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log_train.txt
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log_train.txt
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--------------------------------------------------------------------------------
[1/70000] Train loss: 209.05637, Valid loss: 235.73273, Elapsed_time: 4.88762
Current_accuracy : 0.000, Current_norm_ED : 0.00
Best_accuracy : 0.000, Best_norm_ED : 0.00
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
지성사 | 션둘광타양둘양둘양광메둘메양둘광메둘처 | 0.0000 False
장편소설 | 헬광즌광둘양메광메광메광메양둘처 | 0.0000 False
zone | 콤밌웬석y즌션몸광몸즌메광메광즌메광메광메광절즌광메y멍롭처 | 0.0000 False
용기 | 밌헬션놓메션둘션둘메션메션둘광메6메션힘션멈놓즌헤석처 | 0.0000 False
70m | 즌광즌광y양광타y양광9즌광9광메멈광양처 | 0.0000 False
--------------------------------------------------------------------------------
[1000/70000] Train loss: 5.28848, Valid loss: 3.15743, Elapsed_time: 2705.55211
Current_accuracy : 11.258, Current_norm_ED : 0.41
Best_accuracy : 11.258, Best_norm_ED : 0.41
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
아저씨 | 아전시 | 0.0251 False
pocha | icy | 0.0008 False
피카소 | 세카소 | 0.0319 False
베네치아 | 비네지아 | 0.0049 False
득 | | 0.0499 False
--------------------------------------------------------------------------------
[2000/70000] Train loss: 2.09317, Valid loss: 1.79903, Elapsed_time: 5332.48408
Current_accuracy : 40.918, Current_norm_ED : 0.66
Best_accuracy : 40.918, Best_norm_ED : 0.66
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
출입금지 | | 0.0036 False
spyder | spuen | 0.0866 False
야만의 | 아만의 | 0.7066 False
금강종합동물병원 | iici1e | 0.0002 False
ift | tet | 0.1817 False
--------------------------------------------------------------------------------
[3000/70000] Train loss: 1.40296, Valid loss: 1.38913, Elapsed_time: 7963.01034
Current_accuracy : 51.724, Current_norm_ED : 0.73
Best_accuracy : 51.724, Best_norm_ED : 0.73
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
나가는 | 나가는 | 0.9699 True
만든 | 만든 | 0.8059 True
임정은 | 임정은 | 0.5389 True
과학앨범 | 과학행 | 0.0282 False
가장 | 가장 | 0.9659 True
--------------------------------------------------------------------------------
[4000/70000] Train loss: 1.15699, Valid loss: 1.09550, Elapsed_time: 10593.42207
Current_accuracy : 63.634, Current_norm_ED : 0.79
Best_accuracy : 63.634, Best_norm_ED : 0.79
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
우리은행 | 우리은행 | 0.9472 True
본매장 | 본매장 | 0.8679 True
치과 | 치과 | 0.6748 True
것들 | 것들 | 0.8187 True
의 | 의 | 0.4129 True
--------------------------------------------------------------------------------
[5000/70000] Train loss: 1.00030, Valid loss: 0.99589, Elapsed_time: 13221.91592
Current_accuracy : 66.192, Current_norm_ED : 0.81
Best_accuracy : 66.192, Best_norm_ED : 0.81
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
괴물의 | 과물의 | 0.4641 False
양서류 | 양서류 | 0.4957 True
노인을 | | 0.0028 False
cherie | cherie | 0.7650 True
금연 | 금연 | 0.9612 True
--------------------------------------------------------------------------------
[6000/70000] Train loss: 0.87709, Valid loss: 0.83506, Elapsed_time: 15852.43247
Current_accuracy : 72.479, Current_norm_ED : 0.84
Best_accuracy : 72.479, Best_norm_ED : 0.84
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
타클라마칸 | 타클라마카 | 0.2317 False
초코쿠키 | 초코쿠키 | 0.7742 True
우선 | 우선 | 0.9344 True
어디로 | 어디로 | 0.7364 True
내몸 | 내 | 0.4943 False
--------------------------------------------------------------------------------
[7000/70000] Train loss: 0.78965, Valid loss: 0.79421, Elapsed_time: 18482.98458
Current_accuracy : 73.405, Current_norm_ED : 0.85
