{ "best_metric": 0.010100801475346088, "best_model_checkpoint": "deberta-v3-base_finetuned_ai4privacy_v2/checkpoint-3745", "epoch": 7.0, "eval_steps": 500, "global_step": 3745, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.93, "learning_rate": 3.3377837116154874e-05, "loss": 0.0484, "step": 500 }, { "epoch": 1.0, "eval_ACCOUNTNAME_f1": 0.997338065661047, "eval_ACCOUNTNUMBER_f1": 1.0, "eval_AGE_f1": 0.964169381107492, "eval_AMOUNT_f1": 0.9917695473251029, "eval_BIC_f1": 0.9868421052631579, "eval_BITCOINADDRESS_f1": 0.9543039319872476, "eval_BUILDINGNUMBER_f1": 0.9751552795031055, "eval_CITY_f1": 0.9978401727861772, "eval_COMPANYNAME_f1": 0.9947753396029259, "eval_COUNTY_f1": 0.9954751131221719, "eval_CREDITCARDCVV_f1": 0.9666666666666666, "eval_CREDITCARDISSUER_f1": 0.9964412811387899, "eval_CREDITCARDNUMBER_f1": 0.931665062560154, "eval_CURRENCYCODE_f1": 0.9948717948717948, "eval_CURRENCYNAME_f1": 0.7526132404181185, "eval_CURRENCYSYMBOL_f1": 0.9968652037617556, "eval_CURRENCY_f1": 0.8787878787878788, "eval_DATE_f1": 0.8814085965820818, "eval_DOB_f1": 0.6185567010309279, "eval_EMAIL_f1": 0.9987484355444305, "eval_ETHEREUMADDRESS_f1": 0.9196141479099679, "eval_EYECOLOR_f1": 0.9803921568627451, "eval_FIRSTNAME_f1": 0.9881838074398249, "eval_GENDER_f1": 0.998819362455726, "eval_HEIGHT_f1": 1.0, "eval_IBAN_f1": 0.9948849104859335, "eval_IPV4_f1": 0.8337388483373885, "eval_IPV6_f1": 0.5216049382716049, "eval_IP_f1": 0.09224318658280922, "eval_JOBAREA_f1": 0.9491525423728815, "eval_JOBTITLE_f1": 0.9983164983164983, "eval_JOBTYPE_f1": 0.98, "eval_LASTNAME_f1": 0.947136563876652, "eval_LITECOINADDRESS_f1": 0.935064935064935, "eval_MAC_f1": 0.5688073394495413, "eval_MASKEDNUMBER_f1": 0.9115281501340482, "eval_MIDDLENAME_f1": 0.15384615384615385, "eval_NEARBYGPSCOORDINATE_f1": 1.0, "eval_ORDINALDIRECTION_f1": 0.4, "eval_PASSWORD_f1": 0.973240832507433, "eval_PHONEIMEI_f1": 0.9947368421052631, "eval_PHONENUMBER_f1": 0.9967355821545157, "eval_PIN_f1": 0.9703703703703703, "eval_PREFIX_f1": 0.9806234203875316, "eval_SECONDARYADDRESS_f1": 0.9965635738831615, "eval_SEX_f1": 0.9782608695652174, "eval_SSN_f1": 0.9925742574257426, "eval_STATE_f1": 0.9715370018975332, "eval_STREET_f1": 0.9989350372736955, "eval_TIME_f1": 0.9889502762430938, "eval_URL_f1": 0.9982668977469671, "eval_USERAGENT_f1": 1.0, "eval_USERNAME_f1": 0.9965928449744463, "eval_VEHICLEVIN_f1": 0.9944444444444445, "eval_VEHICLEVRM_f1": 0.9976359338061466, "eval_ZIPCODE_f1": 0.9854423292273236, "eval_loss": 