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: 0.7726
+- Loss: 0.8406
 
 ## Model description
 
@@ -45,33 +45,33 @@ The following hyperparameters were used during training:
 
 ### Training results
 
-| Training Loss | Epoch | Step   | Validation Loss |
-|:-------------:|:-----:|:------:|:---------------:|
-| 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          |
+| Training Loss | Epoch | Step  | Validation Loss |
+|:-------------:|:-----:|:-----:|:---------------:|
+| 2.3809        | 1.0   | 3852  | 1.9607          |
+| 1.2279        | 2.0   | 7704  | 1.1452          |
+| 0.9366        | 3.0   | 11556 | 0.9717          |
+| 0.8443        | 4.0   | 15408 | 0.8946          |
+| 0.795         | 5.0   | 19260 | 0.8747          |
+| 0.736         | 6.0   | 23112 | 0.8618          |
+| 0.7126        | 7.0   | 26964 | 0.8406          |
+| 0.6937        | 8.0   | 30816 | 0.8497          |
+| 0.6922        | 9.0   | 34668 | 0.8473          |
+| 0.6521        | 10.0  | 38520 | 0.8563          |
+| 0.6838        | 11.0  | 42372 | 0.8638          |
+| 0.6395        | 12.0  | 46224 | 0.8615          |
+| 0.6551        | 13.0  | 50076 | 0.8654          |
+| 0.6038        | 14.0  | 53928 | 0.8795          |
+| 0.6177        | 15.0  | 57780 | 0.8782          |
+| 0.6164        | 16.0  | 61632 | 0.8914          |
+| 0.6071        | 17.0  | 65484 | 0.8859          |
+| 0.6125        | 18.0  | 69336 | 0.8921          |
+| 0.6115        | 19.0  | 73188 | 0.8944          |
+| 0.608         | 20.0  | 77040 | 0.9040          |
+| 0.5943        | 21.0  | 80892 | 0.9133          |
+| 0.632         | 22.0  | 84744 | 0.9031          |
+| 0.6245        | 23.0  | 88596 | 0.9139          |
+| 0.6094        | 24.0  | 92448 | 0.8965          |
+| 0.6247        | 25.0  | 96300 | 0.9290          |
 
 
 ### Framework versions

config.json

@@ -121,250 +121,255 @@
     "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"
+    "111": "funds_transfer_bn",
+    "112": "funds_transfer_direct_en",
+    "113": "funds_transfer_en",
+    "114": "funds_transfer_hi",
+    "115": "funds_transfer_kn",
+    "116": "funds_transfer_mr",
+    "117": "funds_transfer_other_bank_en",
+    "118": "funds_transfer_own_account_en",
+    "119": "funds_transfer_status_en",
+    "120": "funds_transfer_third_party_en",
+    "121": "general_intent_bn",
+    "122": "general_intent_en",
+    "123": "general_intent_hi",
+    "124": "general_intent_kn",
+    "125": "general_intent_mr",
+    "126": "gold_loan_bn",
+    "127": "gold_loan_en",
+    "128": "gold_loan_hi",
+    "129": "gold_loan_kn",
+    "130": "gold_loan_mr",
+    "131": "gst_payment_en",
+    "132": "health_insurance_en",
+    "133": "housing_finance_ar",
+    "134": "housing_finance_bn",
+    "135": "housing_finance_en",
+    "136": "housing_finance_es",
+    "137": "housing_finance_gu",
+    "138": "housing_finance_hi",
+    "139": "housing_finance_kn",
+    "140": "housing_finance_kok",
+    "141": "housing_finance_ml",
+    "142": "housing_finance_mr",
+    "143": "housing_finance_or",
+    "144": "housing_finance_pa",
+    "145": "housing_finance_ta",
+    "146": "housing_finance_te",
+    "147": "interest_certificate_bn",
+    "148": "interest_certificate_en",
+    "149": "interest_certificate_hi",
+    "150": "investment_details_en",
+    "151": "list_accounts_en",
+    "152": "list_beneficiary_bn",
+    "153": "list_beneficiary_en",
+    "154": "list_beneficiary_hi",
+    "155": "list_beneficiary_kn",
+    "156": "list_beneficiary_mr",
+    "157": "list_billers_en",
+    "158": "list_fd_bn",
+    "159": "list_fd_en",
+    "160": "list_fd_hi",
+    "161": "list_fd_kn",
+    "162": "list_fd_mr",
+    "163": "list_investments_en",
+    "164": "list_loans_bn",
+    "165": "list_loans_en",
+    "166": "list_loans_hi",
+    "167": "list_loans_kn",
+    "168": "list_loans_mr",
+    "169": "list_of_accounts_bn",
+    "170": "list_of_accounts_en",
+    "171": "list_of_accounts_hi",
+    "172": "list_of_accounts_kn",
+    "173": "list_of_accounts_mr",
+    "174": "loan_application_bn",
+    "175": "loan_application_en",
+    "176": "loan_application_hi",
+    "177": "loan_application_kn",
+    "178": "loan_application_mr",
+    "179": "loan_details_bn",
+    "180": "loan_details_en",
+    "181": "loan_details_hi",
+    "182": "loan_details_kn",
+    "183": "loan_details_mr",
+    "184": "loan_disbursement_bn",
+    "185": "loan_disbursement_en",
+    "186": "loan_disbursement_hi",
+    "187": "loan_disbursement_kn",
+    "188": "loan_disbursement_mr",
+    "189": "loan_enquiry_bn",
+    "190": "loan_enquiry_en",
+    "191": "loan_enquiry_hi",
+    "192": "loan_enquiry_kn",
+    "193": "loan_enquiry_mr",
+    "194": "loan_statement_bn",
+    "195": "loan_statement_en",
+    "196": "loan_statement_hi",
+    "197": "loan_statement_kn",
+    "198": "loan_statement_mr",
+    "199": "make_payment_bn",
+    "200": "make_payment_en",
+    "201": "make_payment_hi",
+    "202": "make_payment_kn",
+    "203": "make_payment_mr",
+    "204": "micro_loan_ar",
+    "205": "micro_loan_bn",
+    "206": "micro_loan_en",
+    "207": "micro_loan_es",
+    "208": "micro_loan_gu",
+    "209": "micro_loan_hi",
+    "210": "micro_loan_kn",
+    "211": "micro_loan_kok",
+    "212": "micro_loan_ml",
+    "213": "micro_loan_mr",
+    "214": "micro_loan_or",
+    "215": "micro_loan_pa",
+    "216": "micro_loan_ta",
+    "217": "micro_loan_te",
+    "218": "modify_beneficiary_en",
+    "219": "nrv_details_en",
+    "220": "open_account_bn",
+    "221": "open_account_en",
+    "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"
   },
   "initializer_range": 0.02,
   "intermediate_size": 3072,
@@ -480,250 +485,255 @@
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   "layer_norm_eps": 1e-12,
   "max_position_embeddings": 512,

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