End of training

README.md

@@ -16,7 +16,7 @@ should probably proofread and complete it, then remove this comment. -->
 
 This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on an unknown dataset.
 It achieves the following results on the evaluation set:
-- Loss: 0.8172
+- Loss: 0.8354
 
 ## Model description
 
@@ -47,31 +47,31 @@ The following hyperparameters were used during training:
 
 | Training Loss | Epoch | Step  | Validation Loss |
 |:-------------:|:-----:|:-----:|:---------------:|
-| 2.2269        | 1.0   | 3787  | 1.9074          |
-| 1.2027        | 2.0   | 7574  | 1.1338          |
-| 0.9803        | 3.0   | 11361 | 0.9422          |
-| 0.8588        | 4.0   | 15148 | 0.8633          |
-| 0.7919        | 5.0   | 18935 | 0.8463          |
-| 0.7237        | 6.0   | 22722 | 0.8219          |
-| 0.7398        | 7.0   | 26509 | 0.8172          |
-| 0.6788        | 8.0   | 30296 | 0.8230          |
-| 0.6563        | 9.0   | 34083 | 0.8261          |
-| 0.6689        | 10.0  | 37870 | 0.8181          |
-| 0.6707        | 11.0  | 41657 | 0.8293          |
-| 0.6694        | 12.0  | 45444 | 0.8441          |
-| 0.6334        | 13.0  | 49231 | 0.8555          |
-| 0.6309        | 14.0  | 53018 | 0.8435          |
-| 0.6522        | 15.0  | 56805 | 0.8503          |
-| 0.6382        | 16.0  | 60592 | 0.8565          |
-| 0.6562        | 17.0  | 64379 | 0.8590          |
-| 0.617         | 18.0  | 68166 | 0.8714          |
-| 0.6214        | 19.0  | 71953 | 0.8745          |
-| 0.6097        | 20.0  | 75740 | 0.8850          |
-| 0.6162        | 21.0  | 79527 | 0.8714          |
-| 0.6183        | 22.0  | 83314 | 0.8729          |
-| 0.6257        | 23.0  | 87101 | 0.8824          |
-| 0.6056        | 24.0  | 90888 | 0.8776          |
-| 0.5898        | 25.0  | 94675 | 0.8926          |
+| 2.3149        | 1.0   | 3805  | 1.9892          |
+| 1.2456        | 2.0   | 7610  | 1.1899          |
+| 0.9588        | 3.0   | 11415 | 0.9585          |
+| 0.8487        | 4.0   | 15220 | 0.8958          |
+| 0.7874        | 5.0   | 19025 | 0.8803          |
+| 0.7452        | 6.0   | 22830 | 0.8615          |
+| 0.703         | 7.0   | 26635 | 0.8594          |
+| 0.706         | 8.0   | 30440 | 0.8418          |
+| 0.681         | 9.0   | 34245 | 0.8509          |
+| 0.6653        | 10.0  | 38050 | 0.8445          |
+| 0.6728        | 11.0  | 41855 | 0.8354          |
+| 0.6226        | 12.0  | 45660 | 0.8583          |
+| 0.6599        | 13.0  | 49465 | 0.8481          |
+| 0.6375        | 14.0  | 53270 | 0.8592          |
+| 0.64          | 15.0  | 57075 | 0.8599          |
+| 0.644         | 16.0  | 60880 | 0.8704          |
+| 0.5926        | 17.0  | 64685 | 0.8955          |
+| 0.6346        | 18.0  | 68490 | 0.8906          |
+| 0.6127        | 19.0  | 72295 | 0.9010          |
+| 0.6051        | 20.0  | 76100 | 0.8887          |
+| 0.6311        | 21.0  | 79905 | 0.8976          |
+| 0.6386        | 22.0  | 83710 | 0.8875          |
+| 0.606         | 23.0  | 87515 | 0.8969          |
