Datasets:
Sub-tasks:
named-entity-recognition
Languages:
English
Multilinguality:
monolingual
Size Categories:
1M<n<10M
Language Creators:
expert-generated
Annotations Creators:
expert-generated
ArXiv:
Tags:
License:
| # coding=utf-8 | |
| # Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor. | |
| # | |
| # Licensed under the Apache License, Version 2.0 (the "License"); | |
| # you may not use this file except in compliance with the License. | |
| # You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, software | |
| # distributed under the License is distributed on an "AS IS" BASIS, | |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| # See the License for the specific language governing permissions and | |
| # limitations under the License. | |
| """FiNER-139: A Financial Numeric Entity Recognition dataset""" | |
| import datasets | |
| import json | |
| import os | |
| logger = datasets.logging.get_logger(__name__) | |
| _CITATION = """@inproceedings{loukas-etal-2022-finer, | |
| title = "{FiNER: Financial Numeric Entity Recognition for XBRL Tagging}", | |
| author = "Loukas, Lefteris and | |
| Fergadiotis, Manos and | |
| Chalkidis, Ilias and | |
| Spyropoulou, Eirini and | |
| Malakasiotis, Prodromos and | |
| Androutsopoulos, Ion and | |
| Paliouras George", | |
| booktitle = "Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics", | |
| month = "may", | |
| year = "2022", | |
| publisher = "Association for Computational Linguistics", | |
| }""" | |
| _DESCRIPTION = """ | |
| FiNER-139 is a named entity recognition dataset consisting of 10K annual | |
| and quarterly English reports (filings) of publicly traded companies | |
| downloaded from the U.S. Securities and Exchange Commission (SEC) | |
| annotated with 139 XBRL tags in the IOB2 format. | |
| """ | |
| _DATA_URL = "finer139.zip" | |
| _HOMEPAGE = "http://nlp.cs.aueb.gr/" | |
| _VERSION = "1.0.0" | |
| _LABELS = [ | |
| "O", | |
| "B-AccrualForEnvironmentalLossContingencies", | |
| "B-AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife", | |
| "I-AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife", | |
| "B-AllocatedShareBasedCompensationExpense", | |
| "B-AmortizationOfFinancingCosts", | |
| "B-AmortizationOfIntangibleAssets", | |
| "I-AmortizationOfIntangibleAssets", | |
| "B-AntidilutiveSecuritiesExcludedFromComputationOfEarningsPerShareAmount", | |
| "I-AntidilutiveSecuritiesExcludedFromComputationOfEarningsPerShareAmount", | |
| "B-AreaOfRealEstateProperty", | |
| "I-AreaOfRealEstateProperty", | |
| "B-AssetImpairmentCharges", | |
| "B-BusinessAcquisitionEquityInterestsIssuedOrIssuableNumberOfSharesIssued", | |
| "B-BusinessAcquisitionPercentageOfVotingInterestsAcquired", | |
| "I-BusinessAcquisitionPercentageOfVotingInterestsAcquired", | |
| "B-BusinessCombinationAcquisitionRelatedCosts", | |
| "B-BusinessCombinationConsiderationTransferred1", | |
| "B-BusinessCombinationContingentConsiderationLiability", | |
| "B-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibleAssetsOtherThanGoodwill", | |
| "B-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibles", | |
| "B-CapitalizedContractCostAmortization", | |
| "B-CashAndCashEquivalentsFairValueDisclosure", | |
| "B-ClassOfWarrantOrRightExercisePriceOfWarrantsOrRights1", | |
| "B-CommonStockCapitalSharesReservedForFutureIssuance", | |
| "B-CommonStockDividendsPerShareDeclared", | |
| "B-CommonStockParOrStatedValuePerShare", | |
| "B-CommonStockSharesAuthorized", | |
| "I-CommonStockSharesAuthorized", | |
| "B-CommonStockSharesOutstanding", | |
| "B-ConcentrationRiskPercentage1", | |
| "B-ContractWithCustomerLiability", | |
| "B-ContractWithCustomerLiabilityRevenueRecognized", | |
| "B-CumulativeEffectOfNewAccountingPrincipleInPeriodOfAdoption", | |
