Datasets:
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Sub-tasks:
named-entity-recognition
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File size: 19,150 Bytes
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# 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 = "https://zenodo.org/record/6339605/files/finer-139.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='finer139', 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"]
}
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