+| 0.6063        | 24.0  | 91320 | 0.9097          |
+| 0.595         | 25.0  | 95125 | 0.9169          |
 
 
 ### Framework versions

config.json

@@ -235,141 +235,146 @@
     "222": "open_account_hi",
     "223": "open_account_kn",
     "224": "open_account_mr",
-    "225": "outstanding_interest_bn",
-    "226": "outstanding_interest_en",
-    "227": "outstanding_interest_hi",
-    "228": "outstanding_interest_kn",
-    "229": "outstanding_interest_mr",
-    "230": "outstanding_principal_bn",
-    "231": "outstanding_principal_en",
-    "232": "outstanding_principal_hi",
-    "233": "outstanding_principal_kn",
-    "234": "outstanding_principal_mr",
-    "235": "payment_status_bn",
-    "236": "payment_status_en",
-    "237": "payment_status_hi",
-    "238": "payment_status_kn",
-    "239": "payment_status_mr",
-    "240": "pending_authorization_bn",
-    "241": "pending_authorization_en",
-    "242": "pending_authorization_hi",
-    "243": "pending_authorization_kn",
-    "244": "pending_authorization_mr",
-    "245": "personal_loan_ar",
-    "246": "personal_loan_bn",
-    "247": "personal_loan_en",
-    "248": "personal_loan_es",
-    "249": "personal_loan_gu",
-    "250": "personal_loan_hi",
-    "251": "personal_loan_kn",
-    "252": "personal_loan_kok",
-    "253": "personal_loan_ml",
-    "254": "personal_loan_mr",
-    "255": "personal_loan_or",
-    "256": "personal_loan_pa",
-    "257": "personal_loan_ta",
-    "258": "personal_loan_te",
-    "259": "pin_change_bn",
-    "260": "pin_change_en",
-    "261": "pin_change_hi",
-    "262": "pin_change_kn",
-    "263": "pin_change_mr",
-    "264": "raise_request_en",
-    "265": "rate_change_request_bn",
-    "266": "rate_change_request_en",
-    "267": "rate_change_request_hi",
-    "268": "rate_change_request_kn",
-    "269": "rate_change_request_mr",
-    "270": "rd_details_bn",
-    "271": "rd_details_en",
-    "272": "rd_details_hi",
-    "273": "rd_details_kn",
-    "274": "rd_details_mr",
-    "275": "rd_rate_bn",
-    "276": "rd_rate_en",
-    "277": "rd_rate_hi",
-    "278": "rd_rate_kn",
-    "279": "rd_rate_mr",
-    "280": "rd_rates_en",
-    "281": "re_payment_bn",
-    "282": "re_payment_en",
-    "283": "re_payment_hi",
-    "284": "re_payment_kn",
-    "285": "re_payment_mr",
-    "286": "re_structure_bn",
-    "287": "re_structure_en",
-    "288": "re_structure_hi",
-    "289": "re_structure_kn",
-    "290": "re_structure_mr",
-    "291": "request_status_en",
-    "292": "saving_interest_rate_bn",
-    "293": "saving_interest_rate_en",
-    "294": "saving_interest_rate_hi",
-    "295": "saving_interest_rate_kn",
-    "296": "saving_interest_rate_mr",
-    "297": "saving_intrest_rate_bn",
-    "298": "saving_intrest_rate_hi",
-    "299": "saving_intrest_rate_kn",
-    "300": "saving_intrest_rate_mr",
-    "301": "saving_rate_en",
-    "302": "send_money_abroad_en",
-    "303": "set_limits_en",
-    "304": "sme_loan_ar",
-    "305": "sme_loan_bn",
-    "306": "sme_loan_en",
-    "307": "sme_loan_es",
-    "308": "sme_loan_gu",
-    "309": "sme_loan_hi",