Best_accuracy : 73.405, Best_norm_ED : 0.85
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
작전 | 작전 | 0.7953 True
first | fst | 0.1168 False
simone | simone | 0.8935 True
벽 | 벽 | 0.9191 True
course | course | 0.7917 True
--------------------------------------------------------------------------------
[8000/70000] Train loss: 0.71970, Valid loss: 0.74458, Elapsed_time: 21111.35095
Current_accuracy : 75.434, Current_norm_ED : 0.86
Best_accuracy : 75.434, Best_norm_ED : 0.86
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
coloring | coloring | 0.4199 True
은 | 은 | 0.9115 True
자스민꽃 | 자스민꽃 | 0.8913 True
행복해지는 | 행복해지는 | 0.9095 True
백제집자리전시관 | 백제집자리전시관 | 0.0572 True
--------------------------------------------------------------------------------
[9000/70000] Train loss: 0.69103, Valid loss: 0.70786, Elapsed_time: 23740.63698
Current_accuracy : 76.826, Current_norm_ED : 0.87
Best_accuracy : 76.826, Best_norm_ED : 0.87
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
share | p | 0.0127 False
빠진 | | 0.0135 False
지하차도 | 지하차도 | 0.8692 True
150m | 150m | 0.8919 True
12분 | 12분 | 0.9080 True
--------------------------------------------------------------------------------
[10000/70000] Train loss: 0.64638, Valid loss: 0.67020, Elapsed_time: 26369.62179
Current_accuracy : 77.966, Current_norm_ED : 0.87
Best_accuracy : 77.966, Best_norm_ED : 0.87
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
bouquet | bouquet | 0.3369 True
문막교 | 문의 | 0.0065 False
몸은 | 몸은 | 0.9613 True
맑은 | 맑은 | 0.9295 True
student | stulent | 0.1154 False
--------------------------------------------------------------------------------
[11000/70000] Train loss: 0.60352, Valid loss: 0.62375, Elapsed_time: 28998.58829
Current_accuracy : 79.261, Current_norm_ED : 0.88
Best_accuracy : 79.261, Best_norm_ED : 0.88
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
일곱 | 일곱 | 0.7004 True
사무소 | 사무소 | 0.9582 True
dobidos | dobidos | 0.6434 True
스 | 스 | 0.9839 True
마요 | 마요 | 0.9831 True
--------------------------------------------------------------------------------
[12000/70000] Train loss: 0.57476, Valid loss: 0.59267, Elapsed_time: 31626.96722
Current_accuracy : 80.642, Current_norm_ED : 0.89
Best_accuracy : 80.642, Best_norm_ED : 0.89
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
blue | blue | 0.8523 True
어떻게 | 어떻게 | 0.5218 True
지음 | 지음 | 0.9212 True
nederlandse | meogpanose | 0.0002 False
cigar | cigar | 0.9539 True
--------------------------------------------------------------------------------
[13000/70000] Train loss: 0.52415, Valid loss: 0.57824, Elapsed_time: 34256.33865
Current_accuracy : 81.317, Current_norm_ED : 0.89
Best_accuracy : 81.317, Best_norm_ED : 0.89
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
중고차 | 중고차 | 0.9522 True
응암1구역 | 응암1구역 | 0.9212 True
귀래 | 귀래 | 0.5318 True
중구청 | 중구청 | 0.5935 True
포 | | 0.2277 False
--------------------------------------------------------------------------------
[14000/70000] Train loss: 0.51691, Valid loss: 0.58929, Elapsed_time: 36886.02524
Current_accuracy : 80.308, Current_norm_ED : 0.89
Best_accuracy : 81.317, Best_norm_ED : 0.89
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
종로 | 종로 | 0.7090 True
컬러타이 | 컬러타이로 | 0.5877 False
고사성어 | 고사성어 | 0.9706 True
비들 | 비들 | 0.9677 True
텍스 | 텍스 | 0.9338 True
--------------------------------------------------------------------------------
[15000/70000] Train loss: 0.47597, Valid loss: 0.53593, Elapsed_time: 39510.86170
Current_accuracy : 82.702, Current_norm_ED : 0.90