0.10391438752412796, "eval_overall_accuracy": 0.9685866511159412, "eval_overall_f1": 0.9323913256795211, "eval_overall_precision": 0.9213167208028312, "eval_overall_recall": 0.9437354124248895, "eval_runtime": 43.363, "eval_samples_per_second": 197.334, "eval_steps_per_second": 12.338, "step": 535 }, { "epoch": 1.87, "learning_rate": 4.913907550717881e-05, "loss": 0.0607, "step": 1000 }, { "epoch": 2.0, "eval_ACCOUNTNAME_f1": 0.9937998228520813, "eval_ACCOUNTNUMBER_f1": 0.986013986013986, "eval_AGE_f1": 0.9722675367047309, "eval_AMOUNT_f1": 0.9886714727085478, "eval_BIC_f1": 0.9733333333333333, "eval_BITCOINADDRESS_f1": 0.9778714436248683, "eval_BUILDINGNUMBER_f1": 0.9812500000000001, "eval_CITY_f1": 0.9945945945945946, "eval_COMPANYNAME_f1": 0.9906152241918664, "eval_COUNTY_f1": 0.9984825493171471, "eval_CREDITCARDCVV_f1": 0.9473684210526316, "eval_CREDITCARDISSUER_f1": 0.9928571428571429, "eval_CREDITCARDNUMBER_f1": 0.9330587023686921, "eval_CURRENCYCODE_f1": 0.9897959183673469, "eval_CURRENCYNAME_f1": 0.7176079734219268, "eval_CURRENCYSYMBOL_f1": 0.9968652037617556, "eval_CURRENCY_f1": 0.8508474576271187, "eval_DATE_f1": 0.9529889727219965, "eval_DOB_f1": 0.9027932960893854, "eval_EMAIL_f1": 0.9968808484092327, "eval_ETHEREUMADDRESS_f1": 1.0, "eval_EYECOLOR_f1": 0.9803921568627451, "eval_FIRSTNAME_f1": 0.9846827133479211, "eval_GENDER_f1": 0.9917550058892816, "eval_HEIGHT_f1": 0.9779411764705882, "eval_IBAN_f1": 0.975796178343949, "eval_IPV4_f1": 0.8362427265170407, "eval_IPV6_f1": 0.7929373996789728, "eval_IP_f1": 0.22687609075043627, "eval_JOBAREA_f1": 0.8666666666666667, "eval_JOBTITLE_f1": 0.9941027801179443, "eval_JOBTYPE_f1": 0.9245283018867925, "eval_LASTNAME_f1": 0.9710467706013364, "eval_LITECOINADDRESS_f1": 0.9490616621983915, "eval_MAC_f1": 0.9953917050691244, "eval_MASKEDNUMBER_f1": 0.9351285189718482, "eval_MIDDLENAME_f1": 0.2222222222222222, "eval_NEARBYGPSCOORDINATE_f1": 1.0, "eval_ORDINALDIRECTION_f1": 0.0, "eval_PASSWORD_f1": 0.9918864097363083, "eval_PHONEIMEI_f1": 0.9960578186596584, "eval_PHONENUMBER_f1": 0.9892241379310345, "eval_PIN_f1": 0.9779411764705882, "eval_PREFIX_f1": 0.966887417218543, "eval_SECONDARYADDRESS_f1": 0.9988545246277205, "eval_SEX_f1": 0.967032967032967, "eval_SSN_f1": 0.9840490797546012, "eval_STATE_f1": 0.9923076923076923, "eval_STREET_f1": 0.997867803837953, "eval_TIME_f1": 0.9833795013850416, "eval_URL_f1": 0.9974070872947277, "eval_USERAGENT_f1": 0.9975308641975309, "eval_USERNAME_f1": 0.9923142613151154, "eval_VEHICLEVIN_f1": 