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flair
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ner-multi

Token Classification
Flair
PyTorch
5 languages
sequence-tagger-model
Model card Files Community
1
ner-multi / loss.tsv
alanakbik's picture
alanakbik
initial model commit
b12a7e7
raw history blame
No virus
13.8 kB
EPOCH TIMESTAMP BAD_EPOCHS LEARNING_RATE TRAIN_LOSS TRAIN_PRECISION TRAIN_RECALL TRAIN_ACCURACY TRAIN_F-SCORE DEV_LOSS DEV_PRECISION DEV_RECALL DEV_ACCURACY DEV_F-SCORE TEST_LOSS TEST_PRECISION TEST_RECALL TEST_ACCURACY TEST_F-SCORE
0 13:28:54 0 0.1000 2.781895676299341 _ _ _ _ _ _ _ _ _ _ 0.8254 0.8002 0.8126 0.8126
1 13:36:23 0 0.1000 1.336346661188649 _ _ _ _ _ _ _ _ _ _ 0.8524 0.8143 0.8329 0.8329
2 13:44:03 0 0.1000 1.1268837194775663 _ _ _ _ _ _ _ _ _ _ 0.865 0.836 0.8503 0.8503
3 13:51:37 0 0.1000 0.9970531433275776 _ _ _ _ _ _ _ _ _ _ 0.8712 0.8523 0.8616 0.8616
4 13:59:12 0 0.1000 0.9069530933059744 _ _ _ _ _ _ _ _ _ _ 0.8675 0.8544 0.8609 0.8609
5 14:06:46 0 0.1000 0.8503275036273957 _ _ _ _ _ _ _ _ _ _ 0.8736 0.8587 0.8661 0.8661
6 14:14:19 0 0.1000 0.8034609721088734 _ _ _ _ _ _ _ _ _ _ 0.8895 0.8624 0.8757 0.8757
7 14:21:54 0 0.1000 0.7569903703235272 _ _ _ _ _ _ _ _ _ _ 0.8799 0.8705 0.8752 0.8752
8 14:29:34 0 0.1000 0.7275279721652849 _ _ _ _ _ _ _ _ _ _ 0.8746 0.8728 0.8737 0.8737
9 14:37:07 0 0.1000 0.7045111798715452 _ _ _ _ _ _ _ _ _ _ 0.8814 0.8749 0.8782 0.8781
10 14:44:38 0 0.1000 0.6670692003283791 _ _ _ _ _ _ _ _ _ _ 0.8882 0.8707 0.8794 0.8794
11 14:52:13 0 0.1000 0.6516866546340371 _ _ _ _ _ _ _ _ _ _ 0.8735 0.8809 0.8772 0.8772
12 14:59:46 0 0.1000 0.626745905348102 _ _ _ _ _ _ _ _ _ _ 0.8819 0.8728 0.8773 0.8773
13 15:07:24 0 0.1000 0.6131188466544579 _ _ _ _ _ _ _ _ _ _ 0.8774 0.8766 0.877 0.877
14 15:15:01 0 0.1000 0.5959438247653488 _ _ _ _ _ _ _ _ _ _ 0.877 0.8807 0.8789 0.8788
15 15:22:32 0 0.1000 0.5751573144931894 _ _ _ _ _ _ _ _ _ _ 0.8775 0.8761 0.8768 0.8768
16 15:30:04 0 0.1000 0.5657415806572463 _ _ _ _ _ _ _ _ _ _ 0.885 0.8759 0.8804 0.8804
17 15:37:37 0 0.1000 0.5573997112027467 _ _ _ _ _ _ _ _ _ _ 0.8835 0.8835 0.8835 0.8835
18 15:45:07 0 0.1000 0.5371877329371977 _ _ _ _ _ _ _ _ _ _ 0.8831 0.8827 0.8829 0.8829
19 15:52:37 0 0.1000 0.5283814917906894 _ _ _ _ _ _ _ _ _ _ 0.8853 0.8836 0.8845 0.8844
