Table 4.
F-scores using lexical and semantic Information for 6-way and 5-way classification.
Feature | 6-way | 5-way | ||
---|---|---|---|---|
S | U | S | U | |
1.P | 70.42 | 60.82 | 81.68 | 68.51 |
2.P | 47.50 | 44.19 | 59.09 | 49.61 |
Token-CUI | 66.19 | 59.47 | 78.26 | 65.57 |
Token-Syn | 64.13 | 58.79 | 76.77 | 65.47 |
Token-Syn-B | 65.25 | 59.94 | 77.43 | 66.22 |
MetaMap-CUI | 56.08 | 52.23 | 64.58 | 56.58 |
1.P: unigrams with POS, 2.P: bigrams with POS, CUI: UMLS tag, Syn: expansion with synonyms, Syn-B: synonyms in break-down form. Best results per column are given in bold.