-    "310": "sme_loan_kn",
-    "311": "sme_loan_kok",
-    "312": "sme_loan_ml",
-    "313": "sme_loan_mr",
-    "314": "sme_loan_or",
-    "315": "sme_loan_pa",
-    "316": "sme_loan_ta",
-    "317": "sme_loan_te",
-    "318": "ss_fd_rate_bn",
-    "319": "ss_fd_rate_en",
-    "320": "ss_fd_rate_hi",
-    "321": "ss_fd_rate_kn",
-    "322": "ss_fd_rate_mr",
-    "323": "ss_rate_en",
-    "324": "ss_rd_rate_bn",
-    "325": "ss_rd_rate_en",
-    "326": "ss_rd_rate_hi",
-    "327": "ss_rd_rate_kn",
-    "328": "ss_rd_rate_mr",
-    "329": "ss_rd_rates _en",
-    "330": "transaction_en",
-    "331": "transaction_history_bn",
-    "332": "transaction_history_en",
-    "333": "transaction_history_hi",
-    "334": "transaction_history_kn",
-    "335": "transaction_history_mr",
-    "336": "transaction_limit_bn",
-    "337": "transaction_limit_en",
-    "338": "transaction_limit_hi",
-    "339": "transaction_limit_kn",
-    "340": "transaction_limit_mr",
-    "341": "transation_limit_bn",
-    "342": "transation_limit_en",
-    "343": "transation_limit_hi",
-    "344": "transation_limit_kn",
-    "345": "transation_limit_mr",
-    "346": "two_wheeler_loan_ar",
-    "347": "two_wheeler_loan_bn",
-    "348": "two_wheeler_loan_en",
-    "349": "two_wheeler_loan_es",
-    "350": "two_wheeler_loan_gu",
-    "351": "two_wheeler_loan_hi",
-    "352": "two_wheeler_loan_kn",
-    "353": "two_wheeler_loan_kok",
-    "354": "two_wheeler_loan_ml",
-    "355": "two_wheeler_loan_mr",
-    "356": "two_wheeler_loan_or",
-    "357": "two_wheeler_loan_pa",
-    "358": "two_wheeler_loan_ta",
-    "359": "two_wheeler_loan_te"
+    "225": "open_saving_account_bn",
+    "226": "open_saving_account_en",
+    "227": "open_saving_account_hi",
+    "228": "open_saving_account_kn",
+    "229": "open_saving_account_mr",
+    "230": "outstanding_interest_bn",
+    "231": "outstanding_interest_en",
+    "232": "outstanding_interest_hi",
+    "233": "outstanding_interest_kn",
+    "234": "outstanding_interest_mr",
+    "235": "outstanding_principal_bn",
+    "236": "outstanding_principal_en",
+    "237": "outstanding_principal_hi",
+    "238": "outstanding_principal_kn",
+    "239": "outstanding_principal_mr",
+    "240": "payment_status_bn",
+    "241": "payment_status_en",
+    "242": "payment_status_hi",
+    "243": "payment_status_kn",
+    "244": "payment_status_mr",
+    "245": "pending_authorization_bn",
+    "246": "pending_authorization_en",
+    "247": "pending_authorization_hi",
+    "248": "pending_authorization_kn",
+    "249": "pending_authorization_mr",
+    "250": "personal_loan_ar",
+    "251": "personal_loan_bn",
+    "252": "personal_loan_en",
+    "253": "personal_loan_es",
+    "254": "personal_loan_gu",
+    "255": "personal_loan_hi",
+    "256": "personal_loan_kn",
+    "257": "personal_loan_kok",
+    "258": "personal_loan_ml",
+    "259": "personal_loan_mr",
+    "260": "personal_loan_or",
+    "261": "personal_loan_pa",
+    "262": "personal_loan_ta",
+    "263": "personal_loan_te",
+    "264": "pin_change_bn",