20 16:00:06 0 0.1000 0.5185917303453269 _ _ _ _ _ _ _ _ _ _ 0.8778 0.8858 0.8818 0.8818
21 16:07:41 0 0.1000 0.5139107494298385 _ _ _ _ _ _ _ _ _ _ 0.8845 0.8862 0.8853 0.8853
22 16:15:17 0 0.1000 0.5057815656614428 _ _ _ _ _ _ _ _ _ _ 0.8889 0.8832 0.886 0.886
23 16:22:54 0 0.1000 0.494305522627005 _ _ _ _ _ _ _ _ _ _ 0.8739 0.884 0.8789 0.8789
24 16:30:25 0 0.1000 0.49091370973698006 _ _ _ _ _ _ _ _ _ _ 0.8908 0.8842 0.8875 0.8875
25 16:38:02 0 0.1000 0.47488365491155793 _ _ _ _ _ _ _ _ _ _ 0.8828 0.8795 0.8811 0.8811
26 16:45:34 0 0.1000 0.4659124489060058 _ _ _ _ _ _ _ _ _ _ 0.8909 0.8889 0.8899 0.8899
27 16:53:05 0 0.1000 0.4592898789771726 _ _ _ _ _ _ _ _ _ _ 0.8875 0.8851 0.8863 0.8863
28 17:00:37 0 0.1000 0.4556091137078825 _ _ _ _ _ _ _ _ _ _ 0.8929 0.8862 0.8895 0.8895
29 17:08:13 0 0.1000 0.44682482425988945 _ _ _ _ _ _ _ _ _ _ 0.8864 0.8879 0.8872 0.8871
30 17:15:45 0 0.1000 0.44541751297203613 _ _ _ _ _ _ _ _ _ _ 0.8903 0.8856 0.888 0.8879
31 17:23:22 0 0.1000 0.4393419712501175 _ _ _ _ _ _ _ _ _ _ 0.8877 0.8872 0.8874 0.8874
32 17:30:55 0 0.1000 0.429939754209486 _ _ _ _ _ _ _ _ _ _ 0.8901 0.8817 0.8858 0.8859
33 17:38:28 0 0.1000 0.4255978180187705 _ _ _ _ _ _ _ _ _ _ 0.8889 0.8891 0.889 0.889
34 17:46:02 0 0.1000 0.41191563610414195 _ _ _ _ _ _ _ _ _ _ 0.8833 0.8879 0.8856 0.8856
35 17:53:31 0 0.1000 0.41636720099623165 _ _ _ _ _ _ _ _ _ _ 0.8922 0.8878 0.89 0.89
36 18:01:03 1 0.1000 0.4096139978647213 _ _ _ _ _ _ _ _ _ _ 0.8908 0.8867 0.8888 0.8887
37 18:08:32 0 0.1000 0.41595743821445386 _ _ _ _ _ _ _ _ _ _ 0.8912 0.888 0.8896 0.8896
38 18:16:03 1 0.1000 0.4181235946782702 _ _ _ _ _ _ _ _ _ _ 0.8859 0.8859 0.8859 0.8859
39 18:23:36 2 0.1000 0.40349203295599373 _ _ _ _ _ _ _ _ _ _ 0.8917 0.887 0.8894 0.8893
40 18:31:03 0 0.1000 0.40111771495761417 _ _ _ _ _ _ _ _ _ _ 0.888 0.8899 0.889 0.8889
41 18:38:29 0 0.1000 0.4027462771091176 _ _ _ _ _ _ _ _ _ _ 0.8911 0.8851 0.888 0.8881
42 18:45:57 1 0.1000 0.4006146683787673 _ _ _ _ _ _ _ _ _ _ 0.8888 0.8889 0.8888 0.8888
43 18:53:26 0 0.1000 0.38429735628054223 _ _ _ _ _ _ _ _ _ _ 0.885 0.8861 0.8855 0.8855
44 19:00:57 0 0.1000 0.38801894156598593 _ _ _ _ _ _ _ _ _ _ 0.8856 0.887 0.8863 0.8863
45 19:08:32 1 0.1000 0.3829597976139225 _ _ _ _ _ _ _ _ _ _ 0.8888 0.8853 0.8871 0.887
