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1328 lines (1274 loc) · 48.5 KB
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Using TensorFlow backend.
### Korean FrameNet ###
# contact: hahmyg@kaist, hahmyg@gmail.com #
###DEVICE: cuda:0
###eval for proto-distill (masking)
### Your result would be saved to: /disk/data/models/proto_distilling/prot-_distilling_for_ko_with_masking_result.txt
### loading Korean FrameNet 1.1 data...
# of instances in training data: 17838
# of instances in dev data: 2548
# of instances in test data: 5097
# of instances in trn: 17838
# of instances in dev: 2548
# of instances in tst: 5097
data example: [['태풍', 'Hugo가', '남긴', '피해들과', '회사', '내', '몇몇', '주요', '부서들의', '저조한', '실적들을', '반영하여,', 'Aetna', 'Life', 'and', 'Casualty', 'Co.의', '3분기', '<tgt>', '순이익이', '</tgt>', '182.6', '백만', '달러', '또는', '주당', '1.63', '달러로', '22', '%', '하락하였다.'], ['_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '이익.n', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_'], ['_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', 'Earnings_and_losses', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_', '_'], ['O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-Earner', 'I-Earner', 'I-Earner', 'I-Earner', 'I-Earner', 'B-Time', 'X', 'O', 'X', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O']]
### EVALUATION
MODE: framenet
target LANGUAGE: ko
trained LANGUAGE: prot-_distilling
Viterbi: False
masking: True
using TGT token: True
### model dir: /disk/data/models/framenet/proto_distilling/36/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/36/
/disk/data/models/framenet/proto_distilling/36/
...model is loaded
../kaiser/src/utils.py:309: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.
pred_logits = sm(masked_logit).view(1,-1)
# EPOCH: 36
SenseId Accuracy: 0.8147930154993133
ArgId Precision: 0.4501128102281273
ArgId Recall: 0.4442657429172337
ArgId F1: 0.44717016375070046
full-structure Precision: 0.6055927138181301
full-structure Recall: 0.6022502122841777
full-structure F1: 0.6039168381465976
-----processing time: 0hour:46min:46sec
### model dir: /disk/data/models/framenet/proto_distilling/3/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/3/
/disk/data/models/framenet/proto_distilling/3/
...model is loaded
# EPOCH: 3
SenseId Accuracy: 0.8102805571905042
ArgId Precision: 0.40148583810555644
ArgId Recall: 0.32092045032784855
ArgId F1: 0.3567106710671067
full-structure Precision: 0.5967380876239207
full-structure Recall: 0.528163034248514
full-structure F1: 0.5603603603603602
-----processing time: 1hour:33min:29sec
### model dir: /disk/data/models/framenet/proto_distilling/15/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/15/
/disk/data/models/framenet/proto_distilling/15/
...model is loaded
# EPOCH: 15
SenseId Accuracy: 0.8163625662154208
ArgId Precision: 0.4221211060553028
ArgId Recall: 0.4476060868489422
ArgId F1: 0.4344902125615468
full-structure Precision: 0.583014746040415
full-structure Recall: 0.6043022926691197
full-structure F1: 0.5934676858929812
-----processing time: 2hour:20min:9sec
### model dir: /disk/data/models/framenet/proto_distilling/37/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/37/
/disk/data/models/framenet/proto_distilling/37/
...model is loaded
# EPOCH: 37
SenseId Accuracy: 0.8134196586227193
ArgId Precision: 0.43577705549536533
ArgId Recall: 0.4478535197327725
ArgId F1: 0.4417327638804149
full-structure Precision: 0.5929302066662028
full-structure Recall: 0.6029578262100198
full-structure F1: 0.5979019752306773
-----processing time: 3hour:6min:43sec
### model dir: /disk/data/models/framenet/proto_distilling/12/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/12/
/disk/data/models/framenet/proto_distilling/12/
...model is loaded
# EPOCH: 12
SenseId Accuracy: 0.8100843633509908
ArgId Precision: 0.4185788304959289
ArgId Recall: 0.41976988741803783
ArgId F1: 0.41917351287911536
full-structure Precision: 0.5838987842804637
full-structure Recall: 0.5845598641381262
full-structure F1: 0.5842291371994343
-----processing time: 3hour:53min:14sec
