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