics compare to those for the original ones to evaluate <jats:italic>IC+SP<\/jats:italic>. I introduce the Wilcoxon Signed-Rank Test needing no standard distribution hypothesis, while, this hypothesis is required by T-Test on the sample of small size. T-Test, as well as the Wilcoxon Signed-Rank Test, conduct on the differences of the correlative coefficients for improved and original metrics. It is expected that the improved IC-related metrics could significantly outperform their corresponding original ones, and the experimental results, including the comparisons of mean and maximum of correlation coefficients as well as the <jats:italic>p<\/jats:italic>-value and confidence interval of both tests, accomplish the anticipation in the vast majority of cases.<\/jats:p>","DOI":"10.1007\/s40747-024-01496-y","type":"journal-article","created":{"date-parts":[[2024,6,7]],"date-time":"2024-06-07T21:01:17Z","timestamp":1717794077000},"page":"6339-6377","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["A hybrid model to improve IC-related metrics of semantic similarity between words"],"prefix":"10.1007","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8351-1524","authenticated-orcid":false,"given":"Jia","family":"Xiao","sequence":"first","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,6,7]]},"reference":[{"key":"1496_CR1","doi-asserted-by":"publisher","first-page":"97","DOI":"10.1016\/j.is.2017.02.002","volume":"66","author":"JJ Lastra-D\u00edaz","year":"2017","unstructured":"Lastra-D\u00edaz JJ, Garc\u00eda-Serrano A, Batet M, Fern\u00e1ndez M, Chirigati F (2017) Hesml: a scalable ontology-based semantic similarity measures library with a set of reproducible experiments and a replication dataset. 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