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: 0.7505
+- Loss: 0.7726
 
 ## Model description
 
@@ -47,31 +47,31 @@ The following hyperparameters were used during training:
 
 | Training Loss | Epoch | Step   | Validation Loss |
 |:-------------:|:-----:|:------:|:---------------:|
-| 1.6215        | 1.0   | 5485   | 1.3611          |
-| 0.9667        | 2.0   | 10970  | 0.9202          |
-| 0.7911        | 3.0   | 16455  | 0.8125          |
-| 0.7406        | 4.0   | 21940  | 0.7648          |
-| 0.6934        | 5.0   | 27425  | 0.7711          |
-| 0.6457        | 6.0   | 32910  | 0.7546          |
-| 0.6511        | 7.0   | 38395  | 0.7506          |
-| 0.6244        | 8.0   | 43880  | 0.7548          |
-| 0.6076        | 9.0   | 49365  | 0.7505          |
-| 0.6003        | 10.0  | 54850  | 0.7579          |
-| 0.5649        | 11.0  | 60335  | 0.7583          |
-| 0.5616        | 12.0  | 65820  | 0.7597          |
-| 0.5688        | 13.0  | 71305  | 0.7685          |
-| 0.5571        | 14.0  | 76790  | 0.7705          |
-| 0.5709        | 15.0  | 82275  | 0.7666          |
-| 0.56          | 16.0  | 87760  | 0.7790          |
-| 0.5474        | 17.0  | 93245  | 0.7798          |
-| 0.5431        | 18.0  | 98730  | 0.7906          |
-| 0.541         | 19.0  | 104215 | 0.7987          |
-| 0.5426        | 20.0  | 109700 | 0.7953          |
-| 0.5534        | 21.0  | 115185 | 0.7978          |
-| 0.5541        | 22.0  | 120670 | 0.7929          |
-| 0.538         | 23.0  | 126155 | 0.7997          |
-| 0.5463        | 24.0  | 131640 | 0.8205          |
-| 0.5606        | 25.0  | 137125 | 0.8226          |
+| 1.9023        | 1.0   | 4217   | 1.6211          |
+| 1.0906        | 2.0   | 8434   | 1.0170          |
+| 0.8854        | 3.0   | 12651  | 0.8678          |
+| 0.7789        | 4.0   | 16868  | 0.8159          |
+| 0.773         | 5.0   | 21085  | 0.7924          |
+| 0.7133        | 6.0   | 25302  | 0.7882          |
+| 0.6678        | 7.0   | 29519  | 0.7924          |
+| 0.6326        | 8.0   | 33736  | 0.7726          |
+| 0.6526        | 9.0   | 37953  | 0.7762          |
+| 0.637         | 10.0  | 42170  | 0.7780          |
+| 0.6082        | 11.0  | 46387  | 0.7844          |
+| 0.6266        | 12.0  | 50604  | 0.7876          |
+| 0.599         | 13.0  | 54821  | 0.7925          |
+| 0.6052        | 14.0  | 59038  | 0.7941          |
+| 0.5704        | 15.0  | 63255  | 0.8016          |
+| 0.582         | 16.0  | 67472  | 0.8071          |
+| 0.5993        | 17.0  | 71689  | 0.8011          |
+| 0.5854        | 18.0  | 75906  | 0.8075          |
+| 0.5949        | 19.0  | 80123  | 0.8176          |
+| 0.6008        | 20.0  | 84340  | 0.8237          |
+| 0.5914        | 21.0  | 88557  | 0.8394          |
+| 0.5359        | 22.0  | 92774  | 0.8384          |
+| 0.5681        | 23.0  | 96991  | 0.8318          |
+| 0.5734        | 24.0  | 101208 | 0.8221          |
+| 0.5627        | 25.0  | 105425 | 0.8343          |
 
 
 ### Framework versions

config.json

@@ -85,262 +85,286 @@
     "72": "document_release_hi",
     "73": "document_release_kn",
     "74": "document_release_mr",
-    "75": "farm_equipment_finance_ar",
-    "76": "farm_equipment_finance_bn",
-    "77": "farm_equipment_finance_en",
-    "78": "farm_equipment_finance_es",
-    "79": "farm_equipment_finance_gu",
-    "80": "farm_equipment_finance_hi",
-    "81": "farm_equipment_finance_kn",
-    "82": "farm_equipment_finance_kok",
-    "83": "farm_equipment_finance_ml",
-    "84": "farm_equipment_finance_mr",
-    "85": "farm_equipment_finance_or",
-    "86": "farm_equipment_finance_pa",
-    "87": "farm_equipment_finance_ta",
-    "88": "farm_equipment_finance_te",
-    "89": "fd_create_bn",
-    "90": "fd_create_en",
-    "91": "fd_create_hi",
-    "92": "fd_create_kn",
-    "93": "fd_create_mr",
-    "94": "fd_details_bn",
-    "95": "fd_details_en",
-    "96": "fd_details_hi",
-    "97": "fd_details_kn",
-    "98": "fd_details_mr",
-    "99": "fd_rate_bn",
-    "100": "fd_rate_en",
-    "101": "fd_rate_hi",
-    "102": "fd_rate_kn",
-    "103": "fd_rate_large_amount_en",
-    "104": "fd_rate_mr",
-    "105": "fd_rates_en",
-    "106": "funds_transfer_direct_en",
-    "107": "funds_transfer_other_bank_en",
-    "108": "funds_transfer_own_account_en",
-    "109": "funds_transfer_status_en",
-    "110": "funds_transfer_third_party_en",
-    "111": "gst_payment_en",
-    "112": "health_insurance_en",
-    "113": "housing_finance_ar",
-    "114": "housing_finance_bn",
-    "115": "housing_finance_en",
-    "116": "housing_finance_es",
-    "117": "housing_finance_gu",
-    "118": "housing_finance_hi",
-    "119": "housing_finance_kn",
-    "120": "housing_finance_kok",
-    "121": "housing_finance_ml",
-    "122": "housing_finance_mr",
-    "123": "housing_finance_or",