46 19:16:04 0 0.1000 0.37667798277299985 _ _ _ _ _ _ _ _ _ _ 0.8927 0.8864 0.8895 0.8895
47 19:23:30 0 0.1000 0.37961395366792205 _ _ _ _ _ _ _ _ _ _ 0.8838 0.8887 0.8862 0.8862
48 19:30:57 1 0.1000 0.3717121830558792 _ _ _ _ _ _ _ _ _ _ 0.8821 0.8907 0.8864 0.8864
49 19:38:31 0 0.1000 0.37523806581094826 _ _ _ _ _ _ _ _ _ _ 0.8876 0.8852 0.8864 0.8864
50 19:45:56 1 0.1000 0.3679688599673377 _ _ _ _ _ _ _ _ _ _ 0.8833 0.8861 0.8847 0.8847
51 19:53:26 0 0.1000 0.3790153295742987 _ _ _ _ _ _ _ _ _ _ 0.8903 0.8869 0.8886 0.8886
52 20:00:53 1 0.1000 0.3649456074408999 _ _ _ _ _ _ _ _ _ _ 0.89 0.8862 0.8881 0.8881
53 20:08:19 0 0.1000 0.36668763406427873 _ _ _ _ _ _ _ _ _ _ 0.8898 0.8881 0.8889 0.8889
54 20:15:49 1 0.1000 0.366658409227057 _ _ _ _ _ _ _ _ _ _ 0.8871 0.8855 0.8863 0.8863
55 20:23:19 2 0.1000 0.3574112241118875 _ _ _ _ _ _ _ _ _ _ 0.886 0.887 0.8865 0.8865
56 20:30:44 0 0.1000 0.3559503944980969 _ _ _ _ _ _ _ _ _ _ 0.8886 0.8885 0.8886 0.8885
57 20:38:10 0 0.1000 0.35498020913740014 _ _ _ _ _ _ _ _ _ _ 0.8858 0.8893 0.8875 0.8875
58 20:45:35 0 0.1000 0.3598586358981018 _ _ _ _ _ _ _ _ _ _ 0.8865 0.8889 0.8877 0.8877
59 20:53:02 1 0.1000 0.34988112320179404 _ _ _ _ _ _ _ _ _ _ 0.8887 0.8867 0.8877 0.8877
60 21:00:30 0 0.1000 0.3504181859990173 _ _ _ _ _ _ _ _ _ _ 0.8862 0.8861 0.8861 0.8861
61 21:08:01 1 0.1000 0.3464820866572322 _ _ _ _ _ _ _ _ _ _ 0.8832 0.886 0.8846 0.8846
62 21:15:33 0 0.1000 0.3429013485222675 _ _ _ _ _ _ _ _ _ _ 0.8878 0.8858 0.8868 0.8868
63 21:22:59 0 0.1000 0.34770025524156617 _ _ _ _ _ _ _ _ _ _ 0.8876 0.8889 0.8883 0.8882
64 21:30:26 1 0.1000 0.33813922812326647 _ _ _ _ _ _ _ _ _ _ 0.8841 0.889 0.8866 0.8865
65 21:37:52 0 0.1000 0.33992347832785963 _ _ _ _ _ _ _ _ _ _ 0.8897 0.8823 0.886 0.886
66 21:45:27 1 0.1000 0.34112859817446906 _ _ _ _ _ _ _ _ _ _ 0.884 0.8872 0.8856 0.8856
67 21:52:58 2 0.1000 0.33781174943800596 _ _ _ _ _ _ _ _ _ _ 0.8882 0.8884 0.8883 0.8883
68 22:00:26 0 0.1000 0.3279434782813453 _ _ _ _ _ _ _ _ _ _ 0.8864 0.8886 0.8875 0.8875
69 22:07:59 0 0.1000 0.33584794699980586 _ _ _ _ _ _ _ _ _ _ 0.8889 0.8843 0.8866 0.8866
70 22:15:32 1 0.1000 0.32843730049009495 _ _ _ _ _ _ _ _ _ _ 0.8885 0.8919 0.8902 0.8902
71 22:23:04 2 0.1000 0.33133263272777885 _ _ _ _ _ _ _ _ _ _ 0.892 0.8899 0.8909 0.8909
