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flair-uk-ner

Token Classification
Flair
PyTorch
Ukrainian
sequence-tagger-model
Eval Results
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flair-uk-ner / loss.tsv
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EPOCH TIMESTAMP BAD_EPOCHS LEARNING_RATE TRAIN_LOSS TEST_LOSS TEST_PRECISION TEST_RECALL TEST_F1 TEST_ACCURACY
1 15:37:00 0 0.1000 0.20078254147509914 0.12195425480604172 0.6446 0.6446 0.6446 0.5332
2 15:38:50 0 0.1000 0.09236009625739038 0.06683151423931122 0.7921 0.7562 0.7737 0.68
3 15:40:28 0 0.1000 0.06742128144745711 0.059379346668720245 0.7571 0.743 0.75 0.6403
4 15:41:53 0 0.1000 0.0577216559466287 0.049502115696668625 0.7803 0.8027 0.7914 0.7169
5 15:43:18 0 0.1000 0.05008884124418456 0.041369177401065826 0.8421 0.8163 0.829 0.7567
6 15:44:45 0 0.1000 0.04539965926589658 0.041055891662836075 0.8223 0.8124 0.8173 0.7504
7 15:46:09 0 0.1000 0.04331641165152501 0.04179549589753151 0.8311 0.8318 0.8315 0.7615
8 15:47:35 0 0.1000 0.04096054851637457 0.03513012081384659 0.8015 0.8295 0.8152 0.7405
9 15:49:01 0 0.1000 0.0380848670383244 0.03051774762570858 0.8305 0.845 0.8377 0.77
10 15:50:26 0 0.1000 0.03631190873603035 0.03244197368621826 0.8355 0.8388 0.8371 0.7707
11 15:51:51 0 0.1000 0.03492271709651814 0.03070417419075966 0.8448 0.8314 0.8381 0.773
12 15:53:16 0 0.1000 0.03444020957227994 0.030996335670351982 0.8545 0.8306 0.8424 0.7779
13 15:54:42 0 0.1000 0.03399884407364855 0.029288053512573242 0.825 0.8349 0.8299 0.7636
14 15:56:07 0 0.1000 0.031980044096622876 0.03270775079727173 0.8249 0.8306 0.8277 0.7599
15 15:57:33 0 0.1000 0.03176483208319815 0.03125728294253349 0.8524 0.8504 0.8514 0.7878
16 15:58:58 0 0.1000 0.03076081900850542 0.030985970050096512 0.8271 0.8419 0.8344 0.7686
17 16:00:23 1 0.1000 0.03097808427816136 0.02839544788002968 0.828 0.8302 0.8291 0.7636
18 16:01:49 0 0.1000 0.02972676994809024 0.030549418181180954 0.8379 0.8372 0.8375 0.7714
19 16:03:14 0 0.1000 0.029643879917134946 0.03505885228514671 0.8374 0.8426 0.84 0.772
20 16:04:40 0 0.1000 0.028564174743443558 0.02962632104754448 0.8333 0.8469 0.8401 0.7792
21 16:06:06 0 0.1000 0.027770615049381997 0.032616037875413895 0.8485 0.836 0.8422 0.7793
22 16:07:32 0 0.1000 0.027359007154916622 0.03170188143849373 0.8351 0.8364 0.8358 0.7724
23 16:08:57 0 0.1000 0.02734243653121988 0.03235173597931862 0.8393 0.8384 0.8389 0.7742
24 16:10:22 0 0.1000 0.02694851278667702 0.0330146886408329 0.8416 0.8403 0.841 0.7785
25 16:11:48 0 0.1000 0.02637933785522594 0.0296016838401556 0.8361 0.8461 0.8411 0.7749
26 16:13:13 1 0.1000 0.026390983740007055 0.028864704072475433 0.8307 0.8442 0.8374 0.7743