-    "124": "housing_finance_pa",
-    "125": "housing_finance_ta",
-    "126": "housing_finance_te",
-    "127": "interest_certificate_bn",
-    "128": "interest_certificate_en",
-    "129": "interest_certificate_hi",
-    "130": "investment_details_en",
-    "131": "list_accounts_en",
-    "132": "list_beneficiary_bn",
-    "133": "list_beneficiary_en",
-    "134": "list_beneficiary_hi",
-    "135": "list_beneficiary_kn",
-    "136": "list_beneficiary_mr",
-    "137": "list_billers_en",
-    "138": "list_fd_bn",
-    "139": "list_fd_en",
-    "140": "list_fd_hi",
-    "141": "list_fd_kn",
-    "142": "list_fd_mr",
-    "143": "list_investments_en",
-    "144": "list_loans_bn",
-    "145": "list_loans_en",
-    "146": "list_loans_hi",
-    "147": "list_loans_kn",
-    "148": "list_loans_mr",
-    "149": "list_of_accounts_bn",
-    "150": "list_of_accounts_en",
-    "151": "list_of_accounts_hi",
-    "152": "list_of_accounts_kn",
-    "153": "list_of_accounts_mr",
-    "154": "loan_application_bn",
-    "155": "loan_application_en",
-    "156": "loan_application_hi",
-    "157": "loan_application_kn",
-    "158": "loan_application_mr",
-    "159": "loan_details_bn",
-    "160": "loan_details_en",
-    "161": "loan_details_hi",
-    "162": "loan_details_kn",
-    "163": "loan_details_mr",
-    "164": "loan_disbursement_bn",
-    "165": "loan_disbursement_en",
-    "166": "loan_disbursement_hi",
-    "167": "loan_disbursement_kn",
-    "168": "loan_disbursement_mr",
-    "169": "loan_enquiry_bn",
-    "170": "loan_enquiry_en",
-    "171": "loan_enquiry_hi",
-    "172": "loan_enquiry_kn",
-    "173": "loan_enquiry_mr",
-    "174": "loan_statement_bn",
-    "175": "loan_statement_en",
-    "176": "loan_statement_hi",
-    "177": "loan_statement_kn",
-    "178": "loan_statement_mr",
-    "179": "make_payment_bn",
-    "180": "make_payment_en",
-    "181": "make_payment_hi",
-    "182": "make_payment_kn",
-    "183": "make_payment_mr",
-    "184": "micro_loan_ar",
-    "185": "micro_loan_bn",
-    "186": "micro_loan_en",
-    "187": "micro_loan_es",
-    "188": "micro_loan_gu",
-    "189": "micro_loan_hi",
-    "190": "micro_loan_kn",
-    "191": "micro_loan_kok",
-    "192": "micro_loan_ml",
-    "193": "micro_loan_mr",
-    "194": "micro_loan_or",
-    "195": "micro_loan_pa",
-    "196": "micro_loan_ta",
-    "197": "micro_loan_te",
-    "198": "modify_beneficiary_en",
-    "199": "nrv_details_en",
-    "200": "open_account_bn",
-    "201": "open_account_en",
-    "202": "open_account_hi",
-    "203": "open_account_kn",
-    "204": "open_account_mr",
-    "205": "outstanding_interest_bn",
-    "206": "outstanding_interest_en",
-    "207": "outstanding_interest_hi",
-    "208": "outstanding_interest_kn",
-    "209": "outstanding_interest_mr",
-    "210": "outstanding_principal_bn",
-    "211": "outstanding_principal_en",
-    "212": "outstanding_principal_hi",
-    "213": "outstanding_principal_kn",
-    "214": "outstanding_principal_mr",
-    "215": "payment_status_bn",
-    "216": "payment_status_en",
-    "217": "payment_status_hi",
-    "218": "payment_status_kn",
-    "219": "payment_status_mr",
-    "220": "pending_authorization_bn",
-    "221": "pending_authorization_en",
-    "222": "pending_authorization_hi",
-    "223": "pending_authorization_kn",
-    "224": "pending_authorization_mr",
-    "225": "personal_loan_ar",
-    "226": "personal_loan_bn",
-    "227": "personal_loan_en",
-    "228": "personal_loan_es",
-    "229": "personal_loan_gu",
-    "230": "personal_loan_hi",
-    "231": "personal_loan_kn",
-    "232": "personal_loan_kok",
-    "233": "personal_loan_ml",
-    "234": "personal_loan_mr",
-    "235": "personal_loan_or",
-    "236": "personal_loan_pa",
-    "237": "personal_loan_ta",
-    "238": "personal_loan_te",
-    "239": "pin_change_bn",
-    "240": "pin_change_en",
-    "241": "pin_change_hi",
-    "242": "pin_change_kn",
-    "243": "pin_change_mr",
-    "244": "raise_request_en",
-    "245": "rate_change_request_bn",
-    "246": "rate_change_request_en",
-    "247": "rate_change_request_hi",
-    "248": "rate_change_request_kn",
-    "249": "rate_change_request_mr",
-    "250": "rd_details_bn",
-    "251": "rd_details_en",
-    "252": "rd_details_hi",
-    "253": "rd_details_kn",
-    "254": "rd_details_mr",
-    "255": "rd_rate_bn",
-    "256": "rd_rate_en",
-    "257": "rd_rate_hi",
-    "258": "rd_rate_kn",
-    "259": "rd_rate_mr",
-    "260": "rd_rates_en",
-    "261": "re_payment_bn",
-    "262": "re_payment_en",
-    "263": "re_payment_hi",
-    "264": "re_payment_kn",
-    "265": "re_payment_mr",
-    "266": "re_structure_bn",
-    "267": "re_structure_en",
-    "268": "re_structure_hi",
-    "269": "re_structure_kn",
-    "270": "re_structure_mr",
-    "271": "request_status_en",
