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flair
/
upos-multi

Token Classification
Flair
PyTorch
12 languages
sequence-tagger-model
Model card Files Community
3
upos-multi / loss.tsv
alanakbik's picture
alanakbik
initial model commit
a5e34eb
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 11:12:55 0 0.1000 0.7210021345162283 _ _ _ _ _ _ _ _ _ _ 0.8481 0.8481 0.8481 0.8481
1 11:36:23 0 0.1000 0.4978160696237081 _ _ _ _ _ _ _ _ _ _ 0.878 0.878 0.878 0.878
2 11:59:52 0 0.1000 0.43429711483610006 _ _ _ _ _ _ _ _ _ _ 0.8967 0.8967 0.8967 0.8967
3 12:23:17 0 0.1000 0.39905918871464724 _ _ _ _ _ _ _ _ _ _ 0.904 0.904 0.904 0.904
4 12:46:45 0 0.1000 0.3742375968457236 _ _ _ _ _ _ _ _ _ _ 0.9095 0.9095 0.9095 0.9095
5 13:10:21 0 0.1000 0.35342702350133975 _ _ _ _ _ _ _ _ _ _ 0.9169 0.9169 0.9169 0.9169
6 13:33:49 0 0.1000 0.33980307603623794 _ _ _ _ _ _ _ _ _ _ 0.9202 0.9202 0.9202 0.9202
7 13:57:21 0 0.1000 0.32579335047085706 _ _ _ _ _ _ _ _ _ _ 0.9232 0.9232 0.9232 0.9232
8 14:20:44 0 0.1000 0.31598528568207496 _ _ _ _ _ _ _ _ _ _ 0.9276 0.9276 0.9276 0.9276
9 14:44:11 0 0.1000 0.30771679594818646 _ _ _ _ _ _ _ _ _ _ 0.9303 0.9303 0.9303 0.9303
10 15:07:37 0 0.1000 0.29935787006847003 _ _ _ _ _ _ _ _ _ _ 0.933 0.933 0.933 0.933
11 15:31:00 0 0.1000 0.2921474775313901 _ _ _ _ _ _ _ _ _ _ 0.9343 0.9343 0.9343 0.9343
12 15:54:34 0 0.1000 0.2871364236691731 _ _ _ _ _ _ _ _ _ _ 0.9354 0.9354 0.9354 0.9354
13 16:17:59 0 0.1000 0.28096626128222385 _ _ _ _ _ _ _ _ _ _ 0.9367 0.9367 0.9367 0.9367
14 16:41:22 0 0.1000 0.2746626851626277 _ _ _ _ _ _ _ _ _ _ 0.9388 0.9388 0.9388 0.9388
15 17:04:53 0 0.1000 0.2702156779567315 _ _ _ _ _ _ _ _ _ _ 0.939 0.939 0.939 0.939
16 17:28:14 0 0.1000 0.2677499098394409 _ _ _ _ _ _ _ _ _ _ 0.94 0.94 0.94 0.94
17 17:51:41 0 0.1000 0.26327742492058104 _ _ _ _ _ _ _ _ _ _ 0.9414 0.9414 0.9414 0.9414
18 18:15:15 0 0.1000 0.25877575904336814 _ _ _ _ _ _ _ _ _ _ 0.9432 0.9432 0.9432 0.9432
19 18:38:40 0 0.1000 0.2537475148621729 _ _ _ _ _ _ _ _ _ _ 0.9429 0.9429 0.9429 0.9429
20 19:02:06 0 0.1000 0.2526139328870411 _ _ _ _ _ _ _ _ _ _ 0.9433 0.9433 0.9433 0.9433
21 19:25:36 0 0.1000 0.25058489056542393 _ _ _ _ _ _ _ _ _ _ 0.9454 0.9454 0.9454 0.9454
