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Uploading precision, recall, f1, LATENCY AND JSON PREDICTIONS for English Evaluation.

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  1. Ablation_Results/BERT_plus_CRF_plus_augment_data_plus_rulebase_report.txt +30 -48
  2. Ablation_Results/BERT_plus_CRF_plus_augment_data_report.txt +30 -48
  3. Ablation_Results/ablation_study_summary.csv +2 -2
  4. Ablation_Results/predictions_BERT_plus_CRF_plus_augment_data.json +0 -0
  5. Ablation_Results/predictions_BERT_plus_CRF_plus_augment_data_plus_rulebase.json +0 -0
Ablation_Results/BERT_plus_CRF_plus_augment_data_plus_rulebase_report.txt CHANGED
@@ -1,52 +1,34 @@
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data + rulebase
2
  ================================================================================
3
- OVERALL METRICS: Precision: 0.8853 | Recall: 0.8616 | F1-Score: 0.8733
4
  ================================================================================
5
  Class Precision Recall F1-Score Support
6
- ACCOUNTNAME 1.0000 0.2192 0.3596 146
7
- ACCOUNTNUMBER 1.0000 1.0000 1.0000 148
8
- AGE 0.9904 1.0000 0.9952 103
9
- AMOUNT 0.7834 0.8483 0.8146 145
10
- BIC 0.8140 1.0000 0.8974 35
11
- BITCOINADDRESS 0.9504 0.9914 0.9705 116
12
- BUILDINGNUMBER 0.9836 0.9091 0.9449 132
13
- CITY 0.9919 1.0000 0.9959 122
14
- COMPANYNAME 0.9850 1.0000 0.9924 131
15
- COUNTY 0.9911 1.0000 0.9955 111
16
- CREDITCARDCVV 0.9796 1.0000 0.9897 48
17
- CREDITCARDISSUER 0.9892 1.0000 0.9946 92
18
- CREDITCARDNUMBER 0.8506 0.9924 0.9161 132
19
- CURRENCYSYMBOL 0.0000 0.0000 0.0000 148
20
- DATE 0.8728 0.9614 0.9149 207
21
- DOB 0.9083 0.7857 0.8426 126
22
- EMAIL 1.0000 1.0000 1.0000 177
23
- ETHEREUMADDRESS 1.0000 1.0000 1.0000 76
24
- EYECOLOR 1.0000 1.0000 1.0000 42
25
- FIRSTNAME 0.9876 0.9785 0.9831 652
26
- GENDER 1.0000 0.9959 0.9979 241
27
- HEIGHT 0.7778 1.0000 0.8750 35
28
- IBAN 1.0000 1.0000 1.0000 87
29
- IP_ADDRESS 0.0000 0.0000 0.0000 326
30
- JOBAREA 0.7366 1.0000 0.8483 137
31
- JOBTYPE 1.0000 0.4815 0.6500 270
32
- LASTNAME 0.9823 0.9528 0.9673 233
33
- LITECOINADDRESS 0.9796 0.8889 0.9320 54
34
- MASKEDNUMBER 0.9884 0.7589 0.8586 112
35
- MIDDLENAME 0.9038 0.9860 0.9431 143
36
- NEARBYGPSCOORDINATE 1.0000 1.0000 1.0000 81
37
- ORDINALDIRECTION 0.9667 1.0000 0.9831 58
38
- PASSWORD 1.0000 1.0000 1.0000 130
39
- PHONEIMEI 1.0000 1.0000 1.0000 87
40
- PHONENUMBER 1.0000 1.0000 1.0000 114
41
- PIN 0.9756 1.0000 0.9877 40
42
- PREFIX 0.9076 0.9882 0.9462 169
43
- SECONDARYADDRESS 1.0000 0.9823 0.9911 113
44
- SSN/CCCD 1.0000 1.0000 1.0000 76
45
- STATE 0.9930 0.9930 0.9930 142
46
- STREET 1.0000 1.0000 1.0000 129
47
- TIME 0.8333 1.0000 0.9091 140
48
- URL 1.0000 1.0000 1.0000 139
49
- USERNAME 1.0000 1.0000 1.0000 148
50
- VEHICLEVIN 0.9804 1.0000 0.9901 50
51
- VEHICLEVRM 1.0000 1.0000 1.0000 45
52
- ZIPCODE 0.9043 0.9369 0.9204 111
 
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data + rulebase
2
  ================================================================================