-    "272": "saving_interest_rate_en",
-    "273": "saving_intrest_rate_bn",
-    "274": "saving_intrest_rate_hi",
-    "275": "saving_intrest_rate_kn",
-    "276": "saving_intrest_rate_mr",
-    "277": "saving_rate_en",
-    "278": "send_money_abroad_en",
-    "279": "set_limits_en",
-    "280": "sme_loan_ar",
-    "281": "sme_loan_bn",
-    "282": "sme_loan_en",
-    "283": "sme_loan_es",
-    "284": "sme_loan_gu",
-    "285": "sme_loan_hi",
-    "286": "sme_loan_kn",
-    "287": "sme_loan_kok",
-    "288": "sme_loan_ml",
-    "289": "sme_loan_mr",
-    "290": "sme_loan_or",
-    "291": "sme_loan_pa",
-    "292": "sme_loan_ta",
-    "293": "sme_loan_te",
-    "294": "ss_fd_rate_bn",
-    "295": "ss_fd_rate_en",
-    "296": "ss_fd_rate_hi",
-    "297": "ss_fd_rate_kn",
-    "298": "ss_fd_rate_mr",
-    "299": "ss_rate_en",
-    "300": "ss_rd_rate_bn",
-    "301": "ss_rd_rate_en",
-    "302": "ss_rd_rate_hi",
-    "303": "ss_rd_rate_kn",
-    "304": "ss_rd_rate_mr",
-    "305": "ss_rd_rates _en",
-    "306": "transaction_en",
-    "307": "transaction_history_bn",
-    "308": "transaction_history_en",
-    "309": "transaction_history_hi",
-    "310": "transaction_history_kn",
-    "311": "transaction_history_mr",
-    "312": "transation_limit_bn",
-    "313": "transation_limit_en",
-    "314": "transation_limit_hi",
-    "315": "transation_limit_kn",
-    "316": "transation_limit_mr",
-    "317": "two_wheeler_loan_ar",
-    "318": "two_wheeler_loan_bn",
-    "319": "two_wheeler_loan_en",
-    "320": "two_wheeler_loan_es",
-    "321": "two_wheeler_loan_gu",
-    "322": "two_wheeler_loan_hi",
-    "323": "two_wheeler_loan_kn",
-    "324": "two_wheeler_loan_kok",
-    "325": "two_wheeler_loan_ml",
-    "326": "two_wheeler_loan_mr",
-    "327": "two_wheeler_loan_or",
-    "328": "two_wheeler_loan_pa",
-    "329": "two_wheeler_loan_ta",
-    "330": "two_wheeler_loan_te"
+    "75": "education_loan_bn",
+    "76": "education_loan_en",
+    "77": "education_loan_hi",
+    "78": "education_loan_kn",
+    "79": "education_loan_mr",
+    "80": "farm_equipment_finance_ar",
+    "81": "farm_equipment_finance_bn",
+    "82": "farm_equipment_finance_en",
+    "83": "farm_equipment_finance_es",
+    "84": "farm_equipment_finance_gu",
+    "85": "farm_equipment_finance_hi",
+    "86": "farm_equipment_finance_kn",
+    "87": "farm_equipment_finance_kok",
+    "88": "farm_equipment_finance_ml",
+    "89": "farm_equipment_finance_mr",
+    "90": "farm_equipment_finance_or",
+    "91": "farm_equipment_finance_pa",
+    "92": "farm_equipment_finance_ta",
+    "93": "farm_equipment_finance_te",
+    "94": "fd_create_bn",
+    "95": "fd_create_en",
+    "96": "fd_create_hi",
+    "97": "fd_create_kn",
+    "98": "fd_create_mr",
+    "99": "fd_details_bn",
+    "100": "fd_details_en",
+    "101": "fd_details_hi",
+    "102": "fd_details_kn",
+    "103": "fd_details_mr",
+    "104": "fd_rate_bn",
+    "105": "fd_rate_en",
+    "106": "fd_rate_hi",
+    "107": "fd_rate_kn",
+    "108": "fd_rate_large_amount_en",
+    "109": "fd_rate_mr",
+    "110": "fd_rates_en",
+    "111": "funds_transfer_direct_en",
+    "112": "funds_transfer_other_bank_en",
+    "113": "funds_transfer_own_account_en",
+    "114": "funds_transfer_status_en",
+    "115": "funds_transfer_third_party_en",
+    "116": "general_intent_bn",
+    "117": "general_intent_en",
+    "118": "general_intent_hi",
+    "119": "general_intent_kn",
+    "120": "general_intent_mr",
+    "121": "gold_loan_bn",
+    "122": "gold_loan_en",
+    "123": "gold_loan_hi",
+    "124": "gold_loan_kn",
+    "125": "gold_loan_mr",
+    "126": "gst_payment_en",
+    "127": "health_insurance_en",
+    "128": "housing_finance_ar",
+    "129": "housing_finance_bn",
+    "130": "housing_finance_en",
+    "131": "housing_finance_es",
+    "132": "housing_finance_gu",
+    "133": "housing_finance_hi",
+    "134": "housing_finance_kn",
+    "135": "housing_finance_kok",
+    "136": "housing_finance_ml",
+    "137": "housing_finance_mr",
+    "138": "housing_finance_or",
+    "139": "housing_finance_pa",
+    "140": "housing_finance_ta",
+    "141": "housing_finance_te",
+    "142": "interest_certificate_bn",
+    "143": "interest_certificate_en",
+    "144": "interest_certificate_hi",
+    "145": "investment_details_en",
+    "146": "list_accounts_en",
+    "147": "list_beneficiary_bn",
+    "148": "list_beneficiary_en",
+    "149": "list_beneficiary_hi",
+    "150": "list_beneficiary_kn",
+    "151": "list_beneficiary_mr",
+    "152": "list_billers_en",
+    "153": "list_fd_bn",
+    "154": "list_fd_en",
+    "155": "list_fd_hi",
+    "156": "list_fd_kn",
+    "157": "list_fd_mr",
+    "158": "list_investments_en",
+    "159": "list_loans_bn",
+    "160": "list_loans_en",
+    "161": "list_loans_hi",
+    "162": "list_loans_kn",