### model dir: /disk/data/models/framenet/proto_distilling/23/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/23/
/disk/data/models/framenet/proto_distilling/23/
...model is loaded
# EPOCH: 23
SenseId Accuracy: 0.8132234647832058
ArgId Precision: 0.44461077844311375
ArgId Recall: 0.4409253989855252
ArgId F1: 0.4427604199018572
full-structure Precision: 0.6017057569296376
full-structure Recall: 0.5990659496178885
full-structure F1: 0.6003829515637189
-----processing time: 4hour:39min:40sec
### model dir: /disk/data/models/framenet/proto_distilling/43/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/43/
/disk/data/models/framenet/proto_distilling/43/
...model is loaded
# EPOCH: 43
SenseId Accuracy: 0.8102805571905042
ArgId Precision: 0.4305258148941232
ArgId Recall: 0.4477298032908574
ArgId F1: 0.4389593062041361
full-structure Precision: 0.5882230833102685
full-structure Recall: 0.6015425983583357
full-structure F1: 0.5948082843548839
-----processing time: 5hour:26min:10sec
### model dir: /disk/data/models/framenet/proto_distilling/38/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/38/
/disk/data/models/framenet/proto_distilling/38/
...model is loaded
# EPOCH: 38
SenseId Accuracy: 0.8112615263880714
ArgId Precision: 0.43089137495488994
ArgId Recall: 0.4431522949399975
ArgId F1: 0.43693583800927055
full-structure Precision: 0.5896417119754636
full-structure Recall: 0.5985706198697991
full-structure F1: 0.5940726174590912
-----processing time: 6hour:11min:47sec
### model dir: /disk/data/models/framenet/proto_distilling/45/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/45/
/disk/data/models/framenet/proto_distilling/45/
...model is loaded
# EPOCH: 45
SenseId Accuracy: 0.8116539140670983
ArgId Precision: 0.4316672492135617
ArgId Recall: 0.4583694172955586
ArgId F1: 0.44461778471138846
full-structure Precision: 0.5869268558951966
full-structure Recall: 0.6086894990093406
full-structure F1: 0.5976101153258302
-----processing time: 6hour:58min:39sec
### model dir: /disk/data/models/framenet/proto_distilling/1/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/1/
/disk/data/models/framenet/proto_distilling/1/
...model is loaded
# EPOCH: 1
SenseId Accuracy: 0.8028251912889935
ArgId Precision: 0.37758992209514336
ArgId Recall: 0.2818260546826673
ArgId F1: 0.3227543213374893
full-structure Precision: 0.5882596456366949
full-structure Recall: 0.502759694310784
full-structure F1: 0.5421594811140786
-----processing time: 7hour:45min:31sec
### model dir: /disk/data/models/framenet/proto_distilling/34/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/34/
/disk/data/models/framenet/proto_distilling/34/
...model is loaded
# EPOCH: 34
SenseId Accuracy: 0.8126348832646655
ArgId Precision: 0.4322446143154969
ArgId Recall: 0.4617097612272671
ArgId F1: 0.44649159538194655
full-structure Precision: 0.5864441416893733
full-structure Recall: 0.60918482875743
full-structure F1: 0.5975982229626545
-----processing time: 8hour:32min:26sec
### model dir: /disk/data/models/framenet/proto_distilling/27/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/27/
/disk/data/models/framenet/proto_distilling/27/
...model is loaded
# EPOCH: 27
SenseId Accuracy: 0.8100843633509908
ArgId Precision: 0.4526195610808068
ArgId Recall: 0.4414202647531857
ArgId F1: 0.44694976825754723
full-structure Precision: 0.6061410431164359
full-structure Recall: 0.597863005943957
full-structure F1: 0.6019735670264686
-----processing time: 9hour:19min:14sec
### model dir: /disk/data/models/framenet/proto_distilling/49/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/49/
/disk/data/models/framenet/proto_distilling/49/
...model is loaded
# EPOCH: 49
SenseId Accuracy: 0.8124386894251521
ArgId Precision: 0.437219730941704
ArgId Recall: 0.4583694172955586
ArgId F1: 0.4475448450806305
full-structure Precision: 0.5915163200661065
full-structure Recall: 0.60784036229833
full-structure F1: 0.5995672506456341
-----processing time: 10hour:5min:55sec
### model dir: /disk/data/models/framenet/proto_distilling/11/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/11/
/disk/data/models/framenet/proto_distilling/11/
