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

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Files changed (9) hide show
  1. Ablation_Results/BERT_plus_CRF_plus_augment_data_plus_rulebase_report.txt +54 -0
  2. Ablation_Results/BERT_plus_CRF_plus_augment_data_report.txt +54 -0
  3. Ablation_Results/BERT_plus_CRF_plus_rulebase_report.txt +54 -0
  4. Ablation_Results/BERT_plus_CRF_report.txt +54 -0
  5. Ablation_Results/BERT_plus_augment_data_plus_rulebase_report.txt +54 -0
  6. Ablation_Results/BERT_plus_augment_data_report.txt +54 -0
  7. Ablation_Results/Only_BERT_plus_rulebase_report.txt +54 -0
  8. Ablation_Results/Only_BERT_report.txt +54 -0
  9. Ablation_Results/ablation_study_summary.csv +9 -0
Ablation_Results/BERT_plus_CRF_plus_augment_data_plus_rulebase_report.txt ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ CLASSIFICATION REPORT FOR: BERT + CRF + augment data + rulebase
2
+ ================================================================================
3
+ OVERALL METRICS: Precision: 0.6493 | Recall: 0.6940 | F1-Score: 0.6709
4
+ ================================================================================
5
+ Class Precision Recall F1-Score Support
6
+ ACCOUNTNAME 0.7005 0.6571 0.6781 210
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+ ACCOUNTNUMBER 0.2875 0.1643 0.2091 140
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Ablation_Results/BERT_plus_CRF_plus_augment_data_report.txt ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ CLASSIFICATION REPORT FOR: BERT + CRF + augment data
2
+ ================================================================================
3
+ OVERALL METRICS: Precision: 0.6270 | Recall: 0.6778 | F1-Score: 0.6514
4
+ ================================================================================
5
+ Class Precision Recall F1-Score Support
6
+ ACCOUNTNAME 0.7005 0.6571 0.6781 210
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+ ACCOUNTNUMBER 0.2791 0.1714 0.2124 140
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+ CREDITCARDCVV 0.8835 0.8922 0.8878 102
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+ TAXNUM 0.1913 0.2391 0.2126 92
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+ TIME 0.7513 0.7048 0.7273 210
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+ URL 0.7564 0.9219 0.8310 128
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Ablation_Results/BERT_plus_CRF_plus_rulebase_report.txt ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ CLASSIFICATION REPORT FOR: BERT + CRF + rulebase
2
+ ================================================================================
3
+ OVERALL METRICS: Precision: 0.6393 | Recall: 0.6912 | F1-Score: 0.6642
4
+ ================================================================================
5
+ Class Precision Recall F1-Score Support
6
+ ACCOUNTNAME 0.0000 0.0000 0.0000 210
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+ ACCOUNTNUMBER 0.4110 0.2143 0.2817 140
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+ AGE 0.9194 0.9828 0.9500 58
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+ ZIPCODE 0.6031 0.8931 0.7200 131
Ablation_Results/BERT_plus_CRF_report.txt ADDED
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1
+ CLASSIFICATION REPORT FOR: BERT + CRF
2