0.9808219178082193, "eval_VEHICLEVRM_f1": 0.9836829836829836, "eval_ZIPCODE_f1": 0.9775784753363229, "eval_loss": 0.04448769614100456, "eval_overall_accuracy": 0.9796559402003923, "eval_overall_f1": 0.9560385280316128, "eval_overall_precision": 0.9509654596373999, "eval_overall_recall": 0.9611660128122362, "eval_runtime": 37.2141, "eval_samples_per_second": 229.94, "eval_steps_per_second": 14.376, "step": 1070 }, { "epoch": 2.8, "learning_rate": 4.264055722602958e-05, "loss": 0.0585, "step": 1500 }, { "epoch": 3.0, "eval_ACCOUNTNAME_f1": 1.0, "eval_ACCOUNTNUMBER_f1": 0.9894551845342707, "eval_AGE_f1": 0.9705882352941178, "eval_AMOUNT_f1": 0.9969104016477858, "eval_BIC_f1": 0.9868421052631579, "eval_BITCOINADDRESS_f1": 0.9893617021276595, "eval_BUILDINGNUMBER_f1": 0.9787878787878788, "eval_CITY_f1": 0.9935344827586207, "eval_COMPANYNAME_f1": 0.9989528795811519, "eval_COUNTY_f1": 0.9984871406959154, "eval_CREDITCARDCVV_f1": 0.9824561403508771, "eval_CREDITCARDISSUER_f1": 0.9964412811387899, "eval_CREDITCARDNUMBER_f1": 0.963855421686747, "eval_CURRENCYCODE_f1": 0.9896907216494846, "eval_CURRENCYNAME_f1": 0.7173252279635257, "eval_CURRENCYSYMBOL_f1": 0.9952904238618524, "eval_CURRENCY_f1": 0.8127208480565371, "eval_DATE_f1": 0.9519015659955257, "eval_DOB_f1": 0.875, "eval_EMAIL_f1": 0.9981238273921201, "eval_ETHEREUMADDRESS_f1": 1.0, "eval_EYECOLOR_f1": 1.0, "eval_FIRSTNAME_f1": 0.9911816578483246, "eval_GENDER_f1": 0.998819362455726, "eval_HEIGHT_f1": 0.9925373134328358, "eval_IBAN_f1": 0.9923273657289002, "eval_IPV4_f1": 0.8371335504885993, "eval_IPV6_f1": 0.8251864125932064, "eval_IP_f1": 0.30313588850174217, "eval_JOBAREA_f1": 0.9836065573770492, "eval_JOBTITLE_f1": 0.9831365935919055, "eval_JOBTYPE_f1": 1.0, "eval_LASTNAME_f1": 0.9580573951434879, "eval_LITECOINADDRESS_f1": 0.9608355091383812, "eval_MAC_f1": 0.9953917050691244, "eval_MASKEDNUMBER_f1": 0.9644670050761421, "eval_MIDDLENAME_f1": 0.7804878048780487, "eval_NEARBYGPSCOORDINATE_f1": 1.0, "eval_ORDINALDIRECTION_f1": 0.8571428571428571, "eval_PASSWORD_f1": 0.9849548645937812, "eval_PHONEIMEI_f1": 0.9960578186596584, "eval_PHONENUMBER_f1": 0.996742671009772, "eval_PIN_f1": 0.9925925925925926, "eval_PREFIX_f1": 0.9790092359361882, "eval_SECONDARYADDRESS_f1": 0.9988545246277205, "eval_SEX_f1": 0.989010989010989, "eval_SSN_f1": 0.9829268292682927, "eval_STATE_f1": 0.9903660886319846, "eval_STREET_f1": 0.9967982924226253, "eval_TIME_f1": 0.9902912621359222, "eval_URL_f1": 1.0, "eval_USERAGENT_f1": 1.0, "eval_USERNAME_f1": 0.9974380871050385, "eval_VEHICLEVIN_f1": 