...model is loaded
# EPOCH: 11
SenseId Accuracy: 0.8165587600549343
ArgId Precision: 0.43285982310372556
ArgId Recall: 0.3996041073858716
ArgId F1: 0.41556770665808945
full-structure Precision: 0.6023491172342469
full-structure Recall: 0.5769883951316161
full-structure F1: 0.5893960750298168
-----processing time: 10hour:52min:34sec
### model dir: /disk/data/models/framenet/proto_distilling/25/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/25/
/disk/data/models/framenet/proto_distilling/25/
...model is loaded
# EPOCH: 25
SenseId Accuracy: 0.8140082401412596
ArgId Precision: 0.4315901310352969
ArgId Recall: 0.45230731164171717
ArgId F1: 0.4417059321010028
full-structure Precision: 0.5890608875128999
full-structure Recall: 0.6058590433059723
full-structure F1: 0.597341891373356
-----processing time: 11hour:39min:18sec
### model dir: /disk/data/models/framenet/proto_distilling/47/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/47/
/disk/data/models/framenet/proto_distilling/47/
...model is loaded
# EPOCH: 47
SenseId Accuracy: 0.8114577202275849
ArgId Precision: 0.442468105986261
ArgId Recall: 0.4462452059878758
ArgId F1: 0.44434862950415766
full-structure Precision: 0.5981960397434994
full-structure Recall: 0.6006934616473252
full-structure F1: 0.5994421494898139
-----processing time: 12hour:25min:26sec
### model dir: /disk/data/models/framenet/proto_distilling/2/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/2/
/disk/data/models/framenet/proto_distilling/2/
...model is loaded
# EPOCH: 2
SenseId Accuracy: 0.8091033941534236
ArgId Precision: 0.3697795823665893
ArgId Recall: 0.3154769268835828
ArgId F1: 0.34047666733426796
full-structure Precision: 0.5732233698165562
full-structure Recall: 0.5262524766487404
full-structure F1: 0.5487345975060872
-----processing time: 13hour:12min:40sec
### model dir: /disk/data/models/framenet/proto_distilling/4/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/4/
/disk/data/models/framenet/proto_distilling/4/
...model is loaded
# EPOCH: 4
SenseId Accuracy: 0.8108691387090445
ArgId Precision: 0.40005622715771716
ArgId Recall: 0.35209699369046144
ArgId F1: 0.3745476080805422
full-structure Precision: 0.5871991496469516
full-structure Recall: 0.5472686102462496
full-structure F1: 0.5665311504230305
-----processing time: 13hour:59min:50sec
### model dir: /disk/data/models/framenet/proto_distilling/9/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/9/
/disk/data/models/framenet/proto_distilling/9/
...model is loaded
# EPOCH: 9
SenseId Accuracy: 0.8132234647832058
ArgId Precision: 0.4460100647016535
ArgId Recall: 0.3837684028207349
ArgId F1: 0.4125548610187525
full-structure Precision: 0.6143197723602246
full-structure Recall: 0.565242003962638
full-structure F1: 0.5887599041827898
-----processing time: 14hour:46min:54sec
### model dir: /disk/data/models/framenet/proto_distilling/17/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/17/
/disk/data/models/framenet/proto_distilling/17/
...model is loaded
# EPOCH: 17
SenseId Accuracy: 0.817343535412988
ArgId Precision: 0.4138423118087763
ArgId Recall: 0.4305332178646542
ArgId F1: 0.42202279893281586
full-structure Precision: 0.5806897505010713
full-structure Recall: 0.5945372204924992
full-structure F1: 0.5875319044788644
-----processing time: 15hour:33min:57sec
### model dir: /disk/data/models/framenet/proto_distilling/30/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/30/
/disk/data/models/framenet/proto_distilling/30/
...model is loaded
# EPOCH: 30
SenseId Accuracy: 0.8126348832646655
ArgId Precision: 0.4350756859035005
ArgId Recall: 0.4551527898057652
ArgId F1: 0.4448878408609952
full-structure Precision: 0.5911971345915416
full-structure Recall: 0.6073450325502406
full-structure F1: 0.5991623036649215
-----processing time: 16hour:21min:4sec
### model dir: /disk/data/models/framenet/proto_distilling/40/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/40/
/disk/data/models/framenet/proto_distilling/40/
...model is loaded
# EPOCH: 40
SenseId Accuracy: 0.8118501079066117
ArgId Precision: 0.4366801812544717