+    "163": "list_loans_mr",
+    "164": "list_of_accounts_bn",
+    "165": "list_of_accounts_en",
+    "166": "list_of_accounts_hi",
+    "167": "list_of_accounts_kn",
+    "168": "list_of_accounts_mr",
+    "169": "loan_application_bn",
+    "170": "loan_application_en",
+    "171": "loan_application_hi",
+    "172": "loan_application_kn",
+    "173": "loan_application_mr",
+    "174": "loan_details_bn",
+    "175": "loan_details_en",
+    "176": "loan_details_hi",
+    "177": "loan_details_kn",
+    "178": "loan_details_mr",
+    "179": "loan_disbursement_bn",
+    "180": "loan_disbursement_en",
+    "181": "loan_disbursement_hi",
+    "182": "loan_disbursement_kn",
+    "183": "loan_disbursement_mr",
+    "184": "loan_enquiry_bn",
+    "185": "loan_enquiry_en",
+    "186": "loan_enquiry_hi",
+    "187": "loan_enquiry_kn",
+    "188": "loan_enquiry_mr",
+    "189": "loan_statement_bn",
+    "190": "loan_statement_en",
+    "191": "loan_statement_hi",
+    "192": "loan_statement_kn",
+    "193": "loan_statement_mr",
+    "194": "make_payment_bn",
+    "195": "make_payment_en",
+    "196": "make_payment_hi",
+    "197": "make_payment_kn",
+    "198": "make_payment_mr",
+    "199": "micro_loan_ar",
+    "200": "micro_loan_bn",
+    "201": "micro_loan_en",
+    "202": "micro_loan_es",
+    "203": "micro_loan_gu",
+    "204": "micro_loan_hi",
+    "205": "micro_loan_kn",
+    "206": "micro_loan_kok",
+    "207": "micro_loan_ml",
+    "208": "micro_loan_mr",
+    "209": "micro_loan_or",
+    "210": "micro_loan_pa",
+    "211": "micro_loan_ta",
+    "212": "micro_loan_te",
+    "213": "modify_beneficiary_en",
+    "214": "nrv_details_en",
+    "215": "open_account_bn",
+    "216": "open_account_en",
+    "217": "open_account_hi",
+    "218": "open_account_kn",
+    "219": "open_account_mr",
+    "220": "outstanding_interest_bn",
+    "221": "outstanding_interest_en",
+    "222": "outstanding_interest_hi",
+    "223": "outstanding_interest_kn",
+    "224": "outstanding_interest_mr",
+    "225": "outstanding_principal_bn",
+    "226": "outstanding_principal_en",
+    "227": "outstanding_principal_hi",
+    "228": "outstanding_principal_kn",
+    "229": "outstanding_principal_mr",
+    "230": "payment_status_bn",
+    "231": "payment_status_en",
+    "232": "payment_status_hi",
+    "233": "payment_status_kn",
+    "234": "payment_status_mr",
+    "235": "pending_authorization_bn",
+    "236": "pending_authorization_en",
+    "237": "pending_authorization_hi",
+    "238": "pending_authorization_kn",
+    "239": "pending_authorization_mr",
+    "240": "personal_loan_ar",
+    "241": "personal_loan_bn",
+    "242": "personal_loan_en",
+    "243": "personal_loan_es",
+    "244": "personal_loan_gu",
+    "245": "personal_loan_hi",
+    "246": "personal_loan_kn",
+    "247": "personal_loan_kok",
+    "248": "personal_loan_ml",
+    "249": "personal_loan_mr",
+    "250": "personal_loan_or",
+    "251": "personal_loan_pa",
+    "252": "personal_loan_ta",
+    "253": "personal_loan_te",
+    "254": "pin_change_bn",
+    "255": "pin_change_en",
+    "256": "pin_change_hi",
+    "257": "pin_change_kn",
+    "258": "pin_change_mr",
+    "259": "raise_request_en",
+    "260": "rate_change_request_bn",
+    "261": "rate_change_request_en",
+    "262": "rate_change_request_hi",
+    "263": "rate_change_request_kn",
+    "264": "rate_change_request_mr",
+    "265": "rd_details_bn",
+    "266": "rd_details_en",
+    "267": "rd_details_hi",
+    "268": "rd_details_kn",
+    "269": "rd_details_mr",
+    "270": "rd_rate_bn",
+    "271": "rd_rate_en",
+    "272": "rd_rate_hi",
+    "273": "rd_rate_kn",
+    "274": "rd_rate_mr",
+    "275": "rd_rates_en",
+    "276": "re_payment_bn",
+    "277": "re_payment_en",
+    "278": "re_payment_hi",
+    "279": "re_payment_kn",
+    "280": "re_payment_mr",
+    "281": "re_structure_bn",
+    "282": "re_structure_en",
+    "283": "re_structure_hi",
+    "284": "re_structure_kn",
+    "285": "re_structure_mr",
+    "286": "request_status_en",
+    "287": "saving_interest_rate_bn",
+    "288": "saving_interest_rate_en",
+    "289": "saving_interest_rate_hi",
+    "290": "saving_interest_rate_kn",
+    "291": "saving_interest_rate_mr",
+    "292": "saving_intrest_rate_bn",
+    "293": "saving_intrest_rate_hi",
+    "294": "saving_intrest_rate_kn",
+    "295": "saving_intrest_rate_mr",
+    "296": "saving_rate_en",
+    "297": "send_money_abroad_en",
+    "298": "set_limits_en",
+    "299": "sme_loan_ar",
+    "300": "sme_loan_bn",
+    "301": "sme_loan_en",
+    "302": "sme_loan_es",
+    "303": "sme_loan_gu",
+    "304": "sme_loan_hi",
+    "305": "sme_loan_kn",
+    "306": "sme_loan_kok",
+    "307": "sme_loan_ml",
+    "308": "sme_loan_mr",
+    "309": "sme_loan_or",
+    "310": "sme_loan_pa",
+    "311": "sme_loan_ta",