+    "265": "pin_change_en",
+    "266": "pin_change_hi",
+    "267": "pin_change_kn",
+    "268": "pin_change_mr",
+    "269": "raise_request_en",
+    "270": "rate_change_request_bn",
+    "271": "rate_change_request_en",
+    "272": "rate_change_request_hi",
+    "273": "rate_change_request_kn",
+    "274": "rate_change_request_mr",
+    "275": "rd_details_bn",
+    "276": "rd_details_en",
+    "277": "rd_details_hi",
+    "278": "rd_details_kn",
+    "279": "rd_details_mr",
+    "280": "rd_rate_bn",
+    "281": "rd_rate_en",
+    "282": "rd_rate_hi",
+    "283": "rd_rate_kn",
+    "284": "rd_rate_mr",
+    "285": "rd_rates_en",
+    "286": "re_payment_bn",
+    "287": "re_payment_en",
+    "288": "re_payment_hi",
+    "289": "re_payment_kn",
+    "290": "re_payment_mr",
+    "291": "re_structure_bn",
+    "292": "re_structure_en",
+    "293": "re_structure_hi",
+    "294": "re_structure_kn",
+    "295": "re_structure_mr",
+    "296": "request_status_en",
+    "297": "saving_interest_rate_bn",
+    "298": "saving_interest_rate_en",
+    "299": "saving_interest_rate_hi",
+    "300": "saving_interest_rate_kn",
+    "301": "saving_interest_rate_mr",
+    "302": "saving_intrest_rate_bn",
+    "303": "saving_intrest_rate_hi",
+    "304": "saving_intrest_rate_kn",
+    "305": "saving_intrest_rate_mr",
+    "306": "saving_rate_en",
+    "307": "send_money_abroad_en",
+    "308": "set_limits_en",
+    "309": "sme_loan_ar",
+    "310": "sme_loan_bn",
+    "311": "sme_loan_en",
+    "312": "sme_loan_es",
+    "313": "sme_loan_gu",
+    "314": "sme_loan_hi",
+    "315": "sme_loan_kn",
+    "316": "sme_loan_kok",
+    "317": "sme_loan_ml",
+    "318": "sme_loan_mr",
+    "319": "sme_loan_or",
+    "320": "sme_loan_pa",
+    "321": "sme_loan_ta",
+    "322": "sme_loan_te",
+    "323": "ss_fd_rate_bn",
+    "324": "ss_fd_rate_en",
+    "325": "ss_fd_rate_hi",
+    "326": "ss_fd_rate_kn",
+    "327": "ss_fd_rate_mr",
+    "328": "ss_rate_en",
+    "329": "ss_rd_rate_bn",
+    "330": "ss_rd_rate_en",
+    "331": "ss_rd_rate_hi",
+    "332": "ss_rd_rate_kn",
+    "333": "ss_rd_rate_mr",
+    "334": "ss_rd_rates _en",
+    "335": "transaction_en",
+    "336": "transaction_history_bn",
+    "337": "transaction_history_en",
+    "338": "transaction_history_hi",
+    "339": "transaction_history_kn",
+    "340": "transaction_history_mr",
+    "341": "transaction_limit_bn",
+    "342": "transaction_limit_en",
+    "343": "transaction_limit_hi",
+    "344": "transaction_limit_kn",
+    "345": "transaction_limit_mr",
+    "346": "transation_limit_bn",
+    "347": "transation_limit_en",
+    "348": "transation_limit_hi",
+    "349": "transation_limit_kn",
+    "350": "transation_limit_mr",
+    "351": "two_wheeler_loan_ar",
+    "352": "two_wheeler_loan_bn",
+    "353": "two_wheeler_loan_en",
+    "354": "two_wheeler_loan_es",
+    "355": "two_wheeler_loan_gu",
+    "356": "two_wheeler_loan_hi",
+    "357": "two_wheeler_loan_kn",
+    "358": "two_wheeler_loan_kok",
+    "359": "two_wheeler_loan_ml",
+    "360": "two_wheeler_loan_mr",