Best_accuracy : 82.702, Best_norm_ED : 0.90
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
돼지국밥 | 돼지장 | 0.0067 False
hanskin | hanskin | 0.9349 True
있는 | 있는 | 0.9567 True
보수공사 | 보수공사 | 0.7770 True
땅 | 땅 | 0.9556 True
--------------------------------------------------------------------------------
[16000/70000] Train loss: 0.46809, Valid loss: 0.55507, Elapsed_time: 42139.01122
Current_accuracy : 82.125, Current_norm_ED : 0.90
Best_accuracy : 82.702, Best_norm_ED : 0.90
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
일요일 | 일요일 | 0.8174 True
6년을 | 년을 | 0.7949 False
은평로 | 은평로 | 0.9335 True
innisfree | innistree | 0.1431 False
혜원 | 헤 | 0.1838 False
--------------------------------------------------------------------------------
[17000/70000] Train loss: 0.45113, Valid loss: 0.49867, Elapsed_time: 44763.47597
Current_accuracy : 83.711, Current_norm_ED : 0.91
Best_accuracy : 83.711, Best_norm_ED : 0.91
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
사무소 | 사무소 | 0.9504 True
london | london | 0.8627 True
당신도 | 당신도 | 0.9779 True
이해 | 이해 | 0.9721 True
한국금환전거래소 | 한국금환전거래소 | 0.8305 True
--------------------------------------------------------------------------------
[18000/70000] Train loss: 0.42928, Valid loss: 0.51460, Elapsed_time: 47392.29674
Current_accuracy : 83.079, Current_norm_ED : 0.90
Best_accuracy : 83.711, Best_norm_ED : 0.91
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
관찰과 | 관찰과 | 0.4663 True
naturemade | naturemade | 0.2980 True
통곡물로 | 통곡물로 | 0.9512 True
전문소방업 | 전문소방업 | 0.9304 True
sour | sour | 0.9265 True
--------------------------------------------------------------------------------
[19000/70000] Train loss: 0.41941, Valid loss: 0.48300, Elapsed_time: 50017.12402
Current_accuracy : 84.256, Current_norm_ED : 0.91
Best_accuracy : 84.256, Best_norm_ED : 0.91
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
환불 | 음 | 0.0104 False
비상대피안내도 | 비상대피안내도 | 0.8949 True
조립식 | 조립식 | 0.9431 True
waxing | waxing | 0.5585 True
워드프로세서 | 워드프로세서 | 0.8097 True
--------------------------------------------------------------------------------
[20000/70000] Train loss: 0.39447, Valid loss: 0.46203, Elapsed_time: 52643.63346
Current_accuracy : 84.829, Current_norm_ED : 0.92
Best_accuracy : 84.829, Best_norm_ED : 0.92
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
드레싱 | 드레싱 | 0.9143 True
피아노 | 미야는 | 0.0545 False
힘들어 | 들어 | 0.0645 False
cafe | cafe | 0.4164 True
누구나 | 누구나 | 0.9822 True
--------------------------------------------------------------------------------
[21000/70000] Train loss: 0.38549, Valid loss: 0.47846, Elapsed_time: 55270.81150
Current_accuracy : 84.353, Current_norm_ED : 0.91
Best_accuracy : 84.829, Best_norm_ED : 0.92
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
놀이동산 | 놀이동산 | 0.9439 True
않는 | 않는 | 0.9402 True
박정희 | 박정희 | 0.8555 True
bath | bath | 0.7846 True
정리하기로 | 정리하기로 | 0.9053 True
--------------------------------------------------------------------------------
[22000/70000] Train loss: 0.36432, Valid loss: 0.47670, Elapsed_time: 57894.13062
Current_accuracy : 83.587, Current_norm_ED : 0.91
Best_accuracy : 84.829, Best_norm_ED : 0.92
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
방산금강벽지 | 한금지 | 0.0011 False
kdw | kdw | 0.5595 True
마법사의 | 마법사의 | 0.4545 True
경성대 | 경성대 | 0.9700 True
bb | bb | 0.9325 True
--------------------------------------------------------------------------------
[23000/70000] Train loss: 0.35690, Valid loss: 0.45337, Elapsed_time: 60519.32053
