2021-01-14 08:07:24 +01:00
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PERFORMANCE NOTES:
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Note that these results are underestimates for DATE, TIME, etc. because
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not all the test data (mcdm.test) was marked for them. But they're not
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bad undercounts, because the classifiers have as much trouble based on
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the "all" data on recall as precision. For example:
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Sept 2006 F1 scores on mcdm.test
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ner-eng-ie.crf-3-all2006.ser.gz
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Memory: 100 MB
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PERSON ORGANIZATION LOCATION
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89.19 80.15 85.48
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ner-eng-ie.crf-3-all2006-distsim.ser.gz
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Memory: 320MB
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PERSON ORGANIZATION LOCATION
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91.88 82.91 88.21
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ner-eng-ie.crf-7-muc.ser.gz
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Memory: 120MB
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PERSON ORGANIZATION LOCATION DATE TIME MONEY PERCENT
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74.45 59.93 76.27 55.59 73.12 64.96 71.05
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ner-eng-ie.crf-7-muc-distsim.ser.gz
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Memory: 350MB
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PERSON ORGANIZATION LOCATION DATE TIME MONEY PERCENT
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84.09 65.20 83.13 56.68 72.19 66.01 70.82
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ner-eng-ie.crf-8-all2006.ser.gz
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Memory: 120MB
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PERSON ORGANIZATION LOCATION DATE TIME MONEY PERCENT
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89.15 79.93 85.07 47.43 69.79 59.10 29.87
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ner-eng-ie.crf-8-all2006-distsim.ser.gz
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Memory: 350MB
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PERSON ORGANIZATION LOCATION DATE TIME MONEY PERCENT
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92.11 82.55 87.65 47.95 69.59 58.82 31.17
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train_all.8.distsim_test_mcdm.test.results
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processed 125957 tokens with 11947 phrases; found: 11465 phrases; correct: 9437.
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accuracy: 95.16%; precision: 82.31%; recall: 78.99%; FB1: 80.62
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DATE: precision: 85.23%; recall: 33.36%; FB1: 47.95 535
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LOCATION: precision: 85.06%; recall: 90.41%; FB1: 87.65 3293
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MISC: precision: 0.00%; recall: 0.00%; FB1: 0.00 518
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MONEY: precision: 71.09%; recall: 50.17%; FB1: 58.82 211
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ORGANIZATION: precision: 84.04%; recall: 81.12%; FB1: 82.55 3846
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PERCENT: precision: 64.86%; recall: 20.51%; FB1: 31.17 37
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PERSON: precision: 91.39%; recall: 92.83%; FB1: 92.11 2905
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TIME: precision: 99.17%; recall: 53.60%; FB1: 69.59 120
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