27 16:14:39 0 0.1000 0.02621152914539852 0.029708683490753174 0.8519 0.8473 0.8496 0.7915
28 16:16:04 0 0.1000 0.0247058801960948 0.03210555389523506 0.8529 0.843 0.848 0.7872
29 16:17:30 1 0.1000 0.025702819918422454 0.028371913358569145 0.8446 0.8492 0.8469 0.7867
30 16:18:55 2 0.1000 0.02475519833415492 0.028511736541986465 0.8271 0.8267 0.8269 0.7637
31 16:20:21 0 0.1000 0.024028284107517468 0.030574096366763115 0.8432 0.8461 0.8447 0.7824
32 16:21:47 1 0.1000 0.02478482674467043 0.02866635099053383 0.8397 0.8465 0.8431 0.7814
33 16:23:16 2 0.1000 0.024992979247906916 0.028993723914027214 0.8469 0.845 0.8459 0.7847
34 16:24:43 0 0.1000 0.02349080468498995 0.028596550226211548 0.8405 0.8453 0.8429 0.7814
35 16:26:10 1 0.1000 0.024173943796381752 0.033472731709480286 0.8438 0.8477 0.8457 0.7839
36 16:27:37 2 0.1000 0.02395659701168442 0.030064314603805542 0.8568 0.8531 0.8549 0.7946
37 16:29:03 0 0.1000 0.02293328794247718 0.03057018481194973 0.847 0.8411 0.844 0.7814
38 16:30:30 1 0.1000 0.023162449794117 0.03000396490097046 0.847 0.8434 0.8452 0.7847
39 16:31:56 2 0.1000 0.023285869718858866 0.031386326998472214 0.856 0.85 0.853 0.7926
40 16:33:22 0 0.1000 0.022899915992136363 0.029127517715096474 0.8561 0.8554 0.8558 0.7988
41 16:34:48 0 0.1000 0.02232780959523457 0.031170489266514778 0.8477 0.8415 0.8446 0.7835
42 16:36:14 0 0.1000 0.022051316726920945 0.0294171292334795 0.847 0.8539 0.8504 0.7896
43 16:37:40 1 0.1000 0.023289290274557915 0.030061138793826103 0.8422 0.8399 0.8411 0.784
44 16:39:06 2 0.1000 0.02274062944918324 0.032110828906297684 0.834 0.8512 0.8425 0.7804
45 16:40:32 3 0.1000 0.022413754133212484 0.029743408784270287 0.851 0.8547 0.8528 0.7957
46 16:41:58 4 0.1000 0.02223411036218714 0.031050119549036026 0.8587 0.8477 0.8531 0.7947
47 16:43:24 0 0.0500 0.020475547923806358 0.030249422416090965 0.8485 0.8512 0.8498 0.7902
48 16:44:53 1 0.0500 0.02052498910343839 0.02784981019794941 0.8535 0.8512 0.8523 0.7939
49 16:46:43 0 0.0500 0.01925118277402244 0.02871915139257908 0.8534 0.8597 0.8565 0.7973
50 16:48:33 0 0.0500 0.019192784167955487 0.030805133283138275 0.8491 0.8461 0.8476 0.7878
51 16:50:24 1 0.0500 0.0195777843224957 0.031178493052721024 0.845 0.8535 0.8492 0.7892
52 16:52:15 0 0.0500 0.018673099632765203 0.030038980767130852 0.8605 0.8585 0.8595 0.802
53 16:54:05 0 0.0500 0.018512837985354705 0.030869534239172935 0.8555 0.8558 0.8556 0.7965
54 16:55:55 0 0.0500 0.0176695848764387 0.03118710406124592 0.8568 0.8581 0.8575 0.7996
55 16:57:45 1 0.0500 0.01785423643944071 0.030333157628774643 0.8596 0.8616 0.8606 0.8034
56 16:59:36 2 0.0500 0.01827278387856171 0.03127044439315796 0.8623 0.8566 0.8594 0.8031