Current_accuracy : 85.127, Current_norm_ED : 0.92
Best_accuracy : 85.127, Best_norm_ED : 0.92
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
ro | ro | 0.9796 True
곱창이야기 | 신상이야기 | 0.0266 False
the | the | 0.5308 True
너 | 너 | 0.9993 True
내부계단 | 내부계단 | 0.9772 True
--------------------------------------------------------------------------------
[24000/70000] Train loss: 0.35958, Valid loss: 0.45083, Elapsed_time: 63146.07172
Current_accuracy : 85.479, Current_norm_ED : 0.92
Best_accuracy : 85.479, Best_norm_ED : 0.92
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
고양이가 | 고양이가 | 0.9447 True
eye | eye | 0.9384 True
선지사 | 선지사 | 0.9660 True
것을 | 걸을 | 0.0501 False
이거 | 이거 | 0.8116 True
--------------------------------------------------------------------------------
[25000/70000] Train loss: 0.32544, Valid loss: 0.44556, Elapsed_time: 65773.64077
Current_accuracy : 85.404, Current_norm_ED : 0.92
Best_accuracy : 85.479, Best_norm_ED : 0.92
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
다시 | 다시 | 0.9934 True
신장로141번길 | 신장로141번길 | 0.9536 True
생채식 | 생채식 | 0.9673 True
말다 | 말다 | 0.8687 True
긴 | 긴 | 0.9942 True
--------------------------------------------------------------------------------
[26000/70000] Train loss: 0.32895, Valid loss: 0.42041, Elapsed_time: 68399.20929
Current_accuracy : 86.070, Current_norm_ED : 0.92
Best_accuracy : 86.070, Best_norm_ED : 0.92
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
있습니다 | 있습니다 | 0.6355 True
hero | herro | 0.6531 False
이야기 | 이야기 | 0.9673 True
모양 | 모양 | 0.9895 True
peter | peter | 0.8973 True
--------------------------------------------------------------------------------
[27000/70000] Train loss: 0.30779, Valid loss: 0.43651, Elapsed_time: 71025.02699
Current_accuracy : 86.147, Current_norm_ED : 0.92
Best_accuracy : 86.147, Best_norm_ED : 0.92
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
플래그 | 플래그 | 0.9606 True
박물관 | 박물관 | 0.8931 True
이내 | 이내 | 0.8058 True
위험 | 위험 | 0.9861 True
mart | mart | 0.7639 True
--------------------------------------------------------------------------------
[28000/70000] Train loss: 0.30901, Valid loss: 0.41553, Elapsed_time: 73650.33873
Current_accuracy : 86.682, Current_norm_ED : 0.93
Best_accuracy : 86.682, Best_norm_ED : 0.93
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
소방차 | 소방차 | 0.9836 True
사전 | 사전 | 0.9741 True
우무개삼거리 | 우무개삼거리 | 0.9419 True
crabber | crabber | 0.9334 True
향과 | 향과 | 0.9694 True
--------------------------------------------------------------------------------
[29000/70000] Train loss: 0.29988, Valid loss: 0.40218, Elapsed_time: 76276.38828
Current_accuracy : 87.203, Current_norm_ED : 0.93
Best_accuracy : 87.203, Best_norm_ED : 0.93
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
국밥 | 국밥 | 0.9809 True
만해기념관 | 만해기념관 | 0.9708 True
열쇠 | 열쇠 | 0.9866 True
yuko | yuko | 0.9095 True
환경부 | 환경부 | 0.9701 True
--------------------------------------------------------------------------------
[30000/70000] Train loss: 0.29246, Valid loss: 0.40829, Elapsed_time: 78903.28695
Current_accuracy : 86.858, Current_norm_ED : 0.93
Best_accuracy : 87.203, Best_norm_ED : 0.93
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
침수차량 | 침수차량 | 0.6032 True
다원에서 | 다원에서 | 0.9403 True
찾아라 | 찾아라 | 0.9657 True
로보트 | 로트 | 0.2829 False
고속 | 고속 | 0.9482 True
--------------------------------------------------------------------------------
[31000/70000] Train loss: 0.28944, Valid loss: 0.40164, Elapsed_time: 81526.81425
Current_accuracy : 86.834, Current_norm_ED : 0.93