+    "312": "sme_loan_te",
+    "313": "ss_fd_rate_bn",
+    "314": "ss_fd_rate_en",
+    "315": "ss_fd_rate_hi",
+    "316": "ss_fd_rate_kn",
+    "317": "ss_fd_rate_mr",
+    "318": "ss_rate_en",
+    "319": "ss_rd_rate_bn",
+    "320": "ss_rd_rate_en",
+    "321": "ss_rd_rate_hi",
+    "322": "ss_rd_rate_kn",
+    "323": "ss_rd_rate_mr",
+    "324": "ss_rd_rates _en",
+    "325": "transaction_en",
+    "326": "transaction_history_bn",
+    "327": "transaction_history_en",
+    "328": "transaction_history_hi",
+    "329": "transaction_history_kn",
+    "330": "transaction_history_mr",
+    "331": "transaction_limit_bn",
+    "332": "transaction_limit_en",
+    "333": "transaction_limit_hi",
+    "334": "transaction_limit_kn",
+    "335": "transaction_limit_mr",
+    "336": "transation_limit_bn",
+    "337": "transation_limit_en",
+    "338": "transation_limit_hi",
+    "339": "transation_limit_kn",
+    "340": "transation_limit_mr",
+    "341": "two_wheeler_loan_ar",
+    "342": "two_wheeler_loan_bn",
+    "343": "two_wheeler_loan_en",
+    "344": "two_wheeler_loan_es",
+    "345": "two_wheeler_loan_gu",
+    "346": "two_wheeler_loan_hi",
+    "347": "two_wheeler_loan_kn",
+    "348": "two_wheeler_loan_kok",
+    "349": "two_wheeler_loan_ml",
+    "350": "two_wheeler_loan_mr",
+    "351": "two_wheeler_loan_or",
+    "352": "two_wheeler_loan_pa",
+    "353": "two_wheeler_loan_ta",
+    "354": "two_wheeler_loan_te"
   },
   "initializer_range": 0.02,
   "intermediate_size": 3072,
@@ -420,262 +444,286 @@
     "document_release_hi": 72,
     "document_release_kn": 73,
     "document_release_mr": 74,
-    "farm_equipment_finance_ar": 75,
-    "farm_equipment_finance_bn": 76,
-    "farm_equipment_finance_en": 77,
-    "farm_equipment_finance_es": 78,
-    "farm_equipment_finance_gu": 79,
-    "farm_equipment_finance_hi": 80,
-    "farm_equipment_finance_kn": 81,
-    "farm_equipment_finance_kok": 82,
-    "farm_equipment_finance_ml": 83,
-    "farm_equipment_finance_mr": 84,
-    "farm_equipment_finance_or": 85,
-    "farm_equipment_finance_pa": 86,
-    "farm_equipment_finance_ta": 87,
-    "farm_equipment_finance_te": 88,
-    "fd_create_bn": 89,
-    "fd_create_en": 90,
-    "fd_create_hi": 91,
-    "fd_create_kn": 92,
-    "fd_create_mr": 93,
-    "fd_details_bn": 94,
-    "fd_details_en": 95,
-    "fd_details_hi": 96,
-    "fd_details_kn": 97,
-    "fd_details_mr": 98,
-    "fd_rate_bn": 99,
-    "fd_rate_en": 100,
-    "fd_rate_hi": 101,
-    "fd_rate_kn": 102,
-    "fd_rate_large_amount_en": 103,
-    "fd_rate_mr": 104,
-    "fd_rates_en": 105,
-    "funds_transfer_direct_en": 106,
-    "funds_transfer_other_bank_en": 107,
-    "funds_transfer_own_account_en": 108,
-    "funds_transfer_status_en": 109,
-    "funds_transfer_third_party_en": 110,
-    "gst_payment_en": 111,
-    "health_insurance_en": 112,
-    "housing_finance_ar": 113,
-    "housing_finance_bn": 114,
-    "housing_finance_en": 115,
-    "housing_finance_es": 116,
-    "housing_finance_gu": 117,
-    "housing_finance_hi": 118,
-    "housing_finance_kn": 119,
-    "housing_finance_kok": 120,
-    "housing_finance_ml": 121,
-    "housing_finance_mr": 122,
-    "housing_finance_or": 123,
-    "housing_finance_pa": 124,
-    "housing_finance_ta": 125,
-    "housing_finance_te": 126,
-    "interest_certificate_bn": 127,
-    "interest_certificate_en": 128,
-    "interest_certificate_hi": 129,
-    "investment_details_en": 130,
-    "list_accounts_en": 131,
-    "list_beneficiary_bn": 132,
-    "list_beneficiary_en": 133,
-    "list_beneficiary_hi": 134,
-    "list_beneficiary_kn": 135,
-    "list_beneficiary_mr": 136,
-    "list_billers_en": 137,
-    "list_fd_bn": 138,
-    "list_fd_en": 139,
-    "list_fd_hi": 140,
-    "list_fd_kn": 141,
-    "list_fd_mr": 142,
-    "list_investments_en": 143,
-    "list_loans_bn": 144,
-    "list_loans_en": 145,
-    "list_loans_hi": 146,
-    "list_loans_kn": 147,
-    "list_loans_mr": 148,
-    "list_of_accounts_bn": 149,
-    "list_of_accounts_en": 150,
-    "list_of_accounts_hi": 151,
-    "list_of_accounts_kn": 152,
-    "list_of_accounts_mr": 153,
-    "loan_application_bn": 154,
-    "loan_application_en": 155,
-    "loan_application_hi": 156,
-    "loan_application_kn": 157,
-    "loan_application_mr": 158,
-    "loan_details_bn": 159,
-    "loan_details_en": 160,
-    "loan_details_hi": 161,
-    "loan_details_kn": 162,
-    "loan_details_mr": 163,
-    "loan_disbursement_bn": 164,
-    "loan_disbursement_en": 165,
-    "loan_disbursement_hi": 166,
-    "loan_disbursement_kn": 167,
-    "loan_disbursement_mr": 168,
-    "loan_enquiry_bn": 169,
-    "loan_enquiry_en": 170,
-    "loan_enquiry_hi": 171,
-    "loan_enquiry_kn": 172,
-    "loan_enquiry_mr": 173,
-    "loan_statement_bn": 174,
-    "loan_statement_en": 175,
