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lang-uk
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flair-uk-pos

Token Classification
Flair
PyTorch
Ukrainian
sequence-tagger-model
Eval Results
Model card Files Community
flair-uk-pos / loss.tsv
Dmitry Chaplinsky
Adding the best POS model
e3ae526
raw history blame contribute delete
No virus
12.5 kB
EPOCH TIMESTAMP BAD_EPOCHS LEARNING_RATE TRAIN_LOSS TEST_LOSS TEST_PRECISION TEST_RECALL TEST_F1 TEST_ACCURACY
1 20:38:14 0 0.1000 0.6449961303216726 0.17086097598075867 0.9512 0.9512 0.9512 0.9512
2 20:39:21 0 0.1000 0.3261960878892296 0.13997453451156616 0.9582 0.9582 0.9582 0.9582
3 20:40:27 0 0.1000 0.2802396752761074 0.12084240466356277 0.9638 0.9638 0.9638 0.9638
4 20:41:35 0 0.1000 0.2566735290396523 0.10487399250268936 0.9673 0.9673 0.9673 0.9673
5 20:42:42 0 0.1000 0.2380311974391224 0.10361631959676743 0.9666 0.9666 0.9666 0.9666
6 20:43:48 0 0.1000 0.2247012053651167 0.10305152833461761 0.9663 0.9663 0.9663 0.9663
7 20:44:55 0 0.1000 0.2184352498827846 0.09460901468992233 0.9693 0.9693 0.9693 0.9693
8 20:46:01 0 0.1000 0.20892557309962193 0.09638751298189163 0.969 0.969 0.969 0.969
9 20:47:08 0 0.1000 0.2015124404155007 0.09079930186271667 0.9707 0.9707 0.9707 0.9707
10 20:48:15 0 0.1000 0.1945231553922809 0.09166789054870605 0.97 0.97 0.97 0.97
11 20:49:21 0 0.1000 0.18807244493666647 0.08823293447494507 0.9713 0.9713 0.9713 0.9713
12 20:50:28 0 0.1000 0.1863657316102048 0.09221376478672028 0.9697 0.9697 0.9697 0.9697
13 20:51:35 0 0.1000 0.17890915945388783 0.08666753023862839 0.9711 0.9711 0.9711 0.9711
14 20:52:42 0 0.1000 0.17509628292264529 0.08278612792491913 0.9732 0.9732 0.9732 0.9732
15 20:53:51 0 0.1000 0.17322017123682723 0.08690010011196136 0.972 0.972 0.972 0.972
16 20:54:57 0 0.1000 0.1674775662732198 0.08330953121185303 0.9734 0.9734 0.9734 0.9734
17 20:56:04 1 0.1000 0.1677601402956805 0.08121314644813538 0.9744 0.9744 0.9744 0.9744
18 20:57:11 0 0.1000 0.16225519189836865 0.07836408168077469 0.9745 0.9745 0.9745 0.9745
19 20:58:18 0 0.1000 0.16171306016871576 0.08216149359941483 0.9747 0.9747 0.9747 0.9747
20 20:59:24 0 0.1000 0.15996832858269827 0.08073458075523376 0.9737 0.9737 0.9737 0.9737
21 21:00:31 0 0.1000 0.15750974469367707 0.08205189555883408 0.9743 0.9743 0.9743 0.9743
22 21:01:38 0 0.1000 0.15149280450888605 0.07914499193429947 0.9744 0.9744 0.9744 0.9744
23 21:02:44 1 0.1000 0.1554198276840468 0.07991506159305573 0.9745 0.9745 0.9745 0.9745
24 21:03:50 0 0.1000 0.15059707877805728 0.07870050519704819 0.9741 0.9741 0.9741 0.9741
25 21:04:58 0 0.1000 0.14814978966346154 0.07901712507009506 0.9746 0.9746 0.9746 0.9746
26 21:06:05 0 0.1000 0.1474917844557484 0.07874496281147003 0.9749 0.9749 0.9749 0.9749
27 21:07:11 0 0.1000 0.14549888877932246 0.07635033130645752 0.9757 0.9757 0.9757 0.9757
28 21:08:18 0 0.1000 0.14141955301857584 0.07446986436843872 0.9765 0.9765 0.9765 0.9765
29 21:09:25 1 0.1000 0.1419497201714694 0.07629775255918503 0.977 0.977 0.977 0.977
30 21:10:32 0 0.1000 0.14051548731840915 0.08012723922729492 0.9751 0.9751 0.9751 0.9751
31 21:11:38 0 0.1000 0.13523090040039296 0.07867585122585297 0.9759 0.9759 0.9759 0.9759