ArgId Recall: 0.45304961029320795
ArgId F1: 0.4447143117372032
full-structure Precision: 0.5917504332755632
full-structure Recall: 0.6040192470987829
full-structure F1: 0.5978219000595301
-----processing time: 17hour:8min:2sec
### model dir: /disk/data/models/framenet/proto_distilling/42/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/42/
/disk/data/models/framenet/proto_distilling/42/
...model is loaded
# EPOCH: 42
SenseId Accuracy: 0.8096919756719639
ArgId Precision: 0.43973349485160507
ArgId Recall: 0.44909068415192377
ArgId F1: 0.4443628351083364
full-structure Precision: 0.5944227005870841
full-structure Recall: 0.6018256439286725
full-structure F1: 0.5981012658227849
-----processing time: 17hour:51min:30sec
### model dir: /disk/data/models/framenet/proto_distilling/26/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/26/
/disk/data/models/framenet/proto_distilling/26/
...model is loaded
# EPOCH: 26
SenseId Accuracy: 0.8134196586227193
ArgId Precision: 0.43216799904546
ArgId Recall: 0.44810095261660277
ArgId F1: 0.4399902818270165
full-structure Precision: 0.5898786828422877
full-structure Recall: 0.6021086894990093
full-structure F1: 0.5959309451272893
-----processing time: 17hour:57min:42sec
### model dir: /disk/data/models/framenet/proto_distilling/10/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/10/
/disk/data/models/framenet/proto_distilling/10/
...model is loaded
# EPOCH: 10
SenseId Accuracy: 0.8130272709436923
ArgId Precision: 0.4096998263458199
ArgId Recall: 0.40863540764567613
ArgId F1: 0.409166924744503
full-structure Precision: 0.5809948979591837
full-structure Recall: 0.5801726577979055
full-structure F1: 0.5805834867582496
-----processing time: 18hour:3min:56sec
### model dir: /disk/data/models/framenet/proto_distilling/8/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/8/
/disk/data/models/framenet/proto_distilling/8/
...model is loaded
# EPOCH: 8
SenseId Accuracy: 0.8106729448695311
ArgId Precision: 0.41730515191545575
ArgId Recall: 0.3908202400098973
ArgId F1: 0.40362869737430523
full-structure Precision: 0.5895856252291896
full-structure Recall: 0.5688508349844325
full-structure F1: 0.5790326646738935
-----processing time: 18hour:10min:9sec
### model dir: /disk/data/models/framenet/proto_distilling/48/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/48/
/disk/data/models/framenet/proto_distilling/48/
...model is loaded
# EPOCH: 48
SenseId Accuracy: 0.8185206984500687
ArgId Precision: 0.44224905476277593
ArgId Recall: 0.44859581838426327
ArgId F1: 0.4453998280309544
full-structure Precision: 0.6007866273352999
full-structure Recall: 0.6052929521652987
full-structure F1: 0.6030313711667254
-----processing time: 18hour:16min:23sec
### model dir: /disk/data/models/framenet/proto_distilling/22/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/22/
/disk/data/models/framenet/proto_distilling/22/
...model is loaded
# EPOCH: 22
SenseId Accuracy: 0.8106729448695311
ArgId Precision: 0.43948325598896276
ArgId Recall: 0.4335024124706173
ArgId F1: 0.43647234678624813
full-structure Precision: 0.5972518866581233
full-structure Recall: 0.5936173223889046
full-structure F1: 0.5954290581304564
-----processing time: 18hour:24min:38sec
### model dir: /disk/data/models/framenet/proto_distilling/0/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/0/
/disk/data/models/framenet/proto_distilling/0/
...model is loaded
# EPOCH: 0
SenseId Accuracy: 0.7953698253874828
ArgId Precision: 0.32490272373540857
ArgId Recall: 0.24792774959792158
ArgId F1: 0.2812434215142797
full-structure Precision: 0.5560461123375031
full-structure Recall: 0.4812482309651854
full-structure F1: 0.5159503850092934
-----processing time: 18hour:38min:3sec
### model dir: /disk/data/models/framenet/proto_distilling/31/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/31/
/disk/data/models/framenet/proto_distilling/31/
...model is loaded
# EPOCH: 31
SenseId Accuracy: 0.8112615263880714
ArgId Precision: 0.45592705167173253
ArgId Recall: 0.44537919089446987
ArgId F1: 0.45059140121409347
full-structure Precision: 0.607565011820331