72 22:30:36 0 0.0500 0.3048848519423017 _ _ _ _ _ _ _ _ _ _ 0.8935 0.8917 0.8926 0.8926
73 22:38:05 0 0.0500 0.2996317692024921 _ _ _ _ _ _ _ _ _ _ 0.8903 0.8908 0.8905 0.8905
74 22:45:30 0 0.0500 0.28141800484785245 _ _ _ _ _ _ _ _ _ _ 0.891 0.8892 0.8901 0.8901
75 22:52:58 0 0.0500 0.2738827365826024 _ _ _ _ _ _ _ _ _ _ 0.8898 0.8915 0.8907 0.8906
76 23:00:24 0 0.0500 0.2783860116015135 _ _ _ _ _ _ _ _ _ _ 0.8914 0.8901 0.8907 0.8907
77 23:07:55 1 0.0500 0.26891408453906396 _ _ _ _ _ _ _ _ _ _ 0.8931 0.8925 0.8928 0.8928
78 23:15:28 0 0.0500 0.2605599484835839 _ _ _ _ _ _ _ _ _ _ 0.8893 0.889 0.8891 0.8891
79 23:22:58 0 0.0500 0.25557650320227787 _ _ _ _ _ _ _ _ _ _ 0.8904 0.8901 0.8902 0.8902
80 23:30:27 0 0.0500 0.2634750701616224 _ _ _ _ _ _ _ _ _ _ 0.892 0.8914 0.8917 0.8917
81 23:37:54 1 0.0500 0.25823549499970705 _ _ _ _ _ _ _ _ _ _ 0.8915 0.8927 0.8921 0.8921
82 23:45:24 2 0.0500 0.2512194767857375 _ _ _ _ _ _ _ _ _ _ 0.8896 0.8901 0.8898 0.8898
83 23:52:56 0 0.0500 0.24959304985161737 _ _ _ _ _ _ _ _ _ _ 0.8896 0.8914 0.8905 0.8905
84 00:00:26 0 0.0500 0.25218053501593873 _ _ _ _ _ _ _ _ _ _ 0.892 0.891 0.8915 0.8915
85 00:07:54 1 0.0500 0.25119585460583427 _ _ _ _ _ _ _ _ _ _ 0.8919 0.8917 0.8918 0.8918
86 00:15:20 2 0.0500 0.24562229873505037 _ _ _ _ _ _ _ _ _ _ 0.8915 0.891 0.8913 0.8912
87 00:22:50 0 0.0500 0.24620176865785975 _ _ _ _ _ _ _ _ _ _ 0.8912 0.8892 0.8902 0.8902
88 00:30:20 1 0.0500 0.23793226321481672 _ _ _ _ _ _ _ _ _ _ 0.8923 0.8902 0.8912 0.8912
89 00:37:51 0 0.0500 0.23896987245889284 _ _ _ _ _ _ _ _ _ _ 0.8912 0.8886 0.8899 0.8899
90 00:45:19 1 0.0500 0.2370719792506365 _ _ _ _ _ _ _ _ _ _ 0.8907 0.8926 0.8917 0.8916
91 00:52:45 0 0.0500 0.2433447100587179 _ _ _ _ _ _ _ _ _ _ 0.8904 0.8897 0.89 0.89
92 01:00:21 1 0.0500 0.23894910247707313 _ _ _ _ _ _ _ _ _ _ 0.8893 0.892 0.8906 0.8906
93 01:07:49 2 0.0500 0.23725649518052483 _ _ _ _ _ _ _ _ _ _ 0.8896 0.8922 0.8909 0.8909
94 01:15:21 0 0.0250 0.22585959694574823 _ _ _ _ _ _ _ _ _ _ 0.894 0.8899 0.8919 0.8919
95 01:22:49 0 0.0250 0.21813914349514524 _ _ _ _ _ _ _ _ _ _ 0.8939 0.8903 0.8921 0.8921
96 01:30:17 0 0.0250 0.2171072737051285 _ _ _ _ _ _ _ _ _ _ 0.8953 0.8923 0.8938 0.8938
97 01:37:49 0 0.0250 0.2112439323017039 _ _ _ _ _ _ _ _ _ _ 0.8939 0.892 0.8929 0.8929