32 21:12:45 1 0.1000 0.13800866370713266 0.07559281587600708 0.9764 0.9764 0.9764 0.9764
33 21:13:51 0 0.1000 0.13452337284546917 0.07484747469425201 0.9777 0.9777 0.9777 0.9777
34 21:14:58 1 0.1000 0.1347401725113122 0.07798200100660324 0.9772 0.9772 0.9772 0.9772
35 21:16:07 0 0.1000 0.13444607346987378 0.07759656012058258 0.9763 0.9763 0.9763 0.9763
36 21:17:13 0 0.1000 0.13279234662456835 0.07676690816879272 0.9773 0.9773 0.9773 0.9773
37 21:18:20 0 0.1000 0.12890228584000654 0.07300665974617004 0.978 0.978 0.978 0.978
38 21:19:26 0 0.1000 0.12855732252098714 0.07631804794073105 0.9765 0.9765 0.9765 0.9765
39 21:20:34 1 0.1000 0.12965307029947606 0.07472442835569382 0.9769 0.9769 0.9769 0.9769
40 21:21:48 0 0.1000 0.12602274164979757 0.0739121362566948 0.9773 0.9773 0.9773 0.9773
41 21:22:56 0 0.1000 0.1253019389847285 0.0780162438750267 0.977 0.977 0.977 0.977
42 21:24:02 0 0.1000 0.1220192924003483 0.07854187488555908 0.976 0.976 0.976 0.976
43 21:25:09 1 0.1000 0.12398721584566266 0.0756213441491127 0.9772 0.9772 0.9772 0.9772
44 21:26:16 0 0.1000 0.12201541894275422 0.07966844737529755 0.9765 0.9765 0.9765 0.9765
45 21:27:23 0 0.1000 0.12094433523978923 0.07720887660980225 0.9767 0.9767 0.9767 0.9767
46 21:28:31 1 0.1000 0.12328338266923672 0.07568249851465225 0.9774 0.9774 0.9774 0.9774
47 21:29:37 0 0.1000 0.12029843066243451 0.07547062635421753 0.9775 0.9775 0.9775 0.9775
48 21:30:44 1 0.1000 0.1203623072457728 0.07593300938606262 0.9779 0.9779 0.9779 0.9779
49 21:31:50 0 0.1000 0.11797252926664087 0.07601259648799896 0.9772 0.9772 0.9772 0.9772
50 21:32:58 1 0.1000 0.11941776152990295 0.07529637962579727 0.9777 0.9777 0.9777 0.9777
51 21:34:05 0 0.1000 0.11728846339902357 0.0740566998720169 0.9782 0.9782 0.9782 0.9782
52 21:35:11 0 0.1000 0.11465871594241188 0.07622171938419342 0.9777 0.9777 0.9777 0.9777
53 21:36:17 0 0.1000 0.11415741424669565 0.07737206667661667 0.9773 0.9773 0.9773 0.9773
54 21:37:23 0 0.1000 0.1124335046755924 0.07463442534208298 0.9784 0.9784 0.9784 0.9784
55 21:38:29 0 0.1000 0.11199582024738033 0.07638020068407059 0.9794 0.9794 0.9794 0.9794
56 21:39:38 1 0.1000 0.11360752513619314 0.07799383252859116 0.9774 0.9774 0.9774 0.9774
57 21:40:44 0 0.1000 0.11008897672809002 0.07584260404109955 0.9782 0.9782 0.9782 0.9782
58 21:41:51 0 0.1000 0.1088658804551679 0.07553786039352417 0.9777 0.9777 0.9777 0.9777
59 21:42:57 1 0.1000 0.10917440699236425 0.07385119795799255 0.9784 0.9784 0.9784 0.9784
60 21:44:04 2 0.1000 0.11076426074288521 0.07543539255857468 0.9787 0.9787 0.9787 0.9787
61 21:45:10 3 0.1000 0.11215589486522089 0.07580757886171341 0.9781 0.9781 0.9781 0.9781
62 21:46:17 4 0.1000 0.11016424809106334 0.07879139482975006 0.9781 0.9781 0.9781 0.9781
63 21:47:23 0 0.0500 0.10233929162821505 0.07534310221672058 0.9785 0.9785 0.9785 0.9785
64 21:48:30 0 0.0500 0.10003539486708145 0.07464543730020523 0.9787 0.9787 0.9787 0.9787
65 21:49:35 0 0.0500 0.09772080685133365 0.0754692405462265 0.9788 0.9788 0.9788 0.9788
66 21:50:44 1 0.0500 0.09854293339932127 0.07432317733764648 0.9786 0.9786 0.9786 0.9786
67 21:51:50 0 0.0500 0.09472842306203857 0.07349660992622375 0.9798 0.9798 0.9798 0.9798
68 21:52:56 1 0.0500 0.09537868484311741 0.07435259222984314 0.9791 0.9791 0.9791 0.9791