+ ================================================================================
3
+ OVERALL METRICS: Precision: 0.6160 | Recall: 0.6703 | F1-Score: 0.6420
4
+ ================================================================================
5
+ Class Precision Recall F1-Score Support
6
+ ACCOUNTNAME 0.0000 0.0000 0.0000 210
7
+ ACCOUNTNUMBER 0.3766 0.2071 0.2673 140
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+ AGE 0.9194 0.9828 0.9500 58
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Ablation_Results/BERT_plus_augment_data_plus_rulebase_report.txt ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ CLASSIFICATION REPORT FOR: BERT + augment data + rulebase
2
+ ================================================================================
3
+ OVERALL METRICS: Precision: 0.6265 | Recall: 0.6840 | F1-Score: 0.6540
4
+ ================================================================================
5
+ Class Precision Recall F1-Score Support
6
+ ACCOUNTNAME 0.7377 0.6429 0.6870 210
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+ ACCOUNTNUMBER 0.2584 0.1643 0.2009 140
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Ablation_Results/BERT_plus_augment_data_report.txt ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ CLASSIFICATION REPORT FOR: BERT + augment data
2
+ ================================================================================
3
+ OVERALL METRICS: Precision: 0.6052 | Recall: 0.6776 | F1-Score: 0.6393
4
+ ================================================================================
5
+ Class Precision Recall F1-Score Support
6
+ ACCOUNTNAME 0.7377 0.6429 0.6870 210
7
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Ablation_Results/Only_BERT_plus_rulebase_report.txt ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ CLASSIFICATION REPORT FOR: Only BERT + rulebase
2
+ ================================================================================
3
+ OVERALL METRICS: Precision: 0.5314 | Recall: 0.5993 | F1-Score: 0.5633
4
+ ================================================================================
5
+ Class Precision Recall F1-Score Support
6
+ ACCOUNTNAME 0.0000 0.0000 0.0000 210
7
+ ACCOUNTNUMBER 0.2312 0.5500 0.3256 140
8
+ AGE 0.9298 0.9138 0.9217 58
9
+ AMOUNT 0.5156 0.8639 0.6458 191
10
+ BIC 0.6167 0.9524 0.7487 147
11
+ BITCOINADDRESS 0.7419 0.9079 0.8166 76
12
+ BUILDINGNUMBER 0.2500 0.6392 0.3594 97
13
+ CITY 0.3067 0.4650 0.3696 157
14
+ COMPANYNAME 0.5789 0.0362 0.0681 304
15
+ COUNTY 0.5960 0.5130 0.5514 115
16
+ CREDITCARDCVV 0.8558 0.8725 0.8641 102
17
+ CREDITCARDISSUER 0.0920 0.1270 0.1067 63
18
+ CREDITCARDNUMBER 0.5286 0.2102 0.3008 176
19
+ DATE 0.8372 0.9664 0.8972 149
20
+ DOB 1.0000 0.8986 0.9466 138
21
+ DRIVERLICENSENUM 0.2174 0.0282 0.0500 177
22
+ EMAIL 0.9700 0.9463 0.9580 205
23
+ ETHEREUMADDRESS 1.0000 0.6410 0.7813 195
24
+ EYECOLOR 0.9474 0.8911 0.9184 101
25
+ FIRSTNAME 0.5467 0.8025 0.6504 481
26
+ GENDER 0.9945 0.4918 0.6581 366
27
+ HEIGHT 0.6176 0.8400 0.7119 50
28
+ IBAN 0.7500 0.7748 0.7622 151
29
+ IPADDRESS 0.8251 0.8436 0.8343 358
30
+ JOBAREA 0.6098 0.1894 0.2890 132
31
+ JOBTYPE 0.8929 0.4505 0.5988 222
32
+ LASTNAME 0.3688 0.5694 0.4477 353
33
+ LITECOINADDRESS 0.9174 0.7986 0.8538 139
34
+ MASKEDNUMBER 0.0000 0.0000 0.0000 95
35