98 01:45:21 0 0.0250 0.2124372683784547 _ _ _ _ _ _ _ _ _ _ 0.8926 0.8918 0.8922 0.8922
99 01:52:48 1 0.0250 0.2111563667608989 _ _ _ _ _ _ _ _ _ _ 0.891 0.8909 0.8909 0.8909
100 02:00:23 0 0.0250 0.20426049158124546 _ _ _ _ _ _ _ _ _ _ 0.8943 0.8907 0.8925 0.8925
101 02:07:51 0 0.0250 0.21025014244103143 _ _ _ _ _ _ _ _ _ _ 0.8908 0.8906 0.8907 0.8907
102 02:15:18 1 0.0250 0.20857326110789115 _ _ _ _ _ _ _ _ _ _ 0.8923 0.8932 0.8928 0.8927
103 02:22:53 2 0.0250 0.20397389265549756 _ _ _ _ _ _ _ _ _ _ 0.8948 0.892 0.8934 0.8934
104 02:30:22 0 0.0250 0.20469533482743849 _ _ _ _ _ _ _ _ _ _ 0.8931 0.8913 0.8922 0.8922
105 02:37:48 1 0.0250 0.20229833166266925 _ _ _ _ _ _ _ _ _ _ 0.8926 0.8893 0.891 0.8909
106 02:45:19 0 0.0250 0.20156012243474547 _ _ _ _ _ _ _ _ _ _ 0.8921 0.8918 0.892 0.8919
107 02:52:47 0 0.0250 0.1951490189941764 _ _ _ _ _ _ _ _ _ _ 0.8919 0.8901 0.891 0.891
108 03:00:17 0 0.0250 0.1987302185284462 _ _ _ _ _ _ _ _ _ _ 0.892 0.8912 0.8916 0.8916
109 03:07:51 1 0.0250 0.19717254540533935 _ _ _ _ _ _ _ _ _ _ 0.8938 0.8923 0.8931 0.893
110 03:15:25 2 0.0250 0.19614040587186757 _ _ _ _ _ _ _ _ _ _ 0.8931 0.8929 0.893 0.893
111 03:22:53 0 0.0125 0.19644484720386368 _ _ _ _ _ _ _ _ _ _ 0.8941 0.8924 0.8932 0.8932
112 03:30:21 1 0.0125 0.1927130603548713 _ _ _ _ _ _ _ _ _ _ 0.8949 0.8918 0.8934 0.8933
113 03:37:50 0 0.0125 0.19402350670536633 _ _ _ _ _ _ _ _ _ _ 0.8941 0.892 0.893 0.893
114 03:45:21 1 0.0125 0.18792225410354532 _ _ _ _ _ _ _ _ _ _ 0.8931 0.8911 0.8921 0.8921
115 03:52:49 0 0.0125 0.18676656846676268 _ _ _ _ _ _ _ _ _ _ 0.8938 0.8914 0.8926 0.8926
116 04:00:18 0 0.0125 0.18680010656463858 _ _ _ _ _ _ _ _ _ _ 0.8933 0.8921 0.8927 0.8927
117 04:07:50 1 0.0125 0.17890879588692185 _ _ _ _ _ _ _ _ _ _ 0.8939 0.8928 0.8934 0.8933
118 04:15:21 0 0.0125 0.1877708717016448 _ _ _ _ _ _ _ _ _ _ 0.8933 0.8922 0.8927 0.8927
119 04:22:47 1 0.0125 0.18290922917861474 _ _ _ _ _ _ _ _ _ _ 0.8936 0.892 0.8928 0.8928
120 04:30:15 2 0.0125 0.1788945119322257 _ _ _ _ _ _ _ _ _ _ 0.8941 0.892 0.8931 0.893
121 04:37:42 0 0.0063 0.17590528210504297 _ _ _ _ _ _ _ _ _ _ 0.894 0.8918 0.8929 0.8929
122 04:45:13 0 0.0063 0.17770016070151284 _ _ _ _ _ _ _ _ _ _ 0.8931 0.8918 0.8925 0.8924
123 04:52:45 1 0.0063 0.17722294492713253 _ _ _ _ _ _ _ _ _ _ 0.8938 0.8914 0.8926 0.8926
