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Uploading precision, recall, f1 and latency for 8 ablation configurations on real test set

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  1. Ablation_Results/BERT_MULTILINGUAL_plus_rulebase_report.txt +54 -0
  2. Ablation_Results/BERT_MULTILINGUAL_report.txt +54 -0
  3. Ablation_Results/ablation_study_summary.csv +2 -8
Ablation_Results/BERT_MULTILINGUAL_plus_rulebase_report.txt ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ CLASSIFICATION REPORT FOR: BERT MULTILINGUAL + rulebase
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+ ================================================================================
3
+ OVERALL METRICS: Precision: 0.5896 | Recall: 0.6488 | F1-Score: 0.6178
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+ ================================================================================
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+ Class Precision Recall F1-Score Support
6
+ ACCOUNTNAME 0.7030 0.6762 0.6893 210
7
+ ACCOUNTNUMBER 0.4231 0.1571 0.2292 140
8
+ AGE 0.9500 0.9828 0.9661 58
9
+ AMOUNT 0.7418 0.8272 0.7822 191
10
+ BIC 0.8148 0.8980 0.8544 147
11
+ BITCOINADDRESS 0.7170 1.0000 0.8352 76
12
+ BUILDINGNUMBER 0.3276 0.9794 0.4910 97
13
+ CITY 0.3930 0.6433 0.4879 157
14
+ COMPANYNAME 0.4898 0.5526 0.5193 304
15
+ COUNTY 0.9592 0.4087 0.5732 115
16
+ CREDITCARDCVV 0.9107 1.0000 0.9533 102
17
+ CREDITCARDISSUER 0.6667 0.3175 0.4301 63
18
+ CREDITCARDNUMBER 0.6269 0.2386 0.3457 176
19
+ DATE 0.4530 0.9060 0.6040 149
20
+ DOB 0.0000 0.0000 0.0000 138
21
+ DRIVERLICENSENUM 0.4545 0.7062 0.5531 177
22
+ EMAIL 0.9848 0.9512 0.9677 205
23
+ ETHEREUMADDRESS 0.7047 0.6974 0.7010 195
24
+ EYECOLOR 1.0000 0.8614 0.9255 101
25
+ FIRSTNAME 0.4501 0.8898 0.5978 481
26
+ GENDER 0.9555 0.6448 0.7700 366
27
+ HEIGHT 0.6410 1.0000 0.7813 50
28
+ IBAN 0.9431 0.7682 0.8467 151
29
+ IPADDRESS 1.0000 0.3380 0.5052 358
30
+ JOBAREA 0.8750 0.3712 0.5213 132
31
+ JOBTYPE 0.5714 0.0901 0.1556 222
32
+ LASTNAME 0.4503 0.6034 0.5157 353
33
+ LITECOINADDRESS 0.9818 0.3885 0.5567 139
34
+ MASKEDNUMBER 0.4779 0.5684 0.5192 95
35
+ MIDDLENAME 0.5714 0.6815 0.6216 135
36
+ NEARBYGPSCOORDINATE 0.7043 0.9759 0.8182 83
37
+ ORDINALDIRECTION 0.8108 0.3750 0.5128 80
38
+ PASSPORTNUM 0.4658 0.4250 0.4444 160
39
+ PASSWORD 0.7639 0.5978 0.6707 92
40
+ PHONEIMEI 0.8837 0.3089 0.4578 123
41
+ PHONENUMBER 0.3201 0.7519 0.4491 129
42
+ PIN 0.7217 0.8218 0.7685 101
43
+ PREFIX 0.8276 0.8839 0.8548 353
44
+ SECONDARYADDRESS 0.9437 0.8779 0.9096 172
45
+ SSN/CCCD 0.0000 0.0000 0.0000 118
46
+ STATE 0.5495 0.5714 0.5602 175
47
+ STREET 0.5954 0.9628 0.7358 188
48
+ TAXNUM 0.2436 0.2065 0.2235 92
49
+ TIME 0.7415 0.8333 0.7848 210
50
+ URL 0.7826 0.9844 0.8720 128
51
+ USERNAME 0.5635 0.5035 0.5318 141
52
+ VEHICLEVIN 0.9504 0.9426 0.9465 122
53
+ VEHICLEVRM 0.8718 0.7640 0.8144 178
54
+ ZIPCODE 0.6243 0.9008 0.7375 131
Ablation_Results/BERT_MULTILINGUAL_report.txt ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ CLASSIFICATION REPORT FOR: BERT MULTILINGUAL
2