+ MIDDLENAME 0.4531 0.6444 0.5321 135
36
+ NEARBYGPSCOORDINATE 1.0000 0.4819 0.6504 83
37
+ ORDINALDIRECTION 0.6154 0.2000 0.3019 80
38
+ PASSPORTNUM 0.3030 0.1250 0.1770 160
39
+ PASSWORD 0.5312 0.1848 0.2742 92
40
+ PHONEIMEI 0.3978 0.3008 0.3426 123
41
+ PHONENUMBER 0.3434 0.7907 0.4789 129
42
+ PIN 0.7377 0.8911 0.8072 101
43
+ PREFIX 0.7864 0.7507 0.7681 353
44
+ SECONDARYADDRESS 0.8299 0.7093 0.7649 172
45
+ SSN/CCCD 0.3411 0.7458 0.4681 118
46
+ STATE 0.5425 0.6571 0.5943 175
47
+ STREET 0.5709 0.8777 0.6918 188
48
+ TAXNUM 0.3889 0.0761 0.1273 92
49
+ TIME 0.7523 0.7952 0.7731 210
50
+ URL 0.9903 0.7969 0.8831 128
51
+ USERNAME 0.1520 0.1844 0.1667 141
52
+ VEHICLEVIN 0.8779 0.9426 0.9091 122
53
+ VEHICLEVRM 0.7488 0.8708 0.8052 178
54
+ ZIPCODE 0.4449 0.8015 0.5722 131
Ablation_Results/Only_BERT_report.txt ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ CLASSIFICATION REPORT FOR: Only BERT
2
+ ================================================================================
3
+ OVERALL METRICS: Precision: 0.4855 | Recall: 0.5674 | F1-Score: 0.5233
4
+ ================================================================================
5
+ Class Precision Recall F1-Score Support
6
+ ACCOUNTNAME 0.0000 0.0000 0.0000 210
7
+ ACCOUNTNUMBER 0.2101 0.5357 0.3018 140
8
+ AGE 0.9298 0.9138 0.9217 58
9
+ AMOUNT 0.3784 0.6597 0.4809 191
10
+ BIC 0.7831 0.8844 0.8307 147
11
+ BITCOINADDRESS 0.6106 0.9079 0.7302 76
12
+ BUILDINGNUMBER 0.2470 0.6392 0.3563 97
13
+ CITY 0.3067 0.4650 0.3696 157
14
+ COMPANYNAME 0.5789 0.0362 0.0681 304
15
+ COUNTY 0.5960 0.5130 0.5514 115
16
+ CREDITCARDCVV 0.8396 0.8725 0.8558 102
17
+ CREDITCARDISSUER 0.0842 0.1270 0.1013 63
18
+ CREDITCARDNUMBER 0.4118 0.1591 0.2295 176
19
+ DATE 0.7500 0.9262 0.8288 149
20
+ DOB 1.0000 0.9203 0.9585 138
21
+ DRIVERLICENSENUM 0.0000 0.0000 0.0000 177
22
+ EMAIL 0.9532 0.7951 0.8670 205
23
+ ETHEREUMADDRESS 0.8133 0.6923 0.7479 195
24
+ EYECOLOR 0.9474 0.8911 0.9184 101
25
+ FIRSTNAME 0.5467 0.8025 0.6504 481
26
+ GENDER 0.9945 0.4918 0.6581 366
27
+ HEIGHT 0.6176 0.8400 0.7119 50
28
+ IBAN 0.6311 0.5099 0.5641 151
29
+ IPADDRESS 0.7688 0.8268 0.7968 358
30
+ JOBAREA 0.5952 0.1894 0.2874 132
31
+ JOBTYPE 0.8850 0.4505 0.5970 222
32
+ LASTNAME 0.3711 0.5751 0.4511 353
33
+ LITECOINADDRESS 0.8741 0.8993 0.8865 139
34
+ MASKEDNUMBER 0.0000 0.0000 0.0000 95
35
+ MIDDLENAME 0.4531 0.6444 0.5321 135
36
+ NEARBYGPSCOORDINATE 0.0000 0.0000 0.0000 83
37
+ ORDINALDIRECTION 0.6154 0.2000 0.3019 80
38
+ PASSPORTNUM 0.0000 0.0000 0.0000 160
39
+ PASSWORD 0.5152 0.1848 0.2720 92
40
+ PHONEIMEI 0.2436 0.1545 0.1891 123
41
+ PHONENUMBER 0.2760 0.7829 0.4081 129
42
+ PIN 0.6569 0.8911 0.7563 101
43
+ PREFIX 0.7864 0.7507 0.7681 353
44
+ SECONDARYADDRESS 0.8299 0.7093 0.7649 172
45
+ SSN/CCCD 0.2914 0.7458 0.4190 118
46
+ STATE 0.5425 0.6571 0.5943 175
47
+ STREET 0.5709 0.8777 0.6918 188
48
+ TAXNUM 0.0000 0.0000 0.0000 92
49
+ TIME 0.7418 0.7524 0.7470 210
50
+ URL 0.6429 0.6328 0.6378 128
51
+ USERNAME 0.1469 0.1844 0.1635 141
52
+ VEHICLEVIN 0.8273 0.9426 0.8812 122
53
+ VEHICLEVRM 0.6453 0.7360 0.6877 178
54
+ ZIPCODE 0.3591 0.8168 0.4988 131
Ablation_Results/ablation_study_summary.csv ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
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