69 21:54:02 0 0.0500 0.0936941017392534 0.0757945254445076 0.9784 0.9784 0.9784 0.9784
70 21:55:08 0 0.0500 0.09369008757665516 0.0764009952545166 0.9789 0.9789 0.9789 0.9789
71 21:56:13 1 0.0500 0.09420867273085853 0.07746423035860062 0.9776 0.9776 0.9776 0.9776
72 21:57:18 0 0.0500 0.09315912270778756 0.07610904425382614 0.9783 0.9783 0.9783 0.9783
73 21:58:25 0 0.0500 0.09267404627589902 0.07682343572378159 0.9791 0.9791 0.9791 0.9791
74 21:59:30 0 0.0500 0.08870362316548583 0.07699835300445557 0.9795 0.9795 0.9795 0.9795
75 22:00:35 1 0.0500 0.09046546378229936 0.07650885730981827 0.9794 0.9794 0.9794 0.9794
76 22:01:43 2 0.0500 0.09195943230531078 0.07444333285093307 0.9793 0.9793 0.9793 0.9793
77 22:02:48 3 0.0500 0.09150995772803049 0.07569604367017746 0.9792 0.9792 0.9792 0.9792
78 22:03:54 0 0.0500 0.08753754149053346 0.07991818338632584 0.9787 0.9787 0.9787 0.9787
79 22:04:59 0 0.0500 0.08746634708412718 0.07551249861717224 0.9797 0.9797 0.9797 0.9797
80 22:06:05 1 0.0500 0.09101119104809181 0.07765697687864304 0.9791 0.9791 0.9791 0.9791
81 22:07:10 0 0.0500 0.08580342789949988 0.07825277745723724 0.9793 0.9793 0.9793 0.9793
82 22:08:15 1 0.0500 0.08987782851943915 0.077557772397995 0.9795 0.9795 0.9795 0.9795
83 22:09:21 2 0.0500 0.08684150523190046 0.07837608456611633 0.9794 0.9794 0.9794 0.9794
84 22:10:26 3 0.0500 0.08592106426009169 0.07908571511507034 0.9791 0.9791 0.9791 0.9791
85 22:11:32 4 0.0500 0.08604141471555728 0.07693811506032944 0.9796 0.9796 0.9796 0.9796
86 22:12:38 1 0.0250 0.08603784011074066 0.07507522404193878 0.9797 0.9797 0.9797 0.9797
87 22:13:47 0 0.0250 0.08089984687574422 0.0789749026298523 0.9794 0.9794 0.9794 0.9794
88 22:14:54 0 0.0250 0.08056497826863539 0.07823394984006882 0.9803 0.9803 0.9803 0.9803
89 22:16:00 1 0.0250 0.08336974763336509 0.07800823450088501 0.9801 0.9801 0.9801 0.9801
90 22:17:07 0 0.0250 0.07983527048850916 0.0782727301120758 0.9797 0.9797 0.9797 0.9797
91 22:18:13 1 0.0250 0.0801840421454513 0.07592158764600754 0.9801 0.9801 0.9801 0.9801
92 22:19:19 2 0.0250 0.08044162765688259 0.07693848758935928 0.9794 0.9794 0.9794 0.9794
93 22:20:26 3 0.0250 0.0798923897430936 0.07909691333770752 0.9797 0.9797 0.9797 0.9797
94 22:21:33 4 0.0250 0.07991041393784235 0.07736696302890778 0.98 0.98 0.98 0.98
95 22:22:39 0 0.0125 0.07747115431129435 0.07741290330886841 0.9799 0.9799 0.9799 0.9799
96 22:23:45 1 0.0125 0.078931037337759 0.07733169943094254 0.9796 0.9796 0.9796 0.9796
97 22:24:54 2 0.0125 0.07826274787337759 0.07772345840930939 0.98 0.98 0.98 0.98
98 22:25:59 3 0.0125 0.07895211983135866 0.07763128727674484 0.9803 0.9803 0.9803 0.9803
99 22:27:06 0 0.0125 0.07661529809924982 0.07717061787843704 0.9801 0.9801 0.9801 0.9801
100 22:28:11 0 0.0125 0.07593018566548583 0.07758809626102448 0.9803 0.9803 0.9803 0.9803
101 22:29:17 1 0.0125 0.0764878565767147 0.07733462750911713 0.9801 0.9801 0.9801 0.9801
102 22:30:23 0 0.0125 0.07511373848312099 0.07761669158935547 0.9801 0.9801 0.9801 0.9801
103 22:31:29 1 0.0125 0.07525898558436532 0.07814455777406693 0.9797 0.9797 0.9797 0.9797
104 22:32:36 2 0.0125 0.0753777778191236 0.07854548841714859 0.9799 0.9799 0.9799 0.9799