0.9833333333333333, "eval_VEHICLEVRM_f1": 0.9952606635071091, "eval_ZIPCODE_f1": 0.9817767653758542, "eval_loss": 0.03905158489942551, "eval_overall_accuracy": 0.9833722101468483, "eval_overall_f1": 0.9618229952742657, "eval_overall_precision": 0.9584319526627219, "eval_overall_recall": 0.9652381188856334, "eval_runtime": 36.4852, "eval_samples_per_second": 234.533, "eval_steps_per_second": 14.663, "step": 1605 }, { "epoch": 3.74, "learning_rate": 3.140292654261333e-05, "loss": 0.0449, "step": 2000 }, { "epoch": 4.0, "eval_ACCOUNTNAME_f1": 1.0, "eval_ACCOUNTNUMBER_f1": 0.9956408020924151, "eval_AGE_f1": 0.9820554649265906, "eval_AMOUNT_f1": 0.9928057553956834, "eval_BIC_f1": 0.9868421052631579, "eval_BITCOINADDRESS_f1": 0.9936034115138592, "eval_BUILDINGNUMBER_f1": 0.9891472868217055, "eval_CITY_f1": 0.9989165763813651, "eval_COMPANYNAME_f1": 0.99581589958159, "eval_COUNTY_f1": 1.0, "eval_CREDITCARDCVV_f1": 0.9655172413793104, "eval_CREDITCARDISSUER_f1": 0.9893238434163701, "eval_CREDITCARDNUMBER_f1": 0.9720558882235529, "eval_CURRENCYCODE_f1": 0.9948717948717948, "eval_CURRENCYNAME_f1": 0.8498168498168499, "eval_CURRENCYSYMBOL_f1": 1.0, "eval_CURRENCY_f1": 0.9328968903436988, "eval_DATE_f1": 0.9763142692085499, "eval_DOB_f1": 0.9610983981693364, "eval_EMAIL_f1": 0.9838709677419355, "eval_ETHEREUMADDRESS_f1": 1.0, "eval_EYECOLOR_f1": 0.9902912621359222, "eval_FIRSTNAME_f1": 0.9964695498676082, "eval_GENDER_f1": 0.9988221436984689, "eval_HEIGHT_f1": 0.9925373134328358, "eval_IBAN_f1": 0.9948849104859335, "eval_IPV4_f1": 0.82404181184669, "eval_IPV6_f1": 0.8382352941176472, "eval_IP_f1": 0.5304010349288487, "eval_JOBAREA_f1": 0.9508196721311476, "eval_JOBTITLE_f1": 0.9949409780775715, "eval_JOBTYPE_f1": 1.0, "eval_LASTNAME_f1": 0.9752808988764046, "eval_LITECOINADDRESS_f1": 0.891566265060241, "eval_MAC_f1": 0.9953917050691244, "eval_MASKEDNUMBER_f1": 0.9665809768637531, "eval_MIDDLENAME_f1": 0.888888888888889, "eval_NEARBYGPSCOORDINATE_f1": 0.9983525535420099, "eval_ORDINALDIRECTION_f1": 0.75, "eval_PASSWORD_f1": 1.0, "eval_PHONEIMEI_f1": 0.994750656167979, "eval_PHONENUMBER_f1": 0.9967355821545157, "eval_PIN_f1": 0.9888475836431226, "eval_PREFIX_f1": 0.9839662447257383, "eval_SECONDARYADDRESS_f1": 0.9988545246277205, "eval_SEX_f1": 1.0, "eval_SSN_f1": 0.991389913899139, "eval_STATE_f1": 0.992337164750958, "eval_STREET_f1": 0.9989350372736955, "eval_TIME_f1": 0.9889196675900276, "eval_URL_f1": 1.0, "eval_USERAGENT_f1": 1.0, "eval_USERNAME_f1": 