3
+ OVERALL METRICS: Precision: 0.2910 | Recall: 0.5961 | F1-Score: 0.3911
4
  ================================================================================
5
  Class Precision Recall F1-Score Support
6
+ ACCOUNTNUMBER 0.0179 0.1277 0.0314 141
7
+ BIC 0.1316 0.8929 0.2294 28
8
+ CITY 0.1056 0.9375 0.1899 128
9
+ COMPANYNAME 0.7104 0.8486 0.7734 185
10
+ COUNTRY 0.0000 0.0000 0.0000 71
11
+ CREDITCARDNUMBER 0.7747 0.6848 0.7270 663
12
+ CVV 0.0000 0.0000 0.0000 3
13
+ DATE 0.4072 0.9162 0.5638 1157
14
+ DOB 0.9182 0.7220 0.8084 2331
15
+ EMAIL 0.9791 0.9819 0.9805 1049
16
+ FIRSTNAME 0.5017 0.8609 0.6340 1172
17
+ IP_ADDRESS 0.0000 0.0000 0.0000 962
18
+ LASTNAME 0.4988 0.7994 0.6143 1057
19
+ NATIONAL_ID 0.0000 0.0000 0.0000 46
20
+ NEARBYGPSCOORDINATE 0.7025 1.0000 0.8252 85
21
+ PASSWORD 0.4658 0.5763 0.5152 59
22
+ PHONENUMBER 0.6898 0.7157 0.7025 904
23
+ PIN 0.0000 0.0000 0.0000 2
24
+ SSN_CCCD 0.1552 0.0054 0.0105 1661
25
+ STATE 0.0293 0.4074 0.0547 27
26
+ STREET 0.5575 0.8976 0.6878 869
27
+ TAXNUM 0.0372 0.3478 0.0672 23
28
+ TIME 0.2840 0.8679 0.4279 106
29
+ UNIQUE_IDENTIFIER 0.0000 0.0000 0.0000 189
30
+ URL 0.3239 1.0000 0.4894 23
31
+ USERNAME 0.9417 0.3343 0.4934 338
32
+ VEHICLEVIN 0.8835 0.9286 0.9055 98
33
+ VEHICLEVRM 0.0000 0.0000 0.0000 579
34
+ ZIPCODE 0.0466 0.8365 0.0883 104
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Ablation_Results/BERT_plus_CRF_plus_augment_data_report.txt CHANGED
@@ -1,52 +1,34 @@
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data
2
  ================================================================================
3
- OVERALL METRICS: Precision: 0.8928 | Recall: 0.8636 | F1-Score: 0.8780
4
  ================================================================================
5
  Class Precision Recall F1-Score Support
6
- ACCOUNTNAME 1.0000 0.2192 0.3596 146
7
- ACCOUNTNUMBER 1.0000 1.0000 1.0000 148
8
- AGE 0.9904 1.0000 0.9952 103
9
- AMOUNT 0.8052 0.8552 0.8294 145
10
- BIC 1.0000 1.0000 1.0000 35
11
- BITCOINADDRESS 0.9504 0.9914 0.9705 116
12
- BUILDINGNUMBER 0.9836 0.9091 0.9449 132
13
- CITY 0.9919 1.0000 0.9959 122
14
- COMPANYNAME 0.9850 1.0000 0.9924 131
15
- COUNTY 0.9911 1.0000 0.9955 111
16
- CREDITCARDCVV 0.9796 1.0000 0.9897 48
17
- CREDITCARDISSUER 0.9892 1.0000 0.9946 92
18
- CREDITCARDNUMBER 0.8506 0.9924 0.9161 132
19
- CURRENCYSYMBOL 0.0000 0.0000 0.0000 148
20
- DATE 0.8728 0.9614 0.9149 207
21
- DOB 0.8947 0.8095 0.8500 126
22
- EMAIL 1.0000 1.0000 1.0000 177
23
- ETHEREUMADDRESS 1.0000 1.0000 1.0000 76
24
- EYECOLOR 1.0000 1.0000 1.0000 42
25
- FIRSTNAME 0.9876 0.9785 0.9831 652
26
- GENDER 1.0000 0.9959 0.9979 241
27
- HEIGHT 0.7778 1.0000 0.8750 35
28
- IBAN 1.0000 1.0000 1.0000 87
29
- IP_ADDRESS 0.0000 0.0000 0.0000 326
30
- JOBAREA 0.7366 1.0000 0.8483 137
31
- JOBTYPE 1.0000 0.4815 0.6500 270
32
- LASTNAME 0.9823 0.9528 0.9673 233
33
- LITECOINADDRESS 0.9796 0.8889 0.9320 54
34
- MASKEDNUMBER 0.9775 0.7768 0.8657 112
35
- MIDDLENAME 0.9038 0.9860 0.9431 143