57 17:01:27 3 0.0500 0.01767711194460019 0.031970299780368805 0.8606 0.857 0.8588 0.8014
58 17:03:17 4 0.0500 0.018346144339772705 0.02933284267783165 0.8557 0.857 0.8563 0.7982
59 17:05:07 0 0.0250 0.017149777299676507 0.03182924538850784 0.8587 0.8574 0.858 0.8003
60 17:06:58 1 0.0250 0.0172970365289756 0.031502872705459595 0.863 0.857 0.86 0.8022
61 17:08:48 0 0.0250 0.016573687431884185 0.031147386878728867 0.8568 0.8578 0.8573 0.7995
62 17:10:38 1 0.0250 0.016744536806557388 0.032001152634620667 0.86 0.8574 0.8587 0.7997
63 17:12:29 0 0.0250 0.01614652708272961 0.03202659264206886 0.856 0.8593 0.8576 0.7978
64 17:14:20 1 0.0250 0.01693836727082375 0.03130580484867096 0.8579 0.8589 0.8584 0.8
65 17:16:10 2 0.0250 0.01747802760521334 0.030667604878544807 0.8571 0.8581 0.8576 0.8013
66 17:18:00 3 0.0250 0.016582887865423626 0.03189327195286751 0.857 0.8547 0.8558 0.7983
67 17:19:50 0 0.0250 0.015996090304835987 0.03241714462637901 0.8573 0.8566 0.8569 0.7999
68 17:21:40 1 0.0250 0.016028013440667583 0.032622434198856354 0.8577 0.8574 0.8575 0.8006
69 17:23:30 2 0.0250 0.016009043506318626 0.03283306211233139 0.8557 0.857 0.8563 0.7991
70 17:25:21 0 0.0250 0.015750182495259453 0.03144649788737297 0.8565 0.8535 0.855 0.7984
71 17:27:11 1 0.0250 0.016120260783166494 0.032507773488759995 0.8592 0.8585 0.8589 0.8022
72 17:29:01 2 0.0250 0.016564702321095585 0.0317557118833065 0.8527 0.8523 0.8525 0.7959
73 17:30:51 0 0.0250 0.015063367516906897 0.03126273304224014 0.8614 0.8554 0.8584 0.802
74 17:32:42 1 0.0250 0.015778811193003207 0.031216170638799667 0.8577 0.855 0.8564 0.8013
75 17:34:33 2 0.0250 0.01604355974327819 0.03171336650848389 0.8625 0.8628 0.8626 0.8062
76 17:36:29 3 0.0250 0.015336892007298236 0.032589372247457504 0.8553 0.857 0.8561 0.7979
77 17:38:19 4 0.0250 0.015194535984639688 0.031240783631801605 0.8594 0.8578 0.8586 0.8024
78 17:40:09 1 0.0125 0.015741655714326213 0.031696297228336334 0.8589 0.8566 0.8578 0.801
79 17:41:58 0 0.0125 0.014732927071390099 0.03271425515413284 0.8539 0.8543 0.8541 0.7977
80 17:43:48 0 0.0125 0.013768505698498145 0.033087365329265594 0.861 0.8593 0.8601 0.8041
81 17:45:38 1 0.0125 0.014139949747853367 0.034334879368543625 0.855 0.8523 0.8536 0.7973
82 17:47:28 2 0.0125 0.014580912285336752 0.03356759995222092 0.8617 0.8597 0.8607 0.8039
83 17:49:18 3 0.0125 0.014424938636707258 0.03331308811903 0.8588 0.8558 0.8573 0.8006
84 17:51:08 4 0.0125 0.01439649142528207 0.0335269495844841 0.8607 0.8601 0.8604 0.8043
85 17:52:58 1 0.0063 0.01422274442159043 0.033432383090257645 0.8606 0.8566 0.8586 0.8025
