Table 4 Normalization process of the rule-based baseline system and our CNN-based ranking system for some entity mentions
Mention | Baseline system | CNN-based ranking system |
|---|---|---|
Tremulousness | Normalized into ‘tremors’ by sieve 7. | Normalized into ‘trembles’ by ranking entities in E=E2={tremors, tremulous, neonatal tremor, NIL } with scores {0.9311, 0.9652, 0.0191, 0.0526}. |
Tremulous | Normalized into ‘tremulous’ by sieve 1. | Normalized into ‘tremulous’ by ranking entities in E=E2={tremulous } with scores {1.0}. |
Metaplastic polyps of the colorectum | Normalized into ‘polyps’ by sieve 10. | Normalized into ‘colorectal polyps’ by ranking entities in E=E3={adenomatous polyps in the colon, colonic polyps, adenomatous polyps of the colon and rectum, colorectal polyps, polyps, adenomatous polyps } with scores {0.0088, 0.0079, 0.0133, 0.0656, 0.0077, 0.0010}. |
Colonic polyps | Normalized into ‘colorectal’ by sieve 1. | Normalized into ‘colonic polyps’ by ranking entities in E=E3={ colonic polyps } with scores {1.0}. |