22 19:49:01 0 0.1000 0.24793850796675693 _ _ _ _ _ _ _ _ _ _ 0.9459 0.9459 0.9459 0.9459
23 20:12:32 0 0.1000 0.24369133532522563 _ _ _ _ _ _ _ _ _ _ 0.9458 0.9458 0.9458 0.9458
24 20:35:57 0 0.1000 0.24157939653927565 _ _ _ _ _ _ _ _ _ _ 0.9464 0.9464 0.9464 0.9464
25 20:59:37 0 0.1000 0.23970980893528734 _ _ _ _ _ _ _ _ _ _ 0.9477 0.9477 0.9477 0.9477
26 21:23:02 0 0.1000 0.23712054908323255 _ _ _ _ _ _ _ _ _ _ 0.9474 0.9474 0.9474 0.9474
27 21:46:26 0 0.1000 0.2367942676861768 _ _ _ _ _ _ _ _ _ _ 0.9464 0.9464 0.9464 0.9464
28 22:09:57 0 0.1000 0.2333034627188289 _ _ _ _ _ _ _ _ _ _ 0.9481 0.9481 0.9481 0.9481
29 22:33:23 0 0.1000 0.23126234505920054 _ _ _ _ _ _ _ _ _ _ 0.949 0.949 0.949 0.949
30 22:56:56 0 0.1000 0.22932123181550282 _ _ _ _ _ _ _ _ _ _ 0.9484 0.9484 0.9484 0.9484
31 23:20:45 0 0.1000 0.2273743192486796 _ _ _ _ _ _ _ _ _ _ 0.9492 0.9492 0.9492 0.9492
32 23:44:10 0 0.1000 0.2255119944040062 _ _ _ _ _ _ _ _ _ _ 0.9485 0.9485 0.9485 0.9485
33 00:07:34 0 0.1000 0.22409818432363 _ _ _ _ _ _ _ _ _ _ 0.95 0.95 0.95 0.95
34 00:30:57 0 0.1000 0.22151199458546297 _ _ _ _ _ _ _ _ _ _ 0.9506 0.9506 0.9506 0.9506
35 00:54:24 0 0.1000 0.22155024732969722 _ _ _ _ _ _ _ _ _ _ 0.9512 0.9512 0.9512 0.9512
36 01:17:51 1 0.1000 0.2205742845282017 _ _ _ _ _ _ _ _ _ _ 0.9511 0.9511 0.9511 0.9511
37 01:41:20 0 0.1000 0.21852846494206418 _ _ _ _ _ _ _ _ _ _ 0.9511 0.9511 0.9511 0.9511
38 02:04:56 0 0.1000 0.21719484818274226 _ _ _ _ _ _ _ _ _ _ 0.9519 0.9519 0.9519 0.9519
39 02:28:19 0 0.1000 0.21682299653427595 _ _ _ _ _ _ _ _ _ _ 0.9509 0.9509 0.9509 0.9509
40 02:51:41 0 0.1000 0.21704343444362736 _ _ _ _ _ _ _ _ _ _ 0.9524 0.9524 0.9524 0.9524
41 03:15:08 1 0.1000 0.21260865162828568 _ _ _ _ _ _ _ _ _ _ 0.9526 0.9526 0.9526 0.9526
42 03:38:43 0 0.1000 0.21280285771466917 _ _ _ _ _ _ _ _ _ _ 0.9525 0.9525 0.9525 0.9525
43 04:02:11 1 0.1000 0.21139400303602057 _ _ _ _ _ _ _ _ _ _ 0.9532 0.9532 0.9532 0.9532
44 04:25:50 0 0.1000 0.2103025148200453 _ _ _ _ _ _ _ _ _ _ 0.9534 0.9534 0.9534 0.9534
45 04:49:17 0 0.1000 0.21047394277326975 _ _ _ _ _ _ _ _ _ _ 0.954 0.954 0.954 0.954
46 05:12:43 1 0.1000 0.20889954569228175 _ _ _ _ _ _ _ _ _ _ 0.9538 0.9538 0.9538 0.9538
47 05:36:11 0 0.1000 0.2081116257508449 _ _ _ _ _ _ _ _ _ _ 0.9534 0.9534 0.9534 0.9534