0.9982993197278911, "eval_VEHICLEVIN_f1": 1.0, "eval_VEHICLEVRM_f1": 0.9929078014184397, "eval_ZIPCODE_f1": 0.9910313901345292, "eval_loss": 0.03961052745580673, "eval_overall_accuracy": 0.9865795472618354, "eval_overall_f1": 0.9707446150802482, "eval_overall_precision": 0.9668472906403941, "eval_overall_recall": 0.9746734866166757, "eval_runtime": 35.3375, "eval_samples_per_second": 242.151, "eval_steps_per_second": 15.14, "step": 2140 }, { "epoch": 4.67, "learning_rate": 1.8445158099368897e-05, "loss": 0.0405, "step": 2500 }, { "epoch": 5.0, "eval_ACCOUNTNAME_f1": 1.0, "eval_ACCOUNTNUMBER_f1": 1.0, "eval_AGE_f1": 0.9754500818330606, "eval_AMOUNT_f1": 1.0, "eval_BIC_f1": 0.993421052631579, "eval_BITCOINADDRESS_f1": 0.9925452609158679, "eval_BUILDINGNUMBER_f1": 0.9969230769230769, "eval_CITY_f1": 0.9978354978354979, "eval_COMPANYNAME_f1": 1.0, "eval_COUNTY_f1": 0.9984871406959154, "eval_CREDITCARDCVV_f1": 0.983050847457627, "eval_CREDITCARDISSUER_f1": 1.0, "eval_CREDITCARDNUMBER_f1": 0.9839034205231388, "eval_CURRENCYCODE_f1": 0.9896907216494846, "eval_CURRENCYNAME_f1": 0.8794326241134752, "eval_CURRENCYSYMBOL_f1": 1.0, "eval_CURRENCY_f1": 0.9449081803005008, "eval_DATE_f1": 0.9883855981416957, "eval_DOB_f1": 0.9761634506242906, "eval_EMAIL_f1": 0.9862842892768079, "eval_ETHEREUMADDRESS_f1": 1.0, "eval_EYECOLOR_f1": 1.0, "eval_FIRSTNAME_f1": 0.9982332155477032, "eval_GENDER_f1": 0.9976470588235293, "eval_HEIGHT_f1": 0.9812734082397004, "eval_IBAN_f1": 0.9948849104859335, "eval_IPV4_f1": 0.8518828451882845, "eval_IPV6_f1": 0.875925925925926, "eval_IP_f1": 0.5932885906040269, "eval_JOBAREA_f1": 0.9666666666666667, "eval_JOBTITLE_f1": 0.9882154882154882, "eval_JOBTYPE_f1": 1.0, "eval_LASTNAME_f1": 0.9866666666666668, "eval_LITECOINADDRESS_f1": 0.9790575916230366, "eval_MAC_f1": 1.0, "eval_MASKEDNUMBER_f1": 0.9822335025380712, "eval_MIDDLENAME_f1": 0.8636363636363635, "eval_NEARBYGPSCOORDINATE_f1": 1.0, "eval_ORDINALDIRECTION_f1": 0.5714285714285715, "eval_PASSWORD_f1": 1.0, "eval_PHONEIMEI_f1": 0.9973684210526316, "eval_PHONENUMBER_f1": 1.0, "eval_PIN_f1": 1.0, "eval_PREFIX_f1": 0.9948805460750854, "eval_SECONDARYADDRESS_f1": 1.0, "eval_SEX_f1": 1.0, "eval_SSN_f1": 0.9975247524752475, "eval_STATE_f1": 0.9980806142034548, "eval_STREET_f1": 0.997872340425532, "eval_TIME_f1": 0.9930458970792767, "eval_URL_f1": 1.0, "eval_USERAGENT_f1": 1.0, "eval_USERNAME_f1": 1.0, "eval_VEHICLEVIN_f1": 1.0, "eval_VEHICLEVRM_f1": 1.0, "eval_ZIPCODE_f1": 0.9966024915062287, "eval_loss": 0.020361173897981644, "eval_overall_accuracy": 