| "B-DebtInstrumentBasisSpreadOnVariableRate1", | |
| "B-DebtInstrumentCarryingAmount", | |
| "B-DebtInstrumentConvertibleConversionPrice1", | |
| "B-DebtInstrumentFaceAmount", | |
| "I-DebtInstrumentFaceAmount", | |
| "B-DebtInstrumentFairValue", | |
| "B-DebtInstrumentInterestRateEffectivePercentage", | |
| "B-DebtInstrumentInterestRateStatedPercentage", | |
| "B-DebtInstrumentMaturityDate", | |
| "I-DebtInstrumentMaturityDate", | |
| "B-DebtInstrumentRedemptionPricePercentage", | |
| "B-DebtInstrumentTerm", | |
| "I-DebtInstrumentTerm", | |
| "B-DebtInstrumentUnamortizedDiscount", | |
| "B-DebtWeightedAverageInterestRate", | |
| "B-DeferredFinanceCostsGross", | |
| "B-DeferredFinanceCostsNet", | |
| "B-DefinedBenefitPlanContributionsByEmployer", | |
| "B-DefinedContributionPlanCostRecognized", | |
| "B-Depreciation", | |
| "B-DerivativeFixedInterestRate", | |
| "B-DerivativeNotionalAmount", | |
| "B-DisposalGroupIncludingDiscontinuedOperationConsideration", | |
| "B-EffectiveIncomeTaxRateContinuingOperations", | |
| "B-EffectiveIncomeTaxRateReconciliationAtFederalStatutoryIncomeTaxRate", | |
| "B-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized", | |
| "B-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedPeriodForRecognition1", | |
| "I-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedPeriodForRecognition1", | |
| "B-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedShareBasedAwardsOtherThanOptions", | |
| "B-EmployeeServiceShareBasedCompensationTaxBenefitFromCompensationExpense", | |
| "B-EquityMethodInvestmentOwnershipPercentage", | |
| "I-EquityMethodInvestmentOwnershipPercentage", | |
| "B-EquityMethodInvestments", | |
| "B-FiniteLivedIntangibleAssetUsefulLife", | |
| "I-FiniteLivedIntangibleAssetUsefulLife", | |
| "B-GainsLossesOnExtinguishmentOfDebt", | |
| "B-Goodwill", | |
| "B-GoodwillImpairmentLoss", | |
| "B-GuaranteeObligationsMaximumExposure", | |
| "B-IncomeLossFromEquityMethodInvestments", | |
| "B-IncomeTaxExpenseBenefit", | |
| "B-InterestExpense", | |
| "B-InterestExpenseDebt", | |
| "B-LeaseAndRentalExpense", | |
| "B-LesseeOperatingLeaseRenewalTerm", | |
| "I-LesseeOperatingLeaseRenewalTerm", | |
| "B-LesseeOperatingLeaseTermOfContract", | |
| "I-LesseeOperatingLeaseTermOfContract", | |
| "B-LettersOfCreditOutstandingAmount", | |
| "B-LineOfCredit", | |
| "B-LineOfCreditFacilityCommitmentFeePercentage", | |
| "B-LineOfCreditFacilityCurrentBorrowingCapacity", | |
| "B-LineOfCreditFacilityInterestRateAtPeriodEnd", | |
| "B-LineOfCreditFacilityMaximumBorrowingCapacity", | |
| "B-LineOfCreditFacilityRemainingBorrowingCapacity", | |
| "B-LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage", | |
| "B-LongTermDebt", | |
| "B-LongTermDebtFairValue", | |
| "B-LossContingencyAccrualAtCarryingValue", | |
| "B-LossContingencyDamagesSoughtValue", | |
| "B-LossContingencyEstimateOfPossibleLoss", | |
| "B-LossContingencyPendingClaimsNumber", | |
| "I-LossContingencyPendingClaimsNumber", | |
| "B-MinorityInterestOwnershipPercentageByNoncontrollingOwners", | |
| "B-MinorityInterestOwnershipPercentageByParent", | |
| "B-NumberOfOperatingSegments", | |
| "B-NumberOfRealEstateProperties", | |
| "I-NumberOfRealEstateProperties", | |
| "B-NumberOfReportableSegments", | |
| "B-OperatingLeaseCost", | |
| "B-OperatingLeaseExpense", | |
| "B-OperatingLeaseLiability", | |
| "B-OperatingLeasePayments", | |
| "B-OperatingLeaseRightOfUseAsset", | |
| "B-OperatingLeaseWeightedAverageDiscountRatePercent", | |
| "B-OperatingLeaseWeightedAverageRemainingLeaseTerm1", | |
| "I-OperatingLeaseWeightedAverageRemainingLeaseTerm1", | |
| "B-OperatingLeasesRentExpenseNet", | |
| "B-OperatingLossCarryforwards", | |