48 05:59:47 0 0.1000 0.20735290020180713 _ _ _ _ _ _ _ _ _ _ 0.9544 0.9544 0.9544 0.9544
49 06:23:19 0 0.1000 0.2051314154268594 _ _ _ _ _ _ _ _ _ _ 0.9545 0.9545 0.9545 0.9545
50 06:46:47 0 0.1000 0.20549383197211374 _ _ _ _ _ _ _ _ _ _ 0.9542 0.9542 0.9542 0.9542
51 07:10:30 1 0.1000 0.20552540715422096 _ _ _ _ _ _ _ _ _ _ 0.9541 0.9541 0.9541 0.9541
52 07:34:01 2 0.1000 0.2022382171174598 _ _ _ _ _ _ _ _ _ _ 0.9545 0.9545 0.9545 0.9545
53 07:57:33 0 0.1000 0.2034686032817135 _ _ _ _ _ _ _ _ _ _ 0.955 0.955 0.955 0.955
54 08:20:55 1 0.1000 0.2022125936710602 _ _ _ _ _ _ _ _ _ _ 0.9547 0.9547 0.9547 0.9547
55 08:44:21 0 0.1000 0.20195547892638116 _ _ _ _ _ _ _ _ _ _ 0.9548 0.9548 0.9548 0.9548
56 09:07:58 0 0.1000 0.2010047433371816 _ _ _ _ _ _ _ _ _ _ 0.9549 0.9549 0.9549 0.9549
57 09:31:27 0 0.1000 0.20029620328622608 _ _ _ _ _ _ _ _ _ _ 0.9554 0.9554 0.9554 0.9554
58 09:55:07 0 0.1000 0.200410623315139 _ _ _ _ _ _ _ _ _ _ 0.9555 0.9555 0.9555 0.9555
59 10:18:35 1 0.1000 0.19885549961224236 _ _ _ _ _ _ _ _ _ _ 0.9559 0.9559 0.9559 0.9559
60 10:42:00 0 0.1000 0.1969310509000975 _ _ _ _ _ _ _ _ _ _ 0.9562 0.9562 0.9562 0.9562
61 11:05:28 0 0.1000 0.19752888845380348 _ _ _ _ _ _ _ _ _ _ 0.956 0.956 0.956 0.956
62 11:28:57 1 0.1000 0.19763092688816444 _ _ _ _ _ _ _ _ _ _ 0.9562 0.9562 0.9562 0.9562
63 11:52:29 2 0.1000 0.19646054708820582 _ _ _ _ _ _ _ _ _ _ 0.9561 0.9561 0.9561 0.9561
64 12:16:10 0 0.1000 0.19479624992381397 _ _ _ _ _ _ _ _ _ _ 0.9568 0.9568 0.9568 0.9568
65 12:39:43 0 0.1000 0.19464160452930918 _ _ _ _ _ _ _ _ _ _ 0.9566 0.9566 0.9566 0.9566
66 13:03:14 0 0.1000 0.19548884070323036 _ _ _ _ _ _ _ _ _ _ 0.9568 0.9568 0.9568 0.9568
67 13:26:40 1 0.1000 0.19475973537225158 _ _ _ _ _ _ _ _ _ _ 0.9569 0.9569 0.9569 0.9569
68 13:50:07 2 0.1000 0.19439746426108423 _ _ _ _ _ _ _ _ _ _ 0.9563 0.9563 0.9563 0.9563
69 14:13:32 0 0.1000 0.19370671081686655 _ _ _ _ _ _ _ _ _ _ 0.9564 0.9564 0.9564 0.9564
70 14:36:59 0 0.1000 0.19183528371686911 _ _ _ _ _ _ _ _ _ _ 0.9576 0.9576 0.9576 0.9576
71 15:00:41 0 0.1000 0.19287951452775143 _ _ _ _ _ _ _ _ _ _ 0.9572 0.9572 0.9572 0.9572
72 15:24:07 1 0.1000 0.19141927684724075 _ _ _ _ _ _ _ _ _ _ 0.9576 0.9576 0.9576 0.9576
73 15:47:38 0 0.1000 0.19037402588275787 _ _ _ _ _ _ _ _ _ _ 0.957 0.957 0.957 0.957
