Uploading precision, recall, f1 and latency for Vietnamese dataset
Browse files
Ablation_Results_VI/BERT_MULTILINGUAL_plus_rulebase_report_vi.txt
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CLASSIFICATION REPORT (VIETNAMESE) FOR: BERT MULTILINGUAL + rulebase
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================================================================================
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OVERALL METRICS: Precision: 0.4923 | Recall: 0.5299 | F1-Score: 0.5104
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================================================================================
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Class Precision Recall F1-Score Support
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ACCOUNTNAME 0.2161 0.5447 0.3095 123
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ACCOUNTNUMBER 0.0400 0.0069 0.0118 144
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AGE 0.8333 0.6931 0.7568 101
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AMOUNT 0.7667 0.7244 0.7449 127
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BIC 0.7232 0.7431 0.7330 109
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BITCOINADDRESS 0.8500 1.0000 0.9189 102
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BUILDINGNUMBER 0.7667 0.9426 0.8456 122
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CITY 0.4231 0.0468 0.0843 235
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COMPANYNAME 0.4329 0.8397 0.5713 711
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COUNTY 0.6987 0.4486 0.5464 243
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CREDITCARDCVV 0.8889 1.0000 0.9412 56
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CREDITCARDISSUER 0.7280 0.5723 0.6408 159
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CREDITCARDNUMBER 0.4845 0.4434 0.4631 106
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DATE 0.5314 0.9306 0.6765 173
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DOB 0.0000 0.0000 0.0000 74
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DRIVERLICENSENUM 0.5909 0.2766 0.3768 94
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EMAIL 0.9533 1.0000 0.9761 245
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ETHEREUMADDRESS 0.7273 0.8525 0.7849 122
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EYECOLOR 0.8125 0.6842 0.7429 76
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FIRSTNAME 0.2246 0.3651 0.2781 1397
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GENDER 0.4340 0.1292 0.1991 178
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HEIGHT 0.8156 1.0000 0.8984 115
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IBAN 0.9881 0.7477 0.8513 111
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IPV4 0.0000 0.0000 0.0000 127
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IPV6 1.0000 0.6588 0.7943 85
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JOBAREA 0.4648 0.3143 0.3750 105
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JOBTYPE 0.6984 0.4835 0.5714 182
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LASTNAME 0.3245 0.4188 0.3657 764
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LITECOINADDRESS 0.9459 0.3608 0.5224 97
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MASKEDNUMBER 0.1444 0.2097 0.1711 62
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MIDDLENAME 0.3350 0.4280 0.3759 764
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NEARBYGPSCOORDINATE 0.7353 1.0000 0.8475 100
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ORDINALDIRECTION 0.5618 0.5000 0.5291 100
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PASSPORTNUM 0.6000 0.0323 0.0612 93
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PASSWORD 0.5853 0.9478 0.7236 134
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PHONEIMEI 0.4151 0.1630 0.2340 135
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PHONENUMBER 0.4004 1.0000 0.5718 203
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PIN 0.9796 0.9114 0.9443 158
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PREFIX 0.9049 0.4488 0.6000 2883
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SECONDARYADDRESS 0.5591 0.9111 0.6930 135
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SEX 0.2941 0.5405 0.3810 148
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SSN/CCCD 0.0000 0.0000 0.0000 85
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STATE 0.3886 0.5395 0.4518 152
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STREET 0.5000 0.7521 0.6007 117
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TAXNUM 0.0000 0.0000 0.0000 110
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TIME 0.4901 0.9371 0.6436 159
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URL 0.8472 1.0000 0.9173 122
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USERNAME 0.6218 0.6452 0.6332 186
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VEHICLEVIN 0.9889 0.9889 0.9889 90
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VEHICLEVRM 0.4300 1.0000 0.6014 86
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ZIPCODE 0.6026 0.6528 0.6267 72
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Ablation_Results_VI/BERT_MULTILINGUAL_report_vi.txt
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| 1 |
+
CLASSIFICATION REPORT (VIETNAMESE) FOR: BERT MULTILINGUAL
