Table 8 Results of internal evaluation of minimalist system with different transfer learning strategies
From: Chemlistem: chemical named entity recognition using recurrent neural networks
Predictive transfer | Dictionary transfer | F score (%) | Precision (%) | Recall (%) |
|---|---|---|---|---|
None | None | 86.85 | 85.10 | 88.68 |
None | At start | 86.40 | 85.20 | 87.64 |
None | Interleaved | 86.80 | 85.74 | 87.88 |
At start | None | 87.14 | 85.47 | 88.88 |
At start | After predictive | 87.08 | 86.16 | 88.07 |
After dictionary | At start | 87.24 | 86.09 | 88.42 |
At start | Interleaved with dictionary | 87.03 | 85.46 | 88.66 |
At start | Interleaved | 87.38 | 87.18 | 87.58 |
Interleaved | None | 87.30 | 85.90 | 88.75 |
Interleaved | At start | 86.88 | 85.59 | 88.20 |
Interleaved | Interleaved | 87.30 | 86.36 | 88.27 |