74 16:11:07 0 0.1000 0.19046012064034978 _ _ _ _ _ _ _ _ _ _ 0.9571 0.9571 0.9571 0.9571
75 16:34:34 1 0.1000 0.1903303293783702 _ _ _ _ _ _ _ _ _ _ 0.9572 0.9572 0.9572 0.9572
76 16:58:12 0 0.1000 0.19066792594619927 _ _ _ _ _ _ _ _ _ _ 0.9573 0.9573 0.9573 0.9573
77 17:22:06 1 0.1000 0.18952273385669854 _ _ _ _ _ _ _ _ _ _ 0.9573 0.9573 0.9573 0.9573
78 17:45:42 0 0.1000 0.18825725826713122 _ _ _ _ _ _ _ _ _ _ 0.9579 0.9579 0.9579 0.9579
79 18:09:17 0 0.1000 0.18935545475904278 _ _ _ _ _ _ _ _ _ _ 0.958 0.958 0.958 0.958
80 18:32:52 1 0.1000 0.1879875679614127 _ _ _ _ _ _ _ _ _ _ 0.958 0.958 0.958 0.958
81 18:56:27 0 0.1000 0.18778680214824128 _ _ _ _ _ _ _ _ _ _ 0.9584 0.9584 0.9584 0.9584
82 19:20:01 0 0.1000 0.18746448831188942 _ _ _ _ _ _ _ _ _ _ 0.9585 0.9585 0.9585 0.9585
83 19:43:32 0 0.1000 0.18597292849562683 _ _ _ _ _ _ _ _ _ _ 0.9578 0.9578 0.9578 0.9578
84 20:07:22 0 0.1000 0.1860005068718633 _ _ _ _ _ _ _ _ _ _ 0.9582 0.9582 0.9582 0.9582
85 20:30:58 1 0.1000 0.18633582194462925 _ _ _ _ _ _ _ _ _ _ 0.9583 0.9583 0.9583 0.9583
86 20:54:31 2 0.1000 0.18582389025507537 _ _ _ _ _ _ _ _ _ _ 0.9584 0.9584 0.9584 0.9584
87 21:18:02 0 0.1000 0.18583678361469438 _ _ _ _ _ _ _ _ _ _ 0.9584 0.9584 0.9584 0.9584
88 21:41:34 1 0.1000 0.18316908685788577 _ _ _ _ _ _ _ _ _ _ 0.9586 0.9586 0.9586 0.9586
89 22:05:12 0 0.1000 0.18534635613074252 _ _ _ _ _ _ _ _ _ _ 0.958 0.958 0.958 0.958
90 22:28:54 1 0.1000 0.18384256521973166 _ _ _ _ _ _ _ _ _ _ 0.9587 0.9587 0.9587 0.9587
91 22:52:27 2 0.1000 0.18405010121052887 _ _ _ _ _ _ _ _ _ _ 0.9588 0.9588 0.9588 0.9588
92 23:15:59 0 0.0500 0.17556561555019948 _ _ _ _ _ _ _ _ _ _ 0.9603 0.9603 0.9603 0.9603
93 23:39:32 0 0.0500 0.16994592318872956 _ _ _ _ _ _ _ _ _ _ 0.9603 0.9603 0.9603 0.9603
94 00:03:02 0 0.0500 0.16775754866871675 _ _ _ _ _ _ _ _ _ _ 0.9605 0.9605 0.9605 0.9605
95 00:26:30 0 0.0500 0.167797892421305 _ _ _ _ _ _ _ _ _ _ 0.9608 0.9608 0.9608 0.9608
96 00:50:08 1 0.0500 0.1654042344597402 _ _ _ _ _ _ _ _ _ _ 0.961 0.961 0.961 0.961
97 01:13:54 0 0.0500 0.1638417892170097 _ _ _ _ _ _ _ _ _ _ 0.9611 0.9611 0.9611 0.9611
98 01:37:21 0 0.0500 0.1628716704711418 _ _ _ _ _ _ _ _ _ _ 0.9615 0.9615 0.9615 0.9615