+    "361": "two_wheeler_loan_or",
+    "362": "two_wheeler_loan_pa",
+    "363": "two_wheeler_loan_ta",
+    "364": "two_wheeler_loan_te"
   },
   "initializer_range": 0.02,
   "intermediate_size": 3072,
@@ -599,141 +604,146 @@
     "open_account_hi": 222,
     "open_account_kn": 223,
     "open_account_mr": 224,
-    "outstanding_interest_bn": 225,
-    "outstanding_interest_en": 226,
-    "outstanding_interest_hi": 227,
-    "outstanding_interest_kn": 228,
-    "outstanding_interest_mr": 229,
-    "outstanding_principal_bn": 230,
-    "outstanding_principal_en": 231,
-    "outstanding_principal_hi": 232,
-    "outstanding_principal_kn": 233,
-    "outstanding_principal_mr": 234,
-    "payment_status_bn": 235,
-    "payment_status_en": 236,
-    "payment_status_hi": 237,
-    "payment_status_kn": 238,
-    "payment_status_mr": 239,
-    "pending_authorization_bn": 240,
-    "pending_authorization_en": 241,
-    "pending_authorization_hi": 242,
-    "pending_authorization_kn": 243,
-    "pending_authorization_mr": 244,
-    "personal_loan_ar": 245,
-    "personal_loan_bn": 246,
-    "personal_loan_en": 247,
-    "personal_loan_es": 248,
-    "personal_loan_gu": 249,
-    "personal_loan_hi": 250,
-    "personal_loan_kn": 251,
-    "personal_loan_kok": 252,
-    "personal_loan_ml": 253,
-    "personal_loan_mr": 254,
-    "personal_loan_or": 255,
-    "personal_loan_pa": 256,
-    "personal_loan_ta": 257,
-    "personal_loan_te": 258,
-    "pin_change_bn": 259,
-    "pin_change_en": 260,
-    "pin_change_hi": 261,
-    "pin_change_kn": 262,
-    "pin_change_mr": 263,
-    "raise_request_en": 264,
-    "rate_change_request_bn": 265,
-    "rate_change_request_en": 266,
-    "rate_change_request_hi": 267,
-    "rate_change_request_kn": 268,
-    "rate_change_request_mr": 269,
-    "rd_details_bn": 270,
-    "rd_details_en": 271,
-    "rd_details_hi": 272,
-    "rd_details_kn": 273,
-    "rd_details_mr": 274,
-    "rd_rate_bn": 275,
-    "rd_rate_en": 276,
-    "rd_rate_hi": 277,
-    "rd_rate_kn": 278,
-    "rd_rate_mr": 279,
-    "rd_rates_en": 280,
-    "re_payment_bn": 281,
-    "re_payment_en": 282,
-    "re_payment_hi": 283,
-    "re_payment_kn": 284,
-    "re_payment_mr": 285,
-    "re_structure_bn": 286,
-    "re_structure_en": 287,
-    "re_structure_hi": 288,
-    "re_structure_kn": 289,
-    "re_structure_mr": 290,
-    "request_status_en": 291,
-    "saving_interest_rate_bn": 292,
-    "saving_interest_rate_en": 293,
-    "saving_interest_rate_hi": 294,
-    "saving_interest_rate_kn": 295,
-    "saving_interest_rate_mr": 296,
-    "saving_intrest_rate_bn": 297,
-    "saving_intrest_rate_hi": 298,
-    "saving_intrest_rate_kn": 299,
-    "saving_intrest_rate_mr": 300,
-    "saving_rate_en": 301,
-    "send_money_abroad_en": 302,
-    "set_limits_en": 303,
-    "sme_loan_ar": 304,
-    "sme_loan_bn": 305,
-    "sme_loan_en": 306,
-    "sme_loan_es": 307,
-    "sme_loan_gu": 308,
-    "sme_loan_hi": 309,
-    "sme_loan_kn": 310,
-    "sme_loan_kok": 311,
-    "sme_loan_ml": 312,