0.9912474155754653, "eval_overall_f1": 0.9781817281260061, "eval_overall_precision": 0.9756446991404012, "eval_overall_recall": 0.9807319858966083, "eval_runtime": 38.3337, "eval_samples_per_second": 223.224, "eval_steps_per_second": 13.956, "step": 2675 }, { "epoch": 5.61, "learning_rate": 7.248339276261382e-06, "loss": 0.026, "step": 3000 }, { "epoch": 6.0, "eval_ACCOUNTNAME_f1": 1.0, "eval_ACCOUNTNUMBER_f1": 1.0, "eval_AGE_f1": 0.9950900163666121, "eval_AMOUNT_f1": 1.0, "eval_BIC_f1": 1.0, "eval_BITCOINADDRESS_f1": 0.9883103081827843, "eval_BUILDINGNUMBER_f1": 1.0, "eval_CITY_f1": 1.0, "eval_COMPANYNAME_f1": 1.0, "eval_COUNTY_f1": 0.9984871406959154, "eval_CREDITCARDCVV_f1": 0.983050847457627, "eval_CREDITCARDISSUER_f1": 1.0, "eval_CREDITCARDNUMBER_f1": 0.9827760891590679, "eval_CURRENCYCODE_f1": 0.9948717948717948, "eval_CURRENCYNAME_f1": 0.9224806201550387, "eval_CURRENCYSYMBOL_f1": 0.9984301412872841, "eval_CURRENCY_f1": 0.9662921348314606, "eval_DATE_f1": 0.9872389791183296, "eval_DOB_f1": 0.9749430523917995, "eval_EMAIL_f1": 0.9800249687890137, "eval_ETHEREUMADDRESS_f1": 1.0, "eval_EYECOLOR_f1": 1.0, "eval_FIRSTNAME_f1": 1.0, "eval_GENDER_f1": 0.9976470588235293, "eval_HEIGHT_f1": 1.0, "eval_IBAN_f1": 1.0, "eval_IPV4_f1": 0.8389380530973451, "eval_IPV6_f1": 0.977859778597786, "eval_IP_f1": 0.7247119078104994, "eval_JOBAREA_f1": 0.9666666666666667, "eval_JOBTITLE_f1": 0.9957877000842459, "eval_JOBTYPE_f1": 1.0, "eval_LASTNAME_f1": 0.9955555555555555, "eval_LITECOINADDRESS_f1": 0.9687500000000001, "eval_MAC_f1": 1.0, "eval_MASKEDNUMBER_f1": 0.9849624060150376, "eval_MIDDLENAME_f1": 0.9583333333333334, "eval_NEARBYGPSCOORDINATE_f1": 1.0, "eval_ORDINALDIRECTION_f1": 0.8571428571428571, "eval_PASSWORD_f1": 0.9949443882709808, "eval_PHONEIMEI_f1": 0.9960578186596584, "eval_PHONENUMBER_f1": 0.996742671009772, "eval_PIN_f1": 0.996282527881041, "eval_PREFIX_f1": 0.9940425531914894, "eval_SECONDARYADDRESS_f1": 1.0, "eval_SEX_f1": 1.0, "eval_SSN_f1": 0.9975247524752475, "eval_STATE_f1": 0.9980806142034548, "eval_STREET_f1": 0.9989350372736955, "eval_TIME_f1": 0.9958275382475661, "eval_URL_f1": 1.0, "eval_USERAGENT_f1": 1.0, "eval_USERNAME_f1": 1.0, "eval_VEHICLEVIN_f1": 1.0, "eval_VEHICLEVRM_f1": 0.9929411764705881, "eval_ZIPCODE_f1": 0.9977426636568849, "eval_loss": 0.011600074358284473, "eval_overall_accuracy": 0.9960345650214706, "eval_overall_f1": 0.9840955259376704, "eval_overall_precision": 0.9818577290029166, "eval_overall_recall": 0.9863435467050703, "eval_runtime": 