86 17:54:48 2 0.0063 0.0144694058607949 0.03346378728747368 0.8602 0.8589 0.8596 0.8032
87 17:56:37 3 0.0063 0.014563544967461902 0.03315354138612747 0.8572 0.8539 0.8555 0.7991
88 17:58:27 4 0.0063 0.014436486088230848 0.032923195511102676 0.8586 0.857 0.8578 0.8014
89 18:00:17 1 0.0031 0.014438463981499273 0.033024467527866364 0.8607 0.8597 0.8602 0.8042
90 18:02:07 2 0.0031 0.013991933812887039 0.03315744176506996 0.8618 0.8605 0.8611 0.8038
91 18:03:57 3 0.0031 0.014396334547277888 0.03293454274535179 0.8597 0.8574 0.8585 0.8017
92 18:05:47 4 0.0031 0.014070757319890763 0.03319080173969269 0.8609 0.8585 0.8597 0.8022
93 18:07:37 1 0.0016 0.014333512596700832 0.03328932076692581 0.8616 0.8593 0.8605 0.8036
94 18:09:27 2 0.0016 0.014870847445381355 0.033291514962911606 0.8612 0.8585 0.8599 0.8028
95 18:11:17 3 0.0016 0.014576202869171963 0.03295719251036644 0.862 0.8593 0.8606 0.8036
96 18:13:09 4 0.0016 0.013927340063674505 0.03304421156644821 0.862 0.8593 0.8606 0.803
97 18:14:58 1 0.0008 0.014061766057023568 0.03304709866642952 0.8624 0.8597 0.861 0.8033
98 18:16:48 2 0.0008 0.013879067778975601 0.03312483802437782 0.8616 0.8589 0.8602 0.8026
99 18:18:38 0 0.0008 0.013548965697781551 0.03310050442814827 0.862 0.8593 0.8606 0.803
100 18:20:28 1 0.0008 0.014173918449817937 0.033117882907390594 0.862 0.8593 0.8606 0.803
101 18:22:17 2 0.0008 0.014773816861774508 0.033024001866579056 0.862 0.8593 0.8606 0.803
102 18:24:05 3 0.0008 0.014100994786187215 0.03306020051240921 0.8624 0.8601 0.8612 0.8037
103 18:25:53 4 0.0008 0.014252022163625998 0.03303169831633568 0.862 0.8593 0.8606 0.8033
104 18:27:41 1 0.0004 0.013968608206892533 0.03300449624657631 0.8612 0.8585 0.8599 0.8022
105 18:29:33 2 0.0004 0.01483606666904219 0.03300108388066292 0.8616 0.8589 0.8602 0.8026
106 18:31:23 3 0.0004 0.014677616808778042 0.03301873430609703 0.8609 0.8585 0.8597 0.8025
107 18:33:13 4 0.0004 0.014145711169457972 0.03307473659515381 0.8612 0.8585 0.8599 0.8022
108 18:35:00 1 0.0002 0.013818888146155275 0.03307962417602539 0.8609 0.8585 0.8597 0.8022
109 18:36:48 2 0.0002 0.014183389574815575 0.03311078995466232 0.8608 0.8581 0.8595 0.8019
110 18:38:36 3 0.0002 0.01416491488279355 0.03310991823673248 0.8608 0.8581 0.8595 0.8019
111 18:40:25 0 0.0002 0.01318691894848082 0.033106669783592224 0.8612 0.8585 0.8599 0.8022
112 18:42:13 1 0.0002 0.013611153984263278 0.0330953449010849 0.8612 0.8585 0.8599 0.8022
113 18:44:02 2 0.0002 0.013340314876178837 0.03308477625250816 0.8613 0.8593 0.8603 0.8036
114 18:45:49 3 0.0002 0.014409942945130939 0.03305461257696152 0.8616 0.8593 0.8605 0.8033
115 18:47:37 4 0.0002 0.013662197780369416 0.03304998576641083 0.8616 0.8593 0.8605 0.8033