| "B-PaymentsToAcquireBusinessesGross", | |
| "B-PaymentsToAcquireBusinessesNetOfCashAcquired", | |
| "B-PreferredStockDividendRatePercentage", | |
| "B-PreferredStockSharesAuthorized", | |
| "I-PreferredStockSharesAuthorized", | |
| "B-ProceedsFromIssuanceOfCommonStock", | |
| "B-PropertyPlantAndEquipmentUsefulLife", | |
| "I-PropertyPlantAndEquipmentUsefulLife", | |
| "B-PublicUtilitiesRequestedRateIncreaseDecreaseAmount", | |
| "B-RelatedPartyTransactionAmountsOfTransaction", | |
| "I-RelatedPartyTransactionAmountsOfTransaction", | |
| "B-RelatedPartyTransactionExpensesFromTransactionsWithRelatedParty", | |
| "I-RelatedPartyTransactionExpensesFromTransactionsWithRelatedParty", | |
| "B-RepaymentsOfDebt", | |
| "B-RestructuringAndRelatedCostExpectedCost1", | |
| "B-RestructuringCharges", | |
| "B-RevenueFromContractWithCustomerExcludingAssessedTax", | |
| "B-RevenueFromContractWithCustomerIncludingAssessedTax", | |
| "B-RevenueFromRelatedParties", | |
| "B-RevenueRemainingPerformanceObligation", | |
| "B-Revenues", | |
| "B-SaleOfStockNumberOfSharesIssuedInTransaction", | |
| "I-SaleOfStockNumberOfSharesIssuedInTransaction", | |
| "B-SaleOfStockPricePerShare", | |
| "B-ShareBasedCompensation", | |
| "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardAwardVestingPeriod1", | |
| "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardAwardVestingPeriod1", | |
| "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriod", | |
| "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriod", | |
| "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriodWeightedAverageGrantDateFairValue", | |
| "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsNonvestedNumber", | |
| "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsVestedInPeriodTotalFairValue", | |
| "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAuthorized", | |
| "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAuthorized", | |
| "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant", | |
| "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsExercisesInPeriodTotalIntrinsicValue", | |
| "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodGross", | |
| "B-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodWeightedAverageGrantDateFairValue", | |
| "B-SharePrice", | |
| "B-SharebasedCompensationArrangementBySharebasedPaymentAwardAwardVestingRightsPercentage", | |
| "I-SharebasedCompensationArrangementBySharebasedPaymentAwardAwardVestingRightsPercentage", | |
| "B-SharebasedCompensationArrangementBySharebasedPaymentAwardExpirationPeriod", | |
| "I-SharebasedCompensationArrangementBySharebasedPaymentAwardExpirationPeriod", | |
| "B-StockIssuedDuringPeriodSharesNewIssues", | |
| "I-StockIssuedDuringPeriodSharesNewIssues", | |
| "B-StockRepurchaseProgramAuthorizedAmount1", | |
| "B-StockRepurchaseProgramRemainingAuthorizedRepurchaseAmount1", | |
| "B-StockRepurchasedAndRetiredDuringPeriodShares", | |
| "B-StockRepurchasedDuringPeriodShares", | |
| "I-StockRepurchasedDuringPeriodShares", | |
| "B-SupplementalInformationForPropertyCasualtyInsuranceUnderwritersPriorYearClaimsAndClaimsAdjustmentExpense", | |
| "B-TreasuryStockAcquiredAverageCostPerShare", | |
| "B-TreasuryStockSharesAcquired", | |
| "I-TreasuryStockSharesAcquired", | |
| "B-TreasuryStockValueAcquiredCostMethod", | |
| "B-UnrecognizedTaxBenefits", | |
| "B-UnrecognizedTaxBenefitsThatWouldImpactEffectiveTaxRate", | |
| "I-DeferredFinanceCostsGross", | |
| "I-CommonStockParOrStatedValuePerShare", | |
| "I-LossContingencyEstimateOfPossibleLoss", | |
| "I-DefinedContributionPlanCostRecognized", | |
| "I-DebtInstrumentFairValue", | |
| "I-ContractWithCustomerLiabilityRevenueRecognized", | |
| "I-RevenueRemainingPerformanceObligation", | |
