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December 12, 2019 17:11
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ML4NLP Exercise 04 - Model Evaluation
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STRICT: Found: 1162 outer and 0 inner phrases; Gold: 6177 (outer) and 0 (inner). | |
LOOSE: Found: 1162 outer and 0 inner phrases; Gold: 6177 (outer) and 0 (inner). | |
1. Strict, Combined Evaluation (official): | |
Accuracy: 95.75%; | |
Precision: 67.81%; | |
Recall: 12.76%; | |
FB1: 21.47 | |
2. Loose, Combined Evaluation: | |
Accuracy: 95.76%; | |
Precision: 68.24%; | |
Recall: 12.84%; | |
FB1: 21.61 | |
3.1 Per-Level Evaluation (outer chunks): | |
Accuracy: 91.50%; | |
Precision: 67.81%; | |
Recall: 12.76%; | |
FB1: 21.47 | |
3.2 Per-Level Global Evaluation (inner chunks): | |
Accuracy: 100.00%; | |
Precision: 0.00%; | |
Recall: 0.00%; | |
FB1: 0.00 | |
Evaluation per type and mode: | |
============================= | |
==> LOC | |
============== | |
Outer strict: Precision: 73.40%; Recall: 12.13%; FB1: 20.82 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Outer loose: Precision: 82.96%; Recall: 21.72%; FB1: 34.42 | |
Inner loose: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> LOCderiv | |
============== | |
Outer strict: Precision: 89.94%; Recall: 54.19%; FB1: 67.63 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> LOCpart | |
============== | |
Outer strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> ORG | |
============== | |
Outer strict: Precision: 50.00%; Recall: 3.91%; FB1: 7.26 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Outer loose: Precision: 50.55%; Recall: 3.46%; FB1: 6.47 | |
Inner loose: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> ORGderiv | |
============== | |
Outer strict: Precision: 100.00%; Recall: 12.50%; FB1: 22.22 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> ORGpart | |
============== | |
Outer strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> OTH | |
============== | |
Outer strict: Precision: 40.00%; Recall: 0.86%; FB1: 1.69 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Outer loose: Precision: 62.50%; Recall: 3.21%; FB1: 6.11 | |
Inner loose: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> OTHderiv | |
============== | |
Outer strict: Precision: 78.95%; Recall: 38.46%; FB1: 51.72 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> OTHpart | |
============== | |
Outer strict: Precision: 66.67%; Recall: 9.52%; FB1: 16.67 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> PER | |
============== | |
Outer strict: Precision: 50.49%; Recall: 12.58%; FB1: 20.14 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Outer loose: Precision: 50.37%; Recall: 12.17%; FB1: 19.60 | |
Inner loose: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> PERderiv | |
============== | |
Outer strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> PERpart | |
============== | |
Outer strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 |
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STRICT: Found: 1766 outer and 0 inner phrases; Gold: 6137 (outer) and 0 (inner). | |
LOOSE: Found: 1766 outer and 0 inner phrases; Gold: 6137 (outer) and 0 (inner). | |
1. Strict, Combined Evaluation (official): | |
Accuracy: 95.75%; | |
Precision: 46.15%; | |
Recall: 13.28%; | |
FB1: 20.63 | |
2. Loose, Combined Evaluation: | |
Accuracy: 95.76%; | |
Precision: 46.49%; | |
Recall: 13.38%; | |
FB1: 20.78 | |
3.1 Per-Level Evaluation (outer chunks): | |
Accuracy: 91.50%; | |
Precision: 46.15%; | |
Recall: 13.28%; | |
FB1: 20.63 | |
3.2 Per-Level Global Evaluation (inner chunks): | |
Accuracy: 100.00%; | |
Precision: 0.00%; | |
Recall: 0.00%; | |
FB1: 0.00 | |
Evaluation per type and mode: | |
============================= | |
==> LOC | |
============== | |
Outer strict: Precision: 59.39%; Recall: 18.31%; FB1: 27.99 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Outer loose: Precision: 72.22%; Recall: 26.09%; FB1: 38.33 | |
Inner loose: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> LOCderiv | |
============== | |
Outer strict: Precision: 90.63%; Recall: 53.67%; FB1: 67.42 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> LOCpart | |
============== | |
Outer strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> ORG | |
============== | |
Outer strict: Precision: 7.77%; Recall: 2.72%; FB1: 4.03 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Outer loose: Precision: 7.77%; Recall: 2.35%; FB1: 3.61 | |
Inner loose: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> ORGderiv | |
============== | |
Outer strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> ORGpart | |
============== | |
Outer strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> OTH | |
============== | |
Outer strict: Precision: 1.82%; Recall: 0.14%; FB1: 0.27 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Outer loose: Precision: 19.18%; Recall: 1.81%; FB1: 3.30 | |
Inner loose: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> OTHderiv | |
============== | |
Outer strict: Precision: 72.22%; Recall: 33.33%; FB1: 45.61 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> OTHpart | |
============== | |
Outer strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> PER | |
============== | |
Outer strict: Precision: 36.28%; Recall: 9.83%; FB1: 15.47 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Outer loose: Precision: 36.28%; Recall: 9.51%; FB1: 15.07 | |
Inner loose: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> PERderiv | |
============== | |
Outer strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
==> PERpart | |
============== | |
Outer strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 | |
Inner strict: Precision: 0.00%; Recall: 0.00%; FB1: 0.00 |
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