full-structure Recall: 0.6001273705066515
full-structure F1: 0.6038232885977716
-----processing time: 18hour:51min:35sec
### model dir: /disk/data/models/framenet/proto_distilling/6/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/6/
/disk/data/models/framenet/proto_distilling/6/
...model is loaded
# EPOCH: 6
SenseId Accuracy: 0.8085148126348832
ArgId Precision: 0.4055139927957883
ArgId Recall: 0.362118025485587
ArgId F1: 0.38258937324357883
full-structure Precision: 0.5874952919020716
full-structure Recall: 0.551868100764223
full-structure F1: 0.5691246761776189
-----processing time: 19hour:3min:7sec
### model dir: /disk/data/models/framenet/proto_distilling/21/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/21/
/disk/data/models/framenet/proto_distilling/21/
...model is loaded
# EPOCH: 21
SenseId Accuracy: 0.8118501079066117
ArgId Precision: 0.433608679570953
ArgId Recall: 0.43511072621551405
ArgId F1: 0.4343584043472891
full-structure Precision: 0.5935097001763668
full-structure Recall: 0.5953155958109255
full-structure F1: 0.594411276362737
-----processing time: 19hour:9min:24sec
### model dir: /disk/data/models/framenet/proto_distilling/28/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/28/
/disk/data/models/framenet/proto_distilling/28/
...model is loaded
# EPOCH: 28
SenseId Accuracy: 0.8118501079066117
ArgId Precision: 0.43687275430553835
ArgId Recall: 0.4362241741927502
ArgId F1: 0.4365482233502538
full-structure Precision: 0.5952718006795017
full-structure Recall: 0.595103311633173
full-structure F1: 0.5951875442321303
-----processing time: 19hour:15min:41sec
### model dir: /disk/data/models/framenet/proto_distilling/32/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/32/
/disk/data/models/framenet/proto_distilling/32/
...model is loaded
# EPOCH: 32
SenseId Accuracy: 0.8138120463017461
ArgId Precision: 0.45190241435975226
ArgId Recall: 0.44228627984659163
ArgId F1: 0.44704264099037133
full-structure Precision: 0.6066078979430947
full-structure Recall: 0.5989244268327201
full-structure F1: 0.602741677051807
-----processing time: 19hour:21min:59sec
### model dir: /disk/data/models/framenet/proto_distilling/7/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/7/
/disk/data/models/framenet/proto_distilling/7/
...model is loaded
# EPOCH: 7
SenseId Accuracy: 0.8112615263880714
ArgId Precision: 0.41639433551198257
ArgId Recall: 0.37832487937646914
ArgId F1: 0.3964477863486096
full-structure Precision: 0.5933492394870266
full-structure Recall: 0.5631191621851118
full-structure F1: 0.5778390938135346
-----processing time: 19hour:28min:16sec
### model dir: /disk/data/models/framenet/proto_distilling/13/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/13/
/disk/data/models/framenet/proto_distilling/13/
...model is loaded
# EPOCH: 13
SenseId Accuracy: 0.8167549538944477
ArgId Precision: 0.4179951690821256
ArgId Recall: 0.42818260546826675
ArgId F1: 0.42302756218297377
full-structure Precision: 0.5842680972618964
full-structure Recall: 0.593405038211152
full-structure F1: 0.5888011233982798
-----processing time: 19hour:34min:34sec
### model dir: /disk/data/models/framenet/proto_distilling/44/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_bio_frargmap.json
...loaded model path: /disk/data/models/framenet/proto_distilling/44/
/disk/data/models/framenet/proto_distilling/44/
...model is loaded
# EPOCH: 44
SenseId Accuracy: 0.8104767510300177
ArgId Precision: 0.4447041456513716
ArgId Recall: 0.4472349375231968
ArgId F1: 0.44596595114729837
full-structure Precision: 0.5990402935572648
full-structure Recall: 0.6006934616473252
full-structure F1: 0.599865738614281
-----processing time: 19hour:40min:53sec
### model dir: /disk/data/models/framenet/proto_distilling/16/
### TARGET LANGUAGE: ko
srl model: framenet
language: multilingual
version: 1.1
using viterbi: False
using masking: True
pretrained BERT: bert-base-multilingual-cased
using TGT special token: True
used dictionary:
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lu2idx.json
/disk/kaiser/kaiser/src/../koreanframenet/resource/info/mul_lufrmap.json