| "I-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized", | |
| "I-DebtInstrumentInterestRateStatedPercentage", | |
| "I-OperatingLossCarryforwards", | |
| "I-MinorityInterestOwnershipPercentageByNoncontrollingOwners", | |
| "I-InterestExpense", | |
| "I-LongTermDebt", | |
| "I-ShareBasedCompensation", | |
| "I-DebtWeightedAverageInterestRate", | |
| "I-DebtInstrumentCarryingAmount", | |
| "I-DebtInstrumentConvertibleConversionPrice1", | |
| "I-IncomeTaxExpenseBenefit", | |
| "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodWeightedAverageGrantDateFairValue", | |
| "I-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedShareBasedAwardsOtherThanOptions", | |
| "I-EquityMethodInvestments", | |
| "I-DebtInstrumentUnamortizedDiscount", | |
| "I-GainsLossesOnExtinguishmentOfDebt", | |
| "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant", | |
| "I-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibleAssetsOtherThanGoodwill", | |
| "I-PreferredStockDividendRatePercentage", | |
| "I-RevenueFromContractWithCustomerIncludingAssessedTax", | |
| "I-OperatingLeaseWeightedAverageDiscountRatePercent", | |
| "I-LineOfCredit", | |
| "I-LineOfCreditFacilityMaximumBorrowingCapacity", | |
| "I-EffectiveIncomeTaxRateReconciliationAtFederalStatutoryIncomeTaxRate", | |
| "I-LineOfCreditFacilityCommitmentFeePercentage", | |
| "I-BusinessCombinationConsiderationTransferred1", | |
| "I-CommonStockDividendsPerShareDeclared", | |
| "I-DebtInstrumentBasisSpreadOnVariableRate1", | |
| "I-DisposalGroupIncludingDiscontinuedOperationConsideration", | |
| "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodGross", | |
| "I-CommonStockSharesOutstanding", | |
| "I-AmortizationOfFinancingCosts", | |
| "I-LineOfCreditFacilityCurrentBorrowingCapacity", | |
| "I-TreasuryStockValueAcquiredCostMethod", | |
| "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsNonvestedNumber", | |
| "I-DebtInstrumentInterestRateEffectivePercentage", | |
| "I-SaleOfStockPricePerShare", | |
| "I-CapitalizedContractCostAmortization", | |
| "I-RestructuringCharges", | |
| "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsVestedInPeriodTotalFairValue", | |
| "I-AccrualForEnvironmentalLossContingencies", | |
| "I-CashAndCashEquivalentsFairValueDisclosure", | |
| "I-ProceedsFromIssuanceOfCommonStock", | |
| "I-Revenues", | |
| "I-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibles", | |
| "I-LettersOfCreditOutstandingAmount", | |
| "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriodWeightedAverageGrantDateFairValue", | |
| "I-OperatingLeasePayments", | |
| "I-LineOfCreditFacilityRemainingBorrowingCapacity", | |
| "I-PaymentsToAcquireBusinessesGross", | |
| "I-TreasuryStockAcquiredAverageCostPerShare", | |
| "I-DeferredFinanceCostsNet", | |
| "I-StockRepurchaseProgramAuthorizedAmount1", | |
| "I-InterestExpenseDebt", | |
| "I-ContractWithCustomerLiability", | |
| "I-OperatingLeaseExpense", | |
| "I-Depreciation", | |
| "I-AllocatedShareBasedCompensationExpense", | |
| "I-LossContingencyAccrualAtCarryingValue", | |
| "I-LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage", | |
| "I-SupplementalInformationForPropertyCasualtyInsuranceUnderwritersPriorYearClaimsAndClaimsAdjustmentExpense", | |
| "I-OperatingLeaseLiability", | |
| "I-RevenueFromRelatedParties", | |
| "I-PaymentsToAcquireBusinessesNetOfCashAcquired", | |
| "I-BusinessCombinationContingentConsiderationLiability", | |
| "I-LossContingencyDamagesSoughtValue", | |
| "I-NumberOfOperatingSegments", | |
| "I-BusinessAcquisitionEquityInterestsIssuedOrIssuableNumberOfSharesIssued", | |
| "I-OperatingLeaseRightOfUseAsset", | |
| "I-BusinessCombinationAcquisitionRelatedCosts", | |
| "I-UnrecognizedTaxBenefits", | |
