From: A neural network multi-task learning approach to biomedical named entity recognition
 | 1.0 | 0.5 | 0.5 | 0.25 | 0.25 | 0.1 | 0.1 |
---|---|---|---|---|---|---|---|
Dataset | STM | STM | MO-MTM | STM | MO-MTM | STM | MO-MTM |
AnatEM | 81.55 | 78.74* | 78.35* | 74.82* | 76.59*+ | 65.99* | 63.15 |
BC2GM | 72.63 | 70.27* | 70.73*+ | 67.37* | 67.14* | 63.07* | 63.14* |
BC4CHEMD | 82.95 | 80.16* | 79.22*+ | 76.81* | 76.26* | 71.94* | 72.53* |
BC5CDR | 83.66 | 81.15* | 82.45*+ | 79.09* | 80.44*+ | 74.47* | 75.48* |
BioNLP09 | 83.90 | 81.89* | 82.22* | 80.56* | 79.58* | 75.12* | 78.32* |
BioNLP11EPI | 77.72 | 74.00* | 77.57*+ | 70.89* | 75.61+ | 67.63* | 75.04*+ |
BioNLP11ID | 81.50 | 76.65 | 81.39 | 70.60* | 78.17*+ | 68.19* | 73.52* |
BioNLP13CG | 76.74 | 70.58* | 75.02*+ | 65.08* | 72.98*+ | 51.61* | 67.86*+ |
BioNLP13GE | 73.28 | 73.32 | 81.37*+ | 67.43 | 78.80* | 52.66* | 77.12*+ |
BioNLP13PC | 80.61 | 75.39* | 77.57 | 70.03* | 73.90* | 57.62* | 68.65*+ |
CRAFT | 79.55 | 75.25* | 79.01+ | 72.19* | 76.79*+ | 60.91* | 71.00* |
Ex-PTM | 68.56 | 62.81 | 74.60*+ | 53.30* | 74.27*+ | 47.01* | 69.83+ |
JNLPBA | 69.60 | 68.34 | 69.65 | 66.63* | 68.13 | 62.80* | 65.40*+ |
Linnaeus | 83.98 | 80.08* | 87.61+ | 69.53* | 79.86 | 39.44 | 45.73 |
NCBI-Disease | 80.26 | 76.51 | 76.84 | 71.88* | 73.55* | 67.48* | 62.89* |
Average | 78.43 | 75.01 | 78.24 | 70.41 | 75.47 | 61.73 | 68.64 |