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================================================================================
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OVERALL METRICS: Precision: 0.4758 | Recall: 0.5151 | F1-Score: 0.4947
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================================================================================
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Class Precision Recall F1-Score Support
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ACCOUNTNAME 0.2161 0.5447 0.3095 123
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ACCOUNTNUMBER 0.0000 0.0000 0.0000 144
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AGE 0.8333 0.6931 0.7568 101
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AMOUNT 0.4500 0.2126 0.2888 127
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BIC 0.8485 0.5138 0.6400 109
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BITCOINADDRESS 0.8031 1.0000 0.8908 102
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BUILDINGNUMBER 0.7667 0.9426 0.8456 122
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CITY 0.4231 0.0468 0.0843 235
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COMPANYNAME 0.4326 0.8397 0.5710 711
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COUNTY 0.6987 0.4486 0.5464 243
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CREDITCARDCVV 0.8889 1.0000 0.9412 56
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CREDITCARDISSUER 0.7222 0.5723 0.6386 159
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CREDITCARDNUMBER 0.5085 0.2830 0.3636 106
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DATE 0.5314 0.9306 0.6765 173
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DOB 0.0000 0.0000 0.0000 74
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DRIVERLICENSENUM 0.5417 0.2766 0.3662 94
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EMAIL 0.9496 1.0000 0.9742 245
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ETHEREUMADDRESS 0.5855 0.9262 0.7175 122
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EYECOLOR 0.8125 0.6842 0.7429 76
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FIRSTNAME 0.2240 0.3651 0.2776 1397
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GENDER 0.4340 0.1292 0.1991 178
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HEIGHT 0.8099 1.0000 0.8949 115
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IBAN 0.9107 0.4595 0.6108 111
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IPV4 0.0000 0.0000 0.0000 127
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IPV6 0.0000 0.0000 0.0000 85
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JOBAREA 0.4648 0.3143 0.3750 105
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JOBTYPE 0.6984 0.4835 0.5714 182
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LASTNAME 0.3236 0.4188 0.3651 764
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LITECOINADDRESS 0.8493 0.6392 0.7294 97
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MASKEDNUMBER 0.0784 0.1290 0.0976 62
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MIDDLENAME 0.3388 0.4359 0.3812 764
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NEARBYGPSCOORDINATE 0.6623 1.0000 0.7968 100
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ORDINALDIRECTION 0.5618 0.5000 0.5291 100
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PASSPORTNUM 0.6000 0.0323 0.0612 93
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PASSWORD 0.5799 0.9478 0.7195 134
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PHONEIMEI 0.1296 0.0519 0.0741 135
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PHONENUMBER 0.3580 1.0000 0.5273 203
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PIN 0.9664 0.9114 0.9381 158
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PREFIX 0.9049 0.4488 0.6000 2883
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SECONDARYADDRESS 0.5591 0.9111 0.6930 135
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SEX 0.2941 0.5405 0.3810 148
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SSN/CCCD 0.0000 0.0000 0.0000 85
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STATE 0.3886 0.5395 0.4518 152
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STREET 0.5000 0.7521 0.6007 117
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TAXNUM 0.0000 0.0000 0.0000 110
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TIME 0.4816 0.9057 0.6288 159
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URL 0.7312 0.9590 0.8298 122
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USERNAME 0.6154 0.6452 0.6299 186
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VEHICLEVIN 0.9889 0.9889 0.9889 90
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VEHICLEVRM 0.4175 1.0000 0.5890 86
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ZIPCODE 0.4234 0.6528 0.5137 72
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Ablation_Results_VI/ablation_study_summary_vi.csv
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Configuration,Precision,Recall,F1-Score,Inference Latency (ms/sample),Inference Latency (ms/token)
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BERT MULTILINGUAL + rulebase,0.4923,0.5299,0.5104,6.28,0.0314
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BERT MULTILINGUAL,0.4758,0.5151,0.4947,6.28,0.0314
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