-    "sme_loan_mr": 313,
-    "sme_loan_or": 314,
-    "sme_loan_pa": 315,
-    "sme_loan_ta": 316,
-    "sme_loan_te": 317,
-    "ss_fd_rate_bn": 318,
-    "ss_fd_rate_en": 319,
-    "ss_fd_rate_hi": 320,
-    "ss_fd_rate_kn": 321,
-    "ss_fd_rate_mr": 322,
-    "ss_rate_en": 323,
-    "ss_rd_rate_bn": 324,
-    "ss_rd_rate_en": 325,
-    "ss_rd_rate_hi": 326,
-    "ss_rd_rate_kn": 327,
-    "ss_rd_rate_mr": 328,
-    "ss_rd_rates _en": 329,
-    "transaction_en": 330,
-    "transaction_history_bn": 331,
-    "transaction_history_en": 332,
-    "transaction_history_hi": 333,
-    "transaction_history_kn": 334,
-    "transaction_history_mr": 335,
-    "transaction_limit_bn": 336,
-    "transaction_limit_en": 337,
-    "transaction_limit_hi": 338,
-    "transaction_limit_kn": 339,
-    "transaction_limit_mr": 340,
-    "transation_limit_bn": 341,
-    "transation_limit_en": 342,
-    "transation_limit_hi": 343,
-    "transation_limit_kn": 344,
-    "transation_limit_mr": 345,
-    "two_wheeler_loan_ar": 346,
-    "two_wheeler_loan_bn": 347,
-    "two_wheeler_loan_en": 348,
-    "two_wheeler_loan_es": 349,
-    "two_wheeler_loan_gu": 350,
-    "two_wheeler_loan_hi": 351,
-    "two_wheeler_loan_kn": 352,
-    "two_wheeler_loan_kok": 353,
-    "two_wheeler_loan_ml": 354,
-    "two_wheeler_loan_mr": 355,
-    "two_wheeler_loan_or": 356,
-    "two_wheeler_loan_pa": 357,
-    "two_wheeler_loan_ta": 358,
-    "two_wheeler_loan_te": 359
+    "open_saving_account_bn": 225,
+    "open_saving_account_en": 226,
+    "open_saving_account_hi": 227,
+    "open_saving_account_kn": 228,
+    "open_saving_account_mr": 229,
+    "outstanding_interest_bn": 230,
+    "outstanding_interest_en": 231,
+    "outstanding_interest_hi": 232,
+    "outstanding_interest_kn": 233,
+    "outstanding_interest_mr": 234,
+    "outstanding_principal_bn": 235,
+    "outstanding_principal_en": 236,
+    "outstanding_principal_hi": 237,
+    "outstanding_principal_kn": 238,
+    "outstanding_principal_mr": 239,
+    "payment_status_bn": 240,
+    "payment_status_en": 241,
+    "payment_status_hi": 242,
+    "payment_status_kn": 243,
+    "payment_status_mr": 244,
+    "pending_authorization_bn": 245,
+    "pending_authorization_en": 246,
+    "pending_authorization_hi": 247,
+    "pending_authorization_kn": 248,
+    "pending_authorization_mr": 249,
+    "personal_loan_ar": 250,
+    "personal_loan_bn": 251,
+    "personal_loan_en": 252,
+    "personal_loan_es": 253,
+    "personal_loan_gu": 254,
+    "personal_loan_hi": 255,
+    "personal_loan_kn": 256,
+    "personal_loan_kok": 257,
+    "personal_loan_ml": 258,
+    "personal_loan_mr": 259,
+    "personal_loan_or": 260,
+    "personal_loan_pa": 261,
+    "personal_loan_ta": 262,
+    "personal_loan_te": 263,
+    "pin_change_bn": 264,
+    "pin_change_en": 265,
+    "pin_change_hi": 266,
+    "pin_change_kn": 267,
+    "pin_change_mr": 268,
+    "raise_request_en": 269,
+    "rate_change_request_bn": 270,
+    "rate_change_request_en": 271,
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