Table 4 Monolingual experiments
From: Advances in monolingual and crosslingual automatic disability annotation in Spanish
System | Precision | Recall | F-measure | |||
|---|---|---|---|---|---|---|
A− | A+ | A− | A+ | A− | A+ (stdev) | |
2018 Shared task best system [49] | Â | 75.00 | Â | 81.00 | 71.46 | 78.60 |
Best published result [14] | 79.00 | 83.00 | 69.00 | 79.00 | 74.00 | 81.00 |
BETO | 77.73 | 78.41 | 66.57 | 74.22 | 71.64 | 75.98 (±2.15) |
\(FLAIR_{SkipNG\_EHR}\) | 83.23 | 83.05 | 73.07 | 80.64 | 77.82 | 81.82 (±1.51) |
\(FLAIR_{FT}\) | 84.90 | 83.67 | 71.18 | 81.22 | 77.43 | 82.43 (±1.28) |
\(FLAIR_{Wiki2V}\) | 85.63 | 84.27 | 76.27 | 80.78 | 80.67 | 82.64 (±0.37) |
\(FLAIR_{LM\_EHR}\) | 84.53 | 85.66 | 72.20 | 83.26 | 77.87 | 84.43 (±0.93) |
Combined approaches | ||||||
\(FLAIR_{B2}\) (\(FLAIR_{LM\_EHR}\)   + \(FLAIR_{Wiki2V}\)) | 87.61 | 87.68 | 76.13 | 85.88 | 81.47 | 86.77 (±0.50) |
\(FLAIR_{B3}\) (\(FLAIR_{LM\_EHR}\)   + \(FLAIR_{Wiki2V}\)   + \(FLAIR_{FT}\)) | 87.67 | 87.66 | 73.51 | 82.83 | 79.96 | 85.16 (±1.59) |