-    "loan_statement_hi": 176,
-    "loan_statement_kn": 177,
-    "loan_statement_mr": 178,
-    "make_payment_bn": 179,
-    "make_payment_en": 180,
-    "make_payment_hi": 181,
-    "make_payment_kn": 182,
-    "make_payment_mr": 183,
-    "micro_loan_ar": 184,
-    "micro_loan_bn": 185,
-    "micro_loan_en": 186,
-    "micro_loan_es": 187,
-    "micro_loan_gu": 188,
-    "micro_loan_hi": 189,
-    "micro_loan_kn": 190,
-    "micro_loan_kok": 191,
-    "micro_loan_ml": 192,
-    "micro_loan_mr": 193,
-    "micro_loan_or": 194,
-    "micro_loan_pa": 195,
-    "micro_loan_ta": 196,
-    "micro_loan_te": 197,
-    "modify_beneficiary_en": 198,
-    "nrv_details_en": 199,
-    "open_account_bn": 200,
-    "open_account_en": 201,
-    "open_account_hi": 202,
-    "open_account_kn": 203,
-    "open_account_mr": 204,
-    "outstanding_interest_bn": 205,
-    "outstanding_interest_en": 206,
-    "outstanding_interest_hi": 207,
-    "outstanding_interest_kn": 208,
-    "outstanding_interest_mr": 209,
-    "outstanding_principal_bn": 210,
-    "outstanding_principal_en": 211,
-    "outstanding_principal_hi": 212,
-    "outstanding_principal_kn": 213,
-    "outstanding_principal_mr": 214,
-    "payment_status_bn": 215,
-    "payment_status_en": 216,
-    "payment_status_hi": 217,
-    "payment_status_kn": 218,
-    "payment_status_mr": 219,
-    "pending_authorization_bn": 220,
-    "pending_authorization_en": 221,
-    "pending_authorization_hi": 222,
-    "pending_authorization_kn": 223,
-    "pending_authorization_mr": 224,
-    "personal_loan_ar": 225,
-    "personal_loan_bn": 226,
-    "personal_loan_en": 227,
-    "personal_loan_es": 228,
-    "personal_loan_gu": 229,
-    "personal_loan_hi": 230,
-    "personal_loan_kn": 231,
-    "personal_loan_kok": 232,
-    "personal_loan_ml": 233,
-    "personal_loan_mr": 234,
-    "personal_loan_or": 235,
-    "personal_loan_pa": 236,
-    "personal_loan_ta": 237,
-    "personal_loan_te": 238,
-    "pin_change_bn": 239,
-    "pin_change_en": 240,
-    "pin_change_hi": 241,
-    "pin_change_kn": 242,
-    "pin_change_mr": 243,
-    "raise_request_en": 244,
-    "rate_change_request_bn": 245,
-    "rate_change_request_en": 246,
-    "rate_change_request_hi": 247,
-    "rate_change_request_kn": 248,
-    "rate_change_request_mr": 249,
-    "rd_details_bn": 250,
-    "rd_details_en": 251,
-    "rd_details_hi": 252,
-    "rd_details_kn": 253,
-    "rd_details_mr": 254,
-    "rd_rate_bn": 255,
-    "rd_rate_en": 256,
-    "rd_rate_hi": 257,
-    "rd_rate_kn": 258,
-    "rd_rate_mr": 259,
-    "rd_rates_en": 260,
-    "re_payment_bn": 261,
-    "re_payment_en": 262,
-    "re_payment_hi": 263,
-    "re_payment_kn": 264,
-    "re_payment_mr": 265,
-    "re_structure_bn": 266,
-    "re_structure_en": 267,
-    "re_structure_hi": 268,
-    "re_structure_kn": 269,
-    "re_structure_mr": 270,
-    "request_status_en": 271,
-    "saving_interest_rate_en": 272,
-    "saving_intrest_rate_bn": 273,
-    "saving_intrest_rate_hi": 274,
-    "saving_intrest_rate_kn": 275,
-    "saving_intrest_rate_mr": 276,
-    "saving_rate_en": 277,
-    "send_money_abroad_en": 278,
-    "set_limits_en": 279,
-    "sme_loan_ar": 280,
-    "sme_loan_bn": 281,
-    "sme_loan_en": 282,
-    "sme_loan_es": 283,
-    "sme_loan_gu": 284,
-    "sme_loan_hi": 285,
-    "sme_loan_kn": 286,
-    "sme_loan_kok": 287,
-    "sme_loan_ml": 288,
-    "sme_loan_mr": 289,
-    "sme_loan_or": 290,
-    "sme_loan_pa": 291,
-    "sme_loan_ta": 292,
-    "sme_loan_te": 293,
-    "ss_fd_rate_bn": 294,
-    "ss_fd_rate_en": 295,
-    "ss_fd_rate_hi": 296,
-    "ss_fd_rate_kn": 297,
-    "ss_fd_rate_mr": 298,
-    "ss_rate_en": 299,
-    "ss_rd_rate_bn": 300,
-    "ss_rd_rate_en": 301,
-    "ss_rd_rate_hi": 302,
-    "ss_rd_rate_kn": 303,
-    "ss_rd_rate_mr": 304,
-    "ss_rd_rates _en": 305,
-    "transaction_en": 306,
-    "transaction_history_bn": 307,
-    "transaction_history_en": 308,
-    "transaction_history_hi": 309,
-    "transaction_history_kn": 310,
-    "transaction_history_mr": 311,
-    "transation_limit_bn": 312,
-    "transation_limit_en": 313,
-    "transation_limit_hi": 314,
-    "transation_limit_kn": 315,
-    "transation_limit_mr": 316,
-    "two_wheeler_loan_ar": 317,
-    "two_wheeler_loan_bn": 318,
-    "two_wheeler_loan_en": 319,
-    "two_wheeler_loan_es": 320,
-    "two_wheeler_loan_gu": 321,
-    "two_wheeler_loan_hi": 322,
-    "two_wheeler_loan_kn": 323,
-    "two_wheeler_loan_kok": 324,
-    "two_wheeler_loan_ml": 325,
-    "two_wheeler_loan_mr": 326,
-    "two_wheeler_loan_or": 327,
-    "two_wheeler_loan_pa": 328,
-    "two_wheeler_loan_ta": 329,
-    "two_wheeler_loan_te": 330
+    "education_loan_bn": 75,
+    "education_loan_en": 76,
+    "education_loan_hi": 77,
+    "education_loan_kn": 78,
+    "education_loan_mr": 79,