124 05:00:17 2 0.0063 0.17317858723688984 _ _ _ _ _ _ _ _ _ _ 0.8943 0.8914 0.8928 0.8928
125 05:07:53 0 0.0063 0.17526667604798954 _ _ _ _ _ _ _ _ _ _ 0.8939 0.8914 0.8926 0.8926
126 05:15:21 1 0.0063 0.17676272431150672 _ _ _ _ _ _ _ _ _ _ 0.8934 0.8916 0.8925 0.8925
127 05:22:50 2 0.0063 0.17369764527751386 _ _ _ _ _ _ _ _ _ _ 0.8943 0.8917 0.893 0.893
128 05:30:22 0 0.0031 0.1805429056856531 _ _ _ _ _ _ _ _ _ _ 0.8934 0.8917 0.8926 0.8925
129 05:37:50 1 0.0031 0.1774392299958592 _ _ _ _ _ _ _ _ _ _ 0.8934 0.8918 0.8926 0.8926
130 05:45:20 2 0.0031 0.1761084747722103 _ _ _ _ _ _ _ _ _ _ 0.8925 0.8917 0.8921 0.8921
131 05:52:50 0 0.0016 0.17332332356378283 _ _ _ _ _ _ _ _ _ _ 0.8932 0.892 0.8926 0.8926
132 06:00:20 1 0.0016 0.1773513417699544 _ _ _ _ _ _ _ _ _ _ 0.8939 0.8921 0.893 0.893
133 06:07:55 2 0.0016 0.1724712564327518 _ _ _ _ _ _ _ _ _ _ 0.8934 0.8922 0.8928 0.8928
134 06:15:29 0 0.0016 0.17744666734198858 _ _ _ _ _ _ _ _ _ _ 0.8936 0.8923 0.893 0.8929
135 06:22:58 1 0.0016 0.17359186038640298 _ _ _ _ _ _ _ _ _ _ 0.8933 0.8922 0.8927 0.8927
136 06:30:29 2 0.0016 0.1693540287840671 _ _ _ _ _ _ _ _ _ _ 0.8934 0.8923 0.8929 0.8928
137 06:38:02 0 0.0016 0.17456341399759973 _ _ _ _ _ _ _ _ _ _ 0.8937 0.8922 0.893 0.8929
138 06:45:30 1 0.0016 0.16765888911343654 _ _ _ _ _ _ _ _ _ _ 0.8933 0.8918 0.8926 0.8925
139 06:53:00 0 0.0016 0.17429633516885223 _ _ _ _ _ _ _ _ _ _ 0.8936 0.8921 0.8929 0.8928
140 07:00:35 1 0.0016 0.17769739235097642 _ _ _ _ _ _ _ _ _ _ 0.8934 0.8917 0.8925 0.8925
141 07:08:03 2 0.0016 0.1742124347253451 _ _ _ _ _ _ _ _ _ _ 0.8939 0.8918 0.8929 0.8928
142 07:15:33 0 0.0008 0.17164386369398255 _ _ _ _ _ _ _ _ _ _ 0.8939 0.892 0.893 0.8929
143 07:23:11 1 0.0008 0.17132986942606207 _ _ _ _ _ _ _ _ _ _ 0.8936 0.8917 0.8927 0.8926
144 07:30:42 2 0.0008 0.16738781549675225 _ _ _ _ _ _ _ _ _ _ 0.8935 0.8917 0.8926 0.8926
145 07:38:10 0 0.0008 0.17491062088513953 _ _ _ _ _ _ _ _ _ _ 0.8936 0.8918 0.8927 0.8927
146 07:45:37 1 0.0008 0.16964622444866068 _ _ _ _ _ _ _ _ _ _ 0.8937 0.8914 0.8925 0.8925
147 07:53:09 2 0.0008 0.1686198744799909 _ _ _ _ _ _ _ _ _ _ 0.8938 0.8918 0.8928 0.8928
148 08:00:37 0 0.0004 0.16798619789172453 _ _ _ _ _ _ _ _ _ _ 0.8937 0.8919 0.8928 0.8928
149 08:08:07 1 0.0004 0.16977282342704678 _ _ _ _ _ _ _ _ _ _ 0.8936 0.8918 0.8927 0.8927