36
- NEARBYGPSCOORDINATE 1.0000 1.0000 1.0000 81
37
- ORDINALDIRECTION 0.9667 1.0000 0.9831 58
38
- PASSWORD 1.0000 1.0000 1.0000 130
39
- PHONEIMEI 1.0000 1.0000 1.0000 87
40
- PHONENUMBER 1.0000 1.0000 1.0000 114
41
- PIN 0.9756 1.0000 0.9877 40
42
- PREFIX 0.9076 0.9882 0.9462 169
43
- SECONDARYADDRESS 1.0000 1.0000 1.0000 113
44
- SSN/CCCD 1.0000 1.0000 1.0000 76
45
- STATE 0.9930 0.9930 0.9930 142
46
- STREET 1.0000 1.0000 1.0000 129
47
- TIME 1.0000 1.0000 1.0000 140
48
- URL 1.0000 1.0000 1.0000 139
49
- USERNAME 1.0000 1.0000 1.0000 148
50
- VEHICLEVIN 1.0000 1.0000 1.0000 50
51
- VEHICLEVRM 1.0000 1.0000 1.0000 45
52
- ZIPCODE 0.9160 0.9820 0.9478 111
 
1
  CLASSIFICATION REPORT FOR: BERT + CRF + augment data
2
  ================================================================================
3
+ OVERALL METRICS: Precision: 0.2823 | Recall: 0.5743 | F1-Score: 0.3785
4
  ================================================================================
5
  Class Precision Recall F1-Score Support
6
+ ACCOUNTNUMBER 0.0114 0.0922 0.0203 141
7
+ BIC 0.4889 0.7857 0.6027 28
8
+ CITY 0.1054 0.9375 0.1894 128
9
+ COMPANYNAME 0.7104 0.8486 0.7734 185
10
+ COUNTRY 0.0000 0.0000 0.0000 71
11
+ CREDITCARDNUMBER 0.7421 0.6033 0.6656 663
12
+ CVV 0.0000 0.0000 0.0000 3
13
+ DATE 0.4376 0.8902 0.5867 1157
14
+ DOB 0.9050 0.7679 0.8308 2331
15
+ EMAIL 0.9488 0.6883 0.7978 1049
16
+ FIRSTNAME 0.5010 0.8626 0.6339 1172
17
+ IP_ADDRESS 0.0000 0.0000 0.0000 962
18
+ LASTNAME 0.4982 0.8004 0.6142 1057
19
+ NATIONAL_ID 0.0000 0.0000 0.0000 46
20
+ NEARBYGPSCOORDINATE 0.7456 1.0000 0.8543 85
21
+ PASSWORD 0.4658 0.5763 0.5152 59
22
+ PHONENUMBER 0.6407 0.7102 0.6737 904
23
+ PIN 0.0000 0.0000 0.0000 2
24
+ SSN_CCCD 0.0000 0.0000 0.0000 1661
25
+ STATE 0.0293 0.4074 0.0547 27
26
+ STREET 0.5575 0.8976 0.6878 869
27
+ TAXNUM 0.0283 0.3478 0.0523 23
28
+ TIME 0.3077 0.8679 0.4543 106
29
+ UNIQUE_IDENTIFIER 0.0000 0.0000 0.0000 189
30
+ URL 0.2530 0.9130 0.3962 23
31
+ USERNAME 0.8898 0.3343 0.4860 338
32
+ VEHICLEVIN 0.8585 0.9286 0.8922 98
33
+ VEHICLEVRM 0.0000 0.0000 0.0000 579
34
+ ZIPCODE 0.0569 0.8365 0.1065 104
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Ablation_Results/ablation_study_summary.csv CHANGED
@@ -1,3 +1,3 @@
1
  Configuration,Precision,Recall,F1-Score,Inference Latency (ms/sample),Inference Latency (ms/token)
2
- BERT + CRF + augment data,0.8928,0.8636,0.878,21.07,0.1054
3
- BERT + CRF + augment data + rulebase,0.8853,0.8616,0.8733,21.07,0.1054
 
1
  Configuration,Precision,Recall,F1-Score,Inference Latency (ms/sample),Inference Latency (ms/token)
2
+ BERT + CRF + augment data + rulebase,0.291,0.5961,0.3911,22.31,0.1115
3
+ BERT + CRF + augment data,0.2823,0.5743,0.3785,22.31,0.1115
Ablation_Results/predictions_BERT_plus_CRF_plus_augment_data.json CHANGED
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Ablation_Results/predictions_BERT_plus_CRF_plus_augment_data_plus_rulebase.json CHANGED
The diff for this file is too large to render. See raw diff