99 02:00:54 0 0.0500 0.16135923191805748 _ _ _ _ _ _ _ _ _ _ 0.9614 0.9614 0.9614 0.9614
100 02:24:23 0 0.0500 0.16102960881517717 _ _ _ _ _ _ _ _ _ _ 0.9614 0.9614 0.9614 0.9614
101 02:47:58 0 0.0500 0.1597511584858509 _ _ _ _ _ _ _ _ _ _ 0.9612 0.9612 0.9612 0.9612
102 03:11:33 0 0.0500 0.158750009230552 _ _ _ _ _ _ _ _ _ _ 0.9613 0.9613 0.9613 0.9613
103 03:35:16 0 0.0500 0.1598144823844623 _ _ _ _ _ _ _ _ _ _ 0.9617 0.9617 0.9617 0.9617
104 03:58:47 1 0.0500 0.15843389315256012 _ _ _ _ _ _ _ _ _ _ 0.962 0.962 0.962 0.962
105 04:22:18 0 0.0500 0.1582850175641563 _ _ _ _ _ _ _ _ _ _ 0.9619 0.9619 0.9619 0.9619
106 04:45:55 0 0.0500 0.15683828063503616 _ _ _ _ _ _ _ _ _ _ 0.9619 0.9619 0.9619 0.9619
107 05:09:22 0 0.0500 0.15554793214376686 _ _ _ _ _ _ _ _ _ _ 0.962 0.962 0.962 0.962
108 05:32:50 0 0.0500 0.15559760241105475 _ _ _ _ _ _ _ _ _ _ 0.9618 0.9618 0.9618 0.9618
109 05:56:18 1 0.0500 0.15592738710675413 _ _ _ _ _ _ _ _ _ _ 0.9619 0.9619 0.9619 0.9619
110 06:19:57 2 0.0500 0.1559649915345551 _ _ _ _ _ _ _ _ _ _ 0.9625 0.9625 0.9625 0.9625
111 06:43:28 0 0.0250 0.15047709863006958 _ _ _ _ _ _ _ _ _ _ 0.9626 0.9626 0.9626 0.9626
112 07:06:53 0 0.0250 0.14901342020445227 _ _ _ _ _ _ _ _ _ _ 0.9626 0.9626 0.9626 0.9626
113 07:30:23 0 0.0250 0.14785490136836343 _ _ _ _ _ _ _ _ _ _ 0.9629 0.9629 0.9629 0.9629
114 07:53:54 0 0.0250 0.14793952625254247 _ _ _ _ _ _ _ _ _ _ 0.963 0.963 0.963 0.963
115 08:17:22 1 0.0250 0.14614440136844034 _ _ _ _ _ _ _ _ _ _ 0.9629 0.9629 0.9629 0.9629
116 08:41:03 0 0.0250 0.14456831456853306 _ _ _ _ _ _ _ _ _ _ 0.9631 0.9631 0.9631 0.9631
117 09:04:35 0 0.0250 0.1456362626140971 _ _ _ _ _ _ _ _ _ _ 0.9631 0.9631 0.9631 0.9631
118 09:28:00 1 0.0250 0.1439011391959644 _ _ _ _ _ _ _ _ _ _ 0.9631 0.9631 0.9631 0.9631
119 09:51:25 0 0.0250 0.14387666936879415 _ _ _ _ _ _ _ _ _ _ 0.9632 0.9632 0.9632 0.9632
120 10:14:51 0 0.0250 0.14368277304316643 _ _ _ _ _ _ _ _ _ _ 0.9633 0.9633 0.9633 0.9633
121 10:38:15 0 0.0250 0.14401180188408505 _ _ _ _ _ _ _ _ _ _ 0.9632 0.9632 0.9632 0.9632
122 11:01:45 1 0.0250 0.14190384826544228 _ _ _ _ _ _ _ _ _ _ 0.9632 0.9632 0.9632 0.9632
123 11:25:31 0 0.0250 0.14156404113846752 _ _ _ _ _ _ _ _ _ _ 0.9633 0.9633 0.9633 0.9633
124 11:49:02 0 0.0250 0.14334506448280024 _ _ _ _ _ _ _ _ _ _ 0.9635 0.9635 0.9635 0.9635
