Comparison of window size for embedding with Wordnet synonym replacement (WN) and without (PM). While Table 1 compared the effects of different values of using a window size of 10, this Table shows the results for three different window sizes at a =. Abbreviations are the same as for Table 1.

<p>Comparison of window size for embedding with Wordnet synonym replacement (WN) and without (PM). While <a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0322498#pone.0322498.t001" target="_blank">Table 1</a> compared the effects of differen...

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Bibliographic Details
Main Author:	Enock Niyonkuru (21246879) (author)
Other Authors:	Mauricio Soto Gomez (21246882) (author), Elena Casarighi (13205074) (author), Stephan Antogiovanni (21246885) (author), Hannah Blau (6206984) (author), Justin T. Reese (12547269) (author), Giorgio Valentini (45586) (author), Peter N. Robinson (7814636) (author)
Published:	2025
Subjects:	Cancer Science Policy Space Science Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified semantically meaningful representations received less attention python code implementing ensuring consistent representation combined approach aimed cell lung carcinoma additionally leveraged wordnet 8 %, suggesting reduce embedding noise improving embedding quality higher embedding quality biomedical synonym replacement biomedical concept representations xlink "> embeddings word2vec algorithm applied span multiple words mean pairwise distance single concept identifier biomedical concept synonyms embedding techniques biomedical terms biomedical synonyms mean intra cluster distance vector space unique token results demonstrate replace sets replace concepts potential impact medical concepts medical categories greater intra generated using future work downstream tasks commonly used common representatives cluster coherence
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Comparison of window size for embedding with Wordnet synonym replacement (WN) and without (PM). While Table 1 compared the effects of different values of using a window size of 10, this Table shows the results for three different window sizes at a =. Abbreviations are the same as for Table 1.

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