105 22:33:43 0 0.0125 0.075113136126161 0.07858723402023315 0.9794 0.9794 0.9794 0.9794
106 22:34:50 1 0.0125 0.07568376817769111 0.0764971524477005 0.9797 0.9797 0.9797 0.9797
107 22:35:59 2 0.0125 0.07676423841614075 0.07759314030408859 0.9797 0.9797 0.9797 0.9797
108 22:37:05 3 0.0125 0.07685278023785425 0.07701174914836884 0.9797 0.9797 0.9797 0.9797
109 22:38:11 4 0.0125 0.07537169145555489 0.07831114530563354 0.9796 0.9796 0.9796 0.9796
110 22:39:17 0 0.0063 0.07470389155155989 0.07766838371753693 0.9796 0.9796 0.9796 0.9796
111 22:40:23 0 0.0063 0.07362677265048226 0.07827350497245789 0.9799 0.9799 0.9799 0.9799
112 22:41:30 0 0.0063 0.07362337596191057 0.0784047469496727 0.9796 0.9796 0.9796 0.9796
113 22:42:36 1 0.0063 0.07403333569004525 0.0782204121351242 0.9798 0.9798 0.9798 0.9798
114 22:43:42 0 0.0063 0.07168816701149083 0.07809162139892578 0.9798 0.9798 0.9798 0.9798
115 22:44:49 1 0.0063 0.07368583851809955 0.07869032025337219 0.9797 0.9797 0.9797 0.9797
116 22:45:56 2 0.0063 0.07311312728849131 0.07787258923053741 0.9799 0.9799 0.9799 0.9799
117 22:47:02 3 0.0063 0.07401856980456656 0.07921639084815979 0.9794 0.9794 0.9794 0.9794
118 22:48:11 4 0.0063 0.07380300043537151 0.07913336902856827 0.9798 0.9798 0.9798 0.9798
119 22:49:17 0 0.0031 0.07069252909919028 0.07869245857000351 0.9798 0.9798 0.9798 0.9798
120 22:50:24 1 0.0031 0.07096696199988092 0.07862657308578491 0.9795 0.9795 0.9795 0.9795
121 22:51:30 2 0.0031 0.07375965631698023 0.07829055935144424 0.9796 0.9796 0.9796 0.9796
122 22:52:37 3 0.0031 0.07417976192248155 0.07821225374937057 0.9796 0.9796 0.9796 0.9796
123 22:53:44 4 0.0031 0.07235346097099012 0.07795599102973938 0.9795 0.9795 0.9795 0.9795
124 22:54:50 1 0.0016 0.0715809265412896 0.0781024768948555 0.9795 0.9795 0.9795 0.9795
125 22:55:56 2 0.0016 0.07127552923687187 0.0782727301120758 0.9793 0.9793 0.9793 0.9793
126 22:57:03 3 0.0016 0.0749522230925518 0.07818238437175751 0.9794 0.9794 0.9794 0.9794
127 22:58:10 4 0.0016 0.07290507924133723 0.07828076183795929 0.9793 0.9793 0.9793 0.9793
128 22:59:18 0 0.0008 0.0702968317419326 0.07819060236215591 0.9793 0.9793 0.9793 0.9793
129 23:00:25 1 0.0008 0.07299202563110264 0.07834754884243011 0.9793 0.9793 0.9793 0.9793
130 23:01:32 2 0.0008 0.07157718216018695 0.07843586802482605 0.9793 0.9793 0.9793 0.9793
131 23:02:38 3 0.0008 0.07029809692411884 0.07843144983053207 0.9793 0.9793 0.9793 0.9793
132 23:03:45 4 0.0008 0.07119304470744522 0.07832777500152588 0.9793 0.9793 0.9793 0.9793
133 23:04:52 1 0.0004 0.07237827738003096 0.07831750810146332 0.9792 0.9792 0.9792 0.9792
134 23:05:57 2 0.0004 0.07130587732942367 0.07832799106836319 0.9793 0.9793 0.9793 0.9793
135 23:07:04 3 0.0004 0.07185237323990831 0.07829069346189499 0.9793 0.9793 0.9793 0.9793
136 23:08:10 4 0.0004 0.0726232738635687 0.07828548550605774 0.9793 0.9793 0.9793 0.9793
137 23:09:17 1 0.0002 0.07227937455346511 0.07833118736743927 0.9793 0.9793 0.9793 0.9793
138 23:10:26 2 0.0002 0.07262994281562575 0.07832229882478714 0.9792 0.9792 0.9792 0.9792
139 23:11:32 3 0.0002 0.0717465421454513 0.07830418646335602 0.9792 0.9792 0.9792 0.9792
140 23:12:38 4 0.0002 0.0733443625900512 0.07832666486501694 0.9793 0.9793 0.9793 0.9793