Best_accuracy : 87.203, Best_norm_ED : 0.93
--------------------------------------------------------------------------------
Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
단체예약 | 단체예약 | 0.9684 True
canon | canon | 0.8794 True
여행공동구매 | 여명공동구매 | 0.0140 False
샤브샤브 | 사브샤브 | 0.5578 False
상쾌환 | 상쾌환 | 0.8222 True
--------------------------------------------------------------------------------
[32000/70000] Train loss: 0.26932, Valid loss: 0.39357, Elapsed_time: 84149.28130
Current_accuracy : 87.480, Current_norm_ED : 0.93
Best_accuracy : 87.480, Best_norm_ED : 0.93
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Ground Truth | Prediction | Confidence Score & T/F
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거주자우선 | 거주자우선 | 0.9394 True
옛날 | 옛날 | 0.6158 True
아마치스 | 아마치스 | 0.9822 True
출구 | 출구 | 0.9308 True
why? | why? | 0.9624 True
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[33000/70000] Train loss: 0.26311, Valid loss: 0.40509, Elapsed_time: 86775.85005
Current_accuracy : 87.065, Current_norm_ED : 0.93
Best_accuracy : 87.480, Best_norm_ED : 0.93
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Ground Truth | Prediction | Confidence Score & T/F
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닭강정 | 닭강정 | 0.6402 True
마님에서 | 마님에서 | 0.9806 True
초코디 | 초코디 | 0.8914 True
tire | tire | 0.8720 True
출구 | 출구 | 0.8899 True
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[34000/70000] Train loss: 0.25735, Valid loss: 0.40044, Elapsed_time: 89398.43739
Current_accuracy : 86.923, Current_norm_ED : 0.93
Best_accuracy : 87.480, Best_norm_ED : 0.93
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Ground Truth | Prediction | Confidence Score & T/F
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데일리 | 메리로 | 0.0080 False
성산2교 | 성산2교 | 0.9669 True
2018 | 2018 | 0.9454 True
ever | ever | 0.9631 True
eunpyeong | eunpyeong | 0.8766 True
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[35000/70000] Train loss: 0.24773, Valid loss: 0.38541, Elapsed_time: 92021.90777
Current_accuracy : 87.545, Current_norm_ED : 0.93
Best_accuracy : 87.545, Best_norm_ED : 0.93
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Ground Truth | Prediction | Confidence Score & T/F
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향 | 향 | 0.9786 True
24시 | 24시 | 0.9713 True
ombra | ombra | 0.8618 True
제주 | 제주 | 0.9803 True
남미숙 | 남미숙 | 0.9745 True
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[36000/70000] Train loss: 0.25335, Valid loss: 0.38952, Elapsed_time: 94647.13874
Current_accuracy : 87.180, Current_norm_ED : 0.93
Best_accuracy : 87.545, Best_norm_ED : 0.93
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Ground Truth | Prediction | Confidence Score & T/F
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세균제거 | 세균제거 | 0.9299 True
강남초등학교 | 강남초등학교 | 0.8654 True
청년식탁 | 청년식탁 | 0.9258 True
우리동네 | 우라동비 | 0.9423 False
보 | 노 | 0.5098 False
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[37000/70000] Train loss: 0.22655, Valid loss: 0.37307, Elapsed_time: 97270.98329
Current_accuracy : 88.031, Current_norm_ED : 0.93
Best_accuracy : 88.031, Best_norm_ED : 0.93
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Ground Truth | Prediction | Confidence Score & T/F
--------------------------------------------------------------------------------
즐거운 | 즐거운 | 0.9882 True
the | the | 0.5564 True
1억원 | 1억원 | 0.9788 True
한지추억 | 한지추억 | 0.9716 True
구간내 | 구간내 | 0.7285 True
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