+    "farm_equipment_finance_ar": 80,
+    "farm_equipment_finance_bn": 81,
+    "farm_equipment_finance_en": 82,
+    "farm_equipment_finance_es": 83,
+    "farm_equipment_finance_gu": 84,
+    "farm_equipment_finance_hi": 85,
+    "farm_equipment_finance_kn": 86,
+    "farm_equipment_finance_kok": 87,
+    "farm_equipment_finance_ml": 88,
+    "farm_equipment_finance_mr": 89,
+    "farm_equipment_finance_or": 90,
+    "farm_equipment_finance_pa": 91,
+    "farm_equipment_finance_ta": 92,
+    "farm_equipment_finance_te": 93,
+    "fd_create_bn": 94,
+    "fd_create_en": 95,
+    "fd_create_hi": 96,
+    "fd_create_kn": 97,
+    "fd_create_mr": 98,
+    "fd_details_bn": 99,
+    "fd_details_en": 100,
+    "fd_details_hi": 101,
+    "fd_details_kn": 102,
+    "fd_details_mr": 103,
+    "fd_rate_bn": 104,
+    "fd_rate_en": 105,
+    "fd_rate_hi": 106,
+    "fd_rate_kn": 107,
+    "fd_rate_large_amount_en": 108,
+    "fd_rate_mr": 109,
+    "fd_rates_en": 110,
+    "funds_transfer_direct_en": 111,
+    "funds_transfer_other_bank_en": 112,
+    "funds_transfer_own_account_en": 113,
+    "funds_transfer_status_en": 114,
+    "funds_transfer_third_party_en": 115,
+    "general_intent_bn": 116,
+    "general_intent_en": 117,
+    "general_intent_hi": 118,
+    "general_intent_kn": 119,
+    "general_intent_mr": 120,
+    "gold_loan_bn": 121,
+    "gold_loan_en": 122,
+    "gold_loan_hi": 123,
+    "gold_loan_kn": 124,
+    "gold_loan_mr": 125,
+    "gst_payment_en": 126,
+    "health_insurance_en": 127,
+    "housing_finance_ar": 128,
+    "housing_finance_bn": 129,
+    "housing_finance_en": 130,
+    "housing_finance_es": 131,
+    "housing_finance_gu": 132,
+    "housing_finance_hi": 133,
+    "housing_finance_kn": 134,
+    "housing_finance_kok": 135,
+    "housing_finance_ml": 136,
+    "housing_finance_mr": 137,
+    "housing_finance_or": 138,
+    "housing_finance_pa": 139,
+    "housing_finance_ta": 140,
+    "housing_finance_te": 141,
+    "interest_certificate_bn": 142,
+    "interest_certificate_en": 143,
+    "interest_certificate_hi": 144,
+    "investment_details_en": 145,
+    "list_accounts_en": 146,
+    "list_beneficiary_bn": 147,
+    "list_beneficiary_en": 148,
+    "list_beneficiary_hi": 149,
+    "list_beneficiary_kn": 150,
+    "list_beneficiary_mr": 151,
+    "list_billers_en": 152,
+    "list_fd_bn": 153,
+    "list_fd_en": 154,
+    "list_fd_hi": 155,
+    "list_fd_kn": 156,
+    "list_fd_mr": 157,
+    "list_investments_en": 158,
+    "list_loans_bn": 159,
+    "list_loans_en": 160,
+    "list_loans_hi": 161,
+    "list_loans_kn": 162,
+    "list_loans_mr": 163,
+    "list_of_accounts_bn": 164,
+    "list_of_accounts_en": 165,
+    "list_of_accounts_hi": 166,
+    "list_of_accounts_kn": 167,
+    "list_of_accounts_mr": 168,
+    "loan_application_bn": 169,
+    "loan_application_en": 170,
+    "loan_application_hi": 171,
+    "loan_application_kn": 172,
+    "loan_application_mr": 173,
+    "loan_details_bn": 174,
+    "loan_details_en": 175,
+    "loan_details_hi": 176,
+    "loan_details_kn": 177,
+    "loan_details_mr": 178,
+    "loan_disbursement_bn": 179,
+    "loan_disbursement_en": 180,
+    "loan_disbursement_hi": 181,
+    "loan_disbursement_kn": 182,
+    "loan_disbursement_mr": 183,
+    "loan_enquiry_bn": 184,
+    "loan_enquiry_en": 185,
+    "loan_enquiry_hi": 186,
+    "loan_enquiry_kn": 187,
+    "loan_enquiry_mr": 188,
+    "loan_statement_bn": 189,
+    "loan_statement_en": 190,
+    "loan_statement_hi": 191,
+    "loan_statement_kn": 192,
+    "loan_statement_mr": 193,
+    "make_payment_bn": 194,
+    "make_payment_en": 195,
+    "make_payment_hi": 196,
+    "make_payment_kn": 197,
+    "make_payment_mr": 198,
+    "micro_loan_ar": 199,
+    "micro_loan_bn": 200,
+    "micro_loan_en": 201,
+    "micro_loan_es": 202,
+    "micro_loan_gu": 203,
+    "micro_loan_hi": 204,
+    "micro_loan_kn": 205,
+    "micro_loan_kok": 206,
+    "micro_loan_ml": 207,
+    "micro_loan_mr": 208,
+    "micro_loan_or": 209,
+    "micro_loan_pa": 210,
+    "micro_loan_ta": 211,
+    "micro_loan_te": 212,
+    "modify_beneficiary_en": 213,
+    "nrv_details_en": 214,
+    "open_account_bn": 215,
+    "open_account_en": 216,
+    "open_account_hi": 217,
+    "open_account_kn": 218,
+    "open_account_mr": 219,
+    "outstanding_interest_bn": 220,
+    "outstanding_interest_en": 221,
+    "outstanding_interest_hi": 222,
+    "outstanding_interest_kn": 223,
+    "outstanding_interest_mr": 224,
+    "outstanding_principal_bn": 225,
+    "outstanding_principal_en": 226,
+    "outstanding_principal_hi": 227,
+    "outstanding_principal_kn": 228,
+    "outstanding_principal_mr": 229,
+    "payment_status_bn": 230,
+    "payment_status_en": 231,
+    "payment_status_hi": 232,
+    "payment_status_kn": 233,
+    "payment_status_mr": 234,