+ ================================================================================
3
+ OVERALL METRICS: Precision: 0.5559 | Recall: 0.6246 | F1-Score: 0.5883
4
+ ================================================================================
5
+ Class Precision Recall F1-Score Support
6
+ ACCOUNTNAME 0.6961 0.6762 0.6860 210
7
+ ACCOUNTNUMBER 0.3750 0.1500 0.2143 140
8
+ AGE 0.9500 0.9828 0.9661 58
9
+ AMOUNT 0.6620 0.7487 0.7027 191
10
+ BIC 0.9318 0.8367 0.8817 147
11
+ BITCOINADDRESS 0.4368 1.0000 0.6080 76
12
+ BUILDINGNUMBER 0.3199 0.9794 0.4822 97
13
+ CITY 0.3930 0.6433 0.4879 157
14
+ COMPANYNAME 0.4913 0.5592 0.5231 304
15
+ COUNTY 0.9592 0.4087 0.5732 115
16
+ CREDITCARDCVV 0.8860 0.9902 0.9352 102
17
+ CREDITCARDISSUER 0.6667 0.3175 0.4301 63
18
+ CREDITCARDNUMBER 0.6000 0.1705 0.2655 176
19
+ DATE 0.4456 0.8792 0.5914 149
20
+ DOB 0.0000 0.0000 0.0000 138
21
+ DRIVERLICENSENUM 0.4252 0.7062 0.5308 177
22
+ EMAIL 0.9538 0.9073 0.9300 205
23
+ ETHEREUMADDRESS 0.5344 0.8359 0.6520 195
24
+ EYECOLOR 1.0000 0.8614 0.9255 101
25
+ FIRSTNAME 0.4491 0.8898 0.5969 481
26
+ GENDER 0.9440 0.6448 0.7662 366
27
+ HEIGHT 0.6410 1.0000 0.7813 50
28
+ IBAN 0.8485 0.5563 0.6720 151
29
+ IPADDRESS 0.0000 0.0000 0.0000 358
30
+ JOBAREA 0.8621 0.3788 0.5263 132
31
+ JOBTYPE 0.5714 0.0901 0.1556 222
32
+ LASTNAME 0.4475 0.6034 0.5139 353
33
+ LITECOINADDRESS 0.8020 0.5827 0.6750 139
34
+ MASKEDNUMBER 0.4122 0.5684 0.4779 95
35
+ MIDDLENAME 0.5644 0.6815 0.6174 135
36
+ NEARBYGPSCOORDINATE 0.6750 0.9759 0.7980 83
37
+ ORDINALDIRECTION 0.8108 0.3750 0.5128 80
38
+ PASSPORTNUM 0.6238 0.3937 0.4828 160
39
+ PASSWORD 0.7639 0.5978 0.6707 92
40
+ PHONEIMEI 0.6250 0.2033 0.3067 123
41
+ PHONENUMBER 0.2931 0.7519 0.4217 129
42
+ PIN 0.6694 0.8218 0.7378 101
43
+ PREFIX 0.8276 0.8839 0.8548 353
44
+ SECONDARYADDRESS 0.9437 0.8779 0.9096 172
45
+ SSN/CCCD 0.0000 0.0000 0.0000 118
46
+ STATE 0.5495 0.5714 0.5602 175
47
+ STREET 0.5954 0.9628 0.7358 188
48
+ TAXNUM 0.2500 0.1848 0.2125 92
49
+ TIME 0.7682 0.8048 0.7860 210
50
+ URL 0.6851 0.9688 0.8026 128
51
+ USERNAME 0.5338 0.5035 0.5182 141
52
+ VEHICLEVIN 0.9426 0.9426 0.9426 122
53
+ VEHICLEVRM 0.8056 0.6517 0.7205 178
54
+ ZIPCODE 0.4979 0.9008 0.6413 131
Ablation_Results/ablation_study_summary.csv CHANGED
@@ -1,9 +1,3 @@
1
  Configuration,Precision,Recall,F1-Score,Inference Latency (ms/sample),Inference Latency (ms/token)
2
- BERT + CRF + augment data + rulebase,0.6493,0.694,0.6709,24.18,0.1209
3
- BERT + CRF + rulebase,0.6393,0.6912,0.6642,21.6,0.108
4
- BERT + augment data + rulebase,0.6265,0.684,0.654,6.72,0.0336
5
- BERT + CRF + augment data,0.627,0.6778,0.6514,24.18,0.1209
6
- BERT + CRF,0.616,0.6703,0.642,21.6,0.108
7
- BERT + augment data,0.6052,0.6776,0.6393,6.72,0.0336
8
- Only BERT + rulebase,0.5314,0.5993,0.5633,6.12,0.0306
9
- Only BERT,0.4855,0.5674,0.5233,6.12,0.0306
 
1
  Configuration,Precision,Recall,F1-Score,Inference Latency (ms/sample),Inference Latency (ms/token)
2
+ BERT MULTILINGUAL + rulebase,0.5896,0.6488,0.6178,6.22,0.0311
3
+ BERT MULTILINGUAL,0.5559,0.6246,0.5883,6.22,0.0311