| "I-GuaranteeObligationsMaximumExposure", | |
| "I-RestructuringAndRelatedCostExpectedCost1", | |
| "I-DefinedBenefitPlanContributionsByEmployer", | |
| "I-OperatingLeaseCost", | |
| "I-DerivativeFixedInterestRate", | |
| "I-Goodwill", | |
| "I-GoodwillImpairmentLoss", | |
| "I-CommonStockCapitalSharesReservedForFutureIssuance", | |
| "I-StockRepurchasedAndRetiredDuringPeriodShares", | |
| "I-EmployeeServiceShareBasedCompensationTaxBenefitFromCompensationExpense", | |
| "I-IncomeLossFromEquityMethodInvestments", | |
| "I-NumberOfReportableSegments", | |
| "I-LongTermDebtFairValue", | |
| "I-RepaymentsOfDebt", | |
| "I-ConcentrationRiskPercentage1", | |
| "I-DebtInstrumentRedemptionPricePercentage", | |
| "I-CumulativeEffectOfNewAccountingPrincipleInPeriodOfAdoption", | |
| "I-SharePrice", | |
| "I-UnrecognizedTaxBenefitsThatWouldImpactEffectiveTaxRate", | |
| "I-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsExercisesInPeriodTotalIntrinsicValue", | |
| "I-EffectiveIncomeTaxRateContinuingOperations", | |
| "I-RevenueFromContractWithCustomerExcludingAssessedTax", | |
| "I-StockRepurchaseProgramRemainingAuthorizedRepurchaseAmount1", | |
| "I-LineOfCreditFacilityInterestRateAtPeriodEnd", | |
| "I-ClassOfWarrantOrRightExercisePriceOfWarrantsOrRights1", | |
| "I-OperatingLeasesRentExpenseNet", | |
| "I-LeaseAndRentalExpense", | |
| "I-PublicUtilitiesRequestedRateIncreaseDecreaseAmount", | |
| "I-MinorityInterestOwnershipPercentageByParent", | |
| "I-AssetImpairmentCharges", | |
| "I-DerivativeNotionalAmount", | |
| ] | |
| class Finer139Config(datasets.BuilderConfig): | |
| """BuilderConfig for FiNER-139""" | |
| def __init__(self, **kwargs): | |
| super(Finer139Config, self).__init__(version=datasets.Version(_VERSION, ""), **kwargs) | |
| class Finer139(datasets.GeneratorBasedBuilder): | |
| """ | |
| FiNER-139 is a named entity recognition dataset consisting of 10K annual | |
| and quarterly English reports (filings) of publicly traded companies | |
| downloaded from the U.S. Securities and Exchange Commission (SEC) | |
| annotated with 139 XBRL tags in the IOB2 format. | |
| """ | |
| VERSION = datasets.Version(_VERSION) | |
| BUILDER_CONFIGS = [ | |
| Finer139Config(name='finer-139', description="FiNER-139 dataset") | |
| ] | |
| def _info(self): | |
| features = datasets.Features( | |
| { | |
| "id": datasets.Value("int32"), | |
| "tokens": datasets.Sequence(datasets.Value("string")), | |
| "ner_tags": datasets.Sequence(datasets.features.ClassLabel(names=_LABELS)) | |
| } | |
| ) | |
| return datasets.DatasetInfo( | |
| description=_DESCRIPTION, | |
| features=features, | |
| supervised_keys=None, | |
| homepage=_HOMEPAGE, | |
| citation=_CITATION, | |
| ) | |
| def _split_generators(self, dl_manager): | |
| data_dir = dl_manager.download_and_extract(_DATA_URL) | |
| return [ | |
| datasets.SplitGenerator( | |
| name=datasets.Split.TRAIN, | |
| gen_kwargs={"filepath": os.path.join(data_dir, "train.jsonl")}, | |
| ), | |
| datasets.SplitGenerator( | |
| name=datasets.Split.VALIDATION, | |
| gen_kwargs={"filepath": os.path.join(data_dir, "validation.jsonl")}, | |
| ), | |
| datasets.SplitGenerator( | |
| name=datasets.Split.TEST, | |
| gen_kwargs={"filepath": os.path.join(data_dir, "test.jsonl")}, | |
| ) | |
| ] | |
| def _generate_examples(self, filepath): | |
| """ | |
| Reads line by line samples and generates examples. | |
| :param filepath: Path to jsonl file with line by line samples. | |
| """ | |
| logger.info("⏳ Generating examples from = %s", filepath) | |
| with open(filepath, encoding="utf-8") as f: | |
| for row in f: | |
| data = json.loads(row) | |
| yield data["id"], { | |
| "id": data["id"], | |
| "tokens": data["tokens"], | |
| "ner_tags": data["ner_tags"] | |
| } | |