37.5457, "eval_samples_per_second": 227.909, "eval_steps_per_second": 14.249, "step": 3210 }, { "epoch": 6.54, "learning_rate": 8.204806633547002e-07, "loss": 0.0175, "step": 3500 }, { "epoch": 7.0, "eval_ACCOUNTNAME_f1": 1.0, "eval_ACCOUNTNUMBER_f1": 1.0, "eval_AGE_f1": 0.9950900163666121, "eval_AMOUNT_f1": 1.0, "eval_BIC_f1": 1.0, "eval_BITCOINADDRESS_f1": 0.9914893617021276, "eval_BUILDINGNUMBER_f1": 0.9969230769230769, "eval_CITY_f1": 1.0, "eval_COMPANYNAME_f1": 1.0, "eval_COUNTY_f1": 0.9984871406959154, "eval_CREDITCARDCVV_f1": 0.983050847457627, "eval_CREDITCARDISSUER_f1": 0.9964412811387899, "eval_CREDITCARDNUMBER_f1": 0.9888776541961577, "eval_CURRENCYCODE_f1": 0.9948717948717948, "eval_CURRENCYNAME_f1": 0.9266409266409266, "eval_CURRENCYSYMBOL_f1": 0.9984301412872841, "eval_CURRENCY_f1": 0.9678456591639871, "eval_DATE_f1": 0.9895348837209303, "eval_DOB_f1": 0.9774266365688488, "eval_EMAIL_f1": 0.9775840597758406, "eval_ETHEREUMADDRESS_f1": 1.0, "eval_EYECOLOR_f1": 1.0, "eval_FIRSTNAME_f1": 1.0, "eval_GENDER_f1": 0.9976470588235293, "eval_HEIGHT_f1": 1.0, "eval_IBAN_f1": 1.0, "eval_IPV4_f1": 0.8359511343804538, "eval_IPV6_f1": 0.9796672828096117, "eval_IP_f1": 0.7367055771725033, "eval_JOBAREA_f1": 0.9666666666666667, "eval_JOBTITLE_f1": 1.0, "eval_JOBTYPE_f1": 1.0, "eval_LASTNAME_f1": 1.0, "eval_LITECOINADDRESS_f1": 0.9687500000000001, "eval_MAC_f1": 1.0, "eval_MASKEDNUMBER_f1": 0.9886506935687264, "eval_MIDDLENAME_f1": 0.9583333333333334, "eval_NEARBYGPSCOORDINATE_f1": 1.0, "eval_ORDINALDIRECTION_f1": 0.8571428571428571, "eval_PASSWORD_f1": 0.9949443882709808, "eval_PHONEIMEI_f1": 0.9960578186596584, "eval_PHONENUMBER_f1": 0.9837837837837837, "eval_PIN_f1": 0.996282527881041, "eval_PREFIX_f1": 0.9948979591836735, "eval_SECONDARYADDRESS_f1": 1.0, "eval_SEX_f1": 1.0, "eval_SSN_f1": 0.9938195302843017, "eval_STATE_f1": 1.0, "eval_STREET_f1": 0.9989350372736955, "eval_TIME_f1": 0.9958275382475661, "eval_URL_f1": 1.0, "eval_USERAGENT_f1": 1.0, "eval_USERNAME_f1": 1.0, "eval_VEHICLEVIN_f1": 1.0, "eval_VEHICLEVRM_f1": 0.9929411764705881, "eval_ZIPCODE_f1": 0.9966101694915254, "eval_loss": 0.010100801475346088, "eval_overall_accuracy": 0.9964507236388698, "eval_overall_f1": 0.9844485166658412, "eval_overall_precision": 0.9818226722647567, "eval_overall_recall": 0.987088444157521, "eval_runtime": 38.0399, "eval_samples_per_second": 224.948, "eval_steps_per_second": 14.064, "step": 3745 }, { "epoch": 7.0, "step": 3745, "total_flos": 2715031187062272.0, "train_loss": 