+    "pending_authorization_bn": 235,
+    "pending_authorization_en": 236,
+    "pending_authorization_hi": 237,
+    "pending_authorization_kn": 238,
+    "pending_authorization_mr": 239,
+    "personal_loan_ar": 240,
+    "personal_loan_bn": 241,
+    "personal_loan_en": 242,
+    "personal_loan_es": 243,
+    "personal_loan_gu": 244,
+    "personal_loan_hi": 245,
+    "personal_loan_kn": 246,
+    "personal_loan_kok": 247,
+    "personal_loan_ml": 248,
+    "personal_loan_mr": 249,
+    "personal_loan_or": 250,
+    "personal_loan_pa": 251,
+    "personal_loan_ta": 252,
+    "personal_loan_te": 253,
+    "pin_change_bn": 254,
+    "pin_change_en": 255,
+    "pin_change_hi": 256,
+    "pin_change_kn": 257,
+    "pin_change_mr": 258,
+    "raise_request_en": 259,
+    "rate_change_request_bn": 260,
+    "rate_change_request_en": 261,
+    "rate_change_request_hi": 262,
+    "rate_change_request_kn": 263,
+    "rate_change_request_mr": 264,
+    "rd_details_bn": 265,
+    "rd_details_en": 266,
+    "rd_details_hi": 267,
+    "rd_details_kn": 268,
+    "rd_details_mr": 269,
+    "rd_rate_bn": 270,
+    "rd_rate_en": 271,
+    "rd_rate_hi": 272,
+    "rd_rate_kn": 273,
+    "rd_rate_mr": 274,
+    "rd_rates_en": 275,
+    "re_payment_bn": 276,
+    "re_payment_en": 277,
+    "re_payment_hi": 278,
+    "re_payment_kn": 279,
+    "re_payment_mr": 280,
+    "re_structure_bn": 281,
+    "re_structure_en": 282,
+    "re_structure_hi": 283,
+    "re_structure_kn": 284,
+    "re_structure_mr": 285,
+    "request_status_en": 286,
+    "saving_interest_rate_bn": 287,
+    "saving_interest_rate_en": 288,
+    "saving_interest_rate_hi": 289,
+    "saving_interest_rate_kn": 290,
+    "saving_interest_rate_mr": 291,
+    "saving_intrest_rate_bn": 292,
+    "saving_intrest_rate_hi": 293,
+    "saving_intrest_rate_kn": 294,
+    "saving_intrest_rate_mr": 295,
+    "saving_rate_en": 296,
+    "send_money_abroad_en": 297,
+    "set_limits_en": 298,
+    "sme_loan_ar": 299,
+    "sme_loan_bn": 300,
+    "sme_loan_en": 301,
+    "sme_loan_es": 302,
+    "sme_loan_gu": 303,
+    "sme_loan_hi": 304,
+    "sme_loan_kn": 305,
+    "sme_loan_kok": 306,
+    "sme_loan_ml": 307,
+    "sme_loan_mr": 308,
+    "sme_loan_or": 309,
+    "sme_loan_pa": 310,
+    "sme_loan_ta": 311,
+    "sme_loan_te": 312,
+    "ss_fd_rate_bn": 313,
+    "ss_fd_rate_en": 314,
+    "ss_fd_rate_hi": 315,
+    "ss_fd_rate_kn": 316,
+    "ss_fd_rate_mr": 317,
+    "ss_rate_en": 318,
+    "ss_rd_rate_bn": 319,
+    "ss_rd_rate_en": 320,
+    "ss_rd_rate_hi": 321,
+    "ss_rd_rate_kn": 322,
+    "ss_rd_rate_mr": 323,
+    "ss_rd_rates _en": 324,
+    "transaction_en": 325,
+    "transaction_history_bn": 326,
+    "transaction_history_en": 327,
+    "transaction_history_hi": 328,
+    "transaction_history_kn": 329,
+    "transaction_history_mr": 330,
+    "transaction_limit_bn": 331,
+    "transaction_limit_en": 332,
+    "transaction_limit_hi": 333,
+    "transaction_limit_kn": 334,
+    "transaction_limit_mr": 335,
+    "transation_limit_bn": 336,
+    "transation_limit_en": 337,
+    "transation_limit_hi": 338,
+    "transation_limit_kn": 339,
+    "transation_limit_mr": 340,
+    "two_wheeler_loan_ar": 341,
+    "two_wheeler_loan_bn": 342,
+    "two_wheeler_loan_en": 343,
+    "two_wheeler_loan_es": 344,
+    "two_wheeler_loan_gu": 345,
+    "two_wheeler_loan_hi": 346,
+    "two_wheeler_loan_kn": 347,
+    "two_wheeler_loan_kok": 348,
+    "two_wheeler_loan_ml": 349,
+    "two_wheeler_loan_mr": 350,
+    "two_wheeler_loan_or": 351,
+    "two_wheeler_loan_pa": 352,
+    "two_wheeler_loan_ta": 353,
+    "two_wheeler_loan_te": 354
   },
   "layer_norm_eps": 1e-12,
   "max_position_embeddings": 512,

label_encoder.joblib

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ff8f90e624a6e2f00ecc1f00f7f693c593e36180ce763e6f64b94b415d31377e
-size 38723
+oid sha256:feddbf2c25eb7ef371254ad312ae4e0ee9cd8124eee278e7e761f0cf50659869
+size 41507

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8b0902cc364679fa46e95cf2e629ea080c2ec2fd9564fe904430e6a62c48c2e6
-size 438970652
+oid sha256:979eee378db257295f592d0eac90687439e6e648ed16091825cddeda58757373
+size 439044476

runs/Nov23_01-26-02_SuperWhite/events.out.tfevents.1732305363.SuperWhite.801625.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:400fed69944fdae4c3db0bf0a10369ac1b2a5053000039c06200fafa50e4a994
+size 79248

runs/Nov23_01-26-02_SuperWhite/events.out.tfevents.1732332082.SuperWhite.801625.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aeaa8c4ec2ac6ab703fd30e1f04b5f63e88c9f044884e113504985c44c33738d
+size 364

training_args.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9b55457059da318e16a10f4b46eea78b2739103306b310ba23f9e669c90fb350
+oid sha256:baefecc89f094691631052f9c22f90adc1f6bbea5e149970c1a5f8d5b521316a
 size 5304