125 12:12:31 1 0.0250 0.1419388082834431 _ _ _ _ _ _ _ _ _ _ 0.9634 0.9634 0.9634 0.9634
126 12:36:00 2 0.0250 0.14170677811496898 _ _ _ _ _ _ _ _ _ _ 0.9636 0.9636 0.9636 0.9636
127 12:59:27 0 0.0125 0.13874942668664622 _ _ _ _ _ _ _ _ _ _ 0.9638 0.9638 0.9638 0.9638
128 13:22:56 0 0.0125 0.13761071341297706 _ _ _ _ _ _ _ _ _ _ 0.9639 0.9639 0.9639 0.9639
129 13:46:24 0 0.0125 0.13801613958699138 _ _ _ _ _ _ _ _ _ _ 0.9639 0.9639 0.9639 0.9639
130 14:10:12 1 0.0125 0.13691942280057715 _ _ _ _ _ _ _ _ _ _ 0.964 0.964 0.964 0.964
131 14:33:48 0 0.0125 0.13759175252124392 _ _ _ _ _ _ _ _ _ _ 0.964 0.964 0.964 0.964
132 14:57:26 1 0.0125 0.13605770421426944 _ _ _ _ _ _ _ _ _ _ 0.964 0.964 0.964 0.964
133 15:20:56 0 0.0125 0.13757905333765666 _ _ _ _ _ _ _ _ _ _ 0.9641 0.9641 0.9641 0.9641
134 15:44:27 1 0.0125 0.13585668101601625 _ _ _ _ _ _ _ _ _ _ 0.964 0.964 0.964 0.964
135 16:07:57 0 0.0125 0.1359525140283796 _ _ _ _ _ _ _ _ _ _ 0.9641 0.9641 0.9641 0.9641
136 16:31:41 1 0.0125 0.1353510881129821 _ _ _ _ _ _ _ _ _ _ 0.9642 0.9642 0.9642 0.9642
137 16:55:09 0 0.0125 0.13588478053671538 _ _ _ _ _ _ _ _ _ _ 0.9641 0.9641 0.9641 0.9641
138 17:18:45 1 0.0125 0.13547475301437173 _ _ _ _ _ _ _ _ _ _ 0.9642 0.9642 0.9642 0.9642
139 17:42:22 2 0.0125 0.13502782606054411 _ _ _ _ _ _ _ _ _ _ 0.9642 0.9642 0.9642 0.9642
140 18:05:53 0 0.0125 0.13481195497481782 _ _ _ _ _ _ _ _ _ _ 0.9641 0.9641 0.9641 0.9641
141 18:29:30 0 0.0125 0.13416481617924972 _ _ _ _ _ _ _ _ _ _ 0.9645 0.9645 0.9645 0.9645
142 18:53:03 0 0.0125 0.13502357041225113 _ _ _ _ _ _ _ _ _ _ 0.9643 0.9643 0.9643 0.9643
143 19:16:51 1 0.0125 0.1348685677112196 _ _ _ _ _ _ _ _ _ _ 0.9643 0.9643 0.9643 0.9643
144 19:40:23 2 0.0125 0.13317074967193576 _ _ _ _ _ _ _ _ _ _ 0.9645 0.9645 0.9645 0.9645
145 20:03:53 0 0.0125 0.13302220075108664 _ _ _ _ _ _ _ _ _ _ 0.9644 0.9644 0.9644 0.9644
146 20:27:21 0 0.0125 0.13223227358080888 _ _ _ _ _ _ _ _ _ _ 0.9644 0.9644 0.9644 0.9644
147 20:50:55 0 0.0125 0.13367648299557353 _ _ _ _ _ _ _ _ _ _ 0.9644 0.9644 0.9644 0.9644
148 21:14:30 1 0.0125 0.13366286128920055 _ _ _ _ _ _ _ _ _ _ 0.9644 0.9644 0.9644 0.9644
149 21:38:15 2 0.0125 0.13307078396670677 _ _ _ _ _ _ _ _ _ _ 0.9641 0.9641 0.9641 0.9641