0.04037893299107876, "train_runtime": 961.4097, "train_samples_per_second": 62.303, "train_steps_per_second": 3.895 }, { "epoch": 7.0, "eval_ACCOUNTNAME_f1": 1.0, "eval_ACCOUNTNUMBER_f1": 1.0, "eval_AGE_f1": 0.9950900163666121, "eval_AMOUNT_f1": 1.0, "eval_BIC_f1": 1.0, "eval_BITCOINADDRESS_f1": 0.9914893617021276, "eval_BUILDINGNUMBER_f1": 0.9969230769230769, "eval_CITY_f1": 1.0, "eval_COMPANYNAME_f1": 1.0, "eval_COUNTY_f1": 0.9984871406959154, "eval_CREDITCARDCVV_f1": 0.983050847457627, "eval_CREDITCARDISSUER_f1": 0.9964412811387899, "eval_CREDITCARDNUMBER_f1": 0.9888776541961577, "eval_CURRENCYCODE_f1": 0.9948717948717948, "eval_CURRENCYNAME_f1": 0.9266409266409266, "eval_CURRENCYSYMBOL_f1": 0.9984301412872841, "eval_CURRENCY_f1": 0.9678456591639871, "eval_DATE_f1": 0.9895348837209303, "eval_DOB_f1": 0.9774266365688488, "eval_EMAIL_f1": 0.9775840597758406, "eval_ETHEREUMADDRESS_f1": 1.0, "eval_EYECOLOR_f1": 1.0, "eval_FIRSTNAME_f1": 1.0, "eval_GENDER_f1": 0.9976470588235293, "eval_HEIGHT_f1": 1.0, "eval_IBAN_f1": 1.0, "eval_IPV4_f1": 0.8359511343804538, "eval_IPV6_f1": 0.9796672828096117, "eval_IP_f1": 0.7367055771725033, "eval_JOBAREA_f1": 0.9666666666666667, "eval_JOBTITLE_f1": 1.0, "eval_JOBTYPE_f1": 1.0, "eval_LASTNAME_f1": 1.0, "eval_LITECOINADDRESS_f1": 0.9687500000000001, "eval_MAC_f1": 1.0, "eval_MASKEDNUMBER_f1": 0.9886506935687264, "eval_MIDDLENAME_f1": 0.9583333333333334, "eval_NEARBYGPSCOORDINATE_f1": 1.0, "eval_ORDINALDIRECTION_f1": 0.8571428571428571, "eval_PASSWORD_f1": 0.9949443882709808, "eval_PHONEIMEI_f1": 0.9960578186596584, "eval_PHONENUMBER_f1": 0.9837837837837837, "eval_PIN_f1": 0.996282527881041, "eval_PREFIX_f1": 0.9948979591836735, "eval_SECONDARYADDRESS_f1": 1.0, "eval_SEX_f1": 1.0, "eval_SSN_f1": 0.9938195302843017, "eval_STATE_f1": 1.0, "eval_STREET_f1": 0.9989350372736955, "eval_TIME_f1": 0.9958275382475661, "eval_URL_f1": 1.0, "eval_USERAGENT_f1": 1.0, "eval_USERNAME_f1": 1.0, "eval_VEHICLEVIN_f1": 1.0, "eval_VEHICLEVRM_f1": 0.9929411764705881, "eval_ZIPCODE_f1": 0.9966101694915254, "eval_loss": 0.010100801475346088, "eval_overall_accuracy": 0.9964507236388698, "eval_overall_f1": 0.9844485166658412, "eval_overall_precision": 0.9818226722647567, "eval_overall_recall": 0.987088444157521, "eval_runtime": 37.4037, "eval_samples_per_second": 228.774, "eval_steps_per_second": 14.303, "step": 3745 } ], "logging_steps": 500, "max_steps": 3745, "num_train_epochs": 7, "save_steps": 500, "total_flos": 2715031187062272.0, "trial_name": null, "trial_params": null }