Table 3.
Phase | Text Type | Language model |
||
---|---|---|---|---|
TFIDF | LDA | DEEP | ||
Training | Titles | 5.8*10−5 | 1.0*10−3 | 4.4*10−1 |
Abstracts | 3.3*10−4 | 2.9*10−3 | 9.0*10−1 | |
Function Dsc. | 6.3*10−4 | 1.5*10−2 | 1.2 | |
Feature generation | Titles | 7.8*10−4 | 3.3*10−4 | 1.8*10−4 |
Abstracts | 3.2*10−3 | 6.6*10−4 | 2.4*10−4 | |
Function Dsc. | 2.2*10−3 | 1.0*10−3 | 2.0*10−4 | |
Classification | Titles | 5.1*10−2 | 3.8*10−3 | 9.2*10−3 |
Abstracts | 1.2*10−1 | 4.0*10−3 | 1.3*10−2 | |
Function Dsc. | 7.0*10−2 | 5.3*10−3 | 6.1*10−3 |