LaymanT5

Flan-T5-Small Text Classification Model

This is a fine-tuned Flan-T5-Small model for text classification.

Model Details

• Base model: google/flan-t5-small
• Task: Text Classification
• Number of classes: 1043
• Classes: Public Benefits, Disability public benefits, State and local benefits for the disabled, Social Security Disability Insurance (SSDI), Supplemental Security Income (SSI), In-home supportive service disability benefits, Food and Cash benefits, SNAP (Food Stamp) benefits, Eligibility and Applications for SNAP (food stamp) benefits, Determining eligibility for SNAP (food stamp) benefits, Expedited issuance of SNAP benefits, Immigrants' Eligibility for SNAP benefits, Disability and eligibility for SNAP food stamps, Emergency SNAP (food stamp) benefits, Electronic Benefits Transfer (EBT) system and cards, Fraud in getting SNAP benefits, Being charged with Intentional Program Violations of SNAP, Underpayment of SNAP benefits, Overpayment and Recoupment of SNAP benefits, Reduction or Termination of SNAP benefits, Temporary Assistance for Needy Families benefits (TANF), Applications and Eligibility for TANF, Application process for TANF benefits, Eligibility standards for TANF benefits, Income, assets, and eligibility for TANF benefits, Available income for TANF benefits, Income disregards for TANF benefits, Assets and resources' effect on TANF benefits eligibility, Defining the family unit for TANF eligibility, Immigrants' Eligibility for TANF benefits, Residency requirements to receive TANF, Teen parents' eligibility for TANF, Amount of money received through TANF, Child-Only TANF benefit calculations, Child exclusions and family caps for TANF benefit calculations, Money sanctions for TANF recipients, Housing or Shelter Allowance on TANF, TANF standards to calculate financial need, TANF amounts for support services, TANF and child support obligations, TANF diversion programs, Lump Sum Payments to TANF applicants, Appealing a TANF benefits decision, Due process protections around TANF, Receiving TANF benefits through electronic benefits transfer (EBT), Emergency TANF benefits, Fraud in receiving TANF benefits, Requirements to stay on TANF benefits, Job search requirements for TANF benefits, TANF Assessments and Individual Responsibility Plans, TANF work requirements and education or vocational training, Over- or Under-payment of TANF Benefits, Overpayment and Recoupment of TANF Benefits, Underpayment of TANF benefits, Termination of TANF benefits, Time limit on receiving TANF, General Assistance from a state or local government, Supplemental Food Program for Women, Infants and Children (WIC), State Funded Cash Assistance, Health public benefits and medical assistance programs, State and Local Medical assistance programs, Medicaid health coverage, Medicaid Home And Community Based Services, Eligibility and applications for Medicaid, Application process for Medicaid, Asset Limits for Medicaid eligibility, Available Income and eligibility for Medicaid, Spend Down strategy to be eligible for Medicaid, Transferring assets to qualify for Medicaid, Medicaid coverage of particular procedures or treatments, Medicaid coverage of abortion, Medicaid coverage of breast and cervical cancer treatment, Medicaid coverage of birth control and family planning, Medicaid coverage of dental services, Medicaid coverage of Durable Medical Equipment, Medicaid coverage of optical services, Medicaid coverage of prescriptions, Appealing Medicaid decisions, Appealing Medicaid coverage decision, Appealing Medicaid decision on eligibility, Cost-sharing, Premiums, and Out-of-Pocket costs on Medicaid, Being eligible for both Medicaid and Medicare, Medicaid Overpayment and Recoupment, Suing to enforce the Medicaid Act, Termination of Medicaid, Underpayment by Medicaid, Medicaid and child support obligations, Medicare health coverage, Eligibility and Applications for Medicare, Application process for Medicare, Income limits on Medicare eligibility, Appealing Medicare decisions, Appealing Medicare coverage decisions, Appealing Medicare eligibility decision, Medicare coverage of particular procedures or treatments, Medicare coverage of extended care, rehab, and nursing care, Medicare coverage of hospital services, Medicare coverage of skilled nursing care, Cost-sharing, Premiums, and Out-of-Pocket costs on Medicare, Termination of Medicare coverage, Underpayment by Medicare program, Overpayment and recoupment of Medicare payments, Medigap Supplement Insurance for Medicare beneficiaries, Medicare Part A for inpatient care, Medicare Part B for outpatient services and equipment, Medicare Part C (Medicare Advantage), Medicare Part D for prescription drugs, Children's Health Insurance Programs (CHIP) for kids and pregnant women, Eligibility for Children's Health Insurance Programs, Appealing denial of CHIP coverage, Dental services through CHIP, Coverage of health issues on CHIP, Early Periodic Screening, Diagnosis, and Treatment program for children, Children's protections against Lead Poisoning and Asthma, Prescription Drug payment assistance, Unemployment Benefits, Compensation, and Insurance, Applying for Unemployment Insurance benefits, Eligibility for Unemployment benefits, Ability to Work' criteria for Unemployment benefits, Eligibility for unemployment benefits if you quit, Eligibility for unemployment benefits after misconduct, Unemployment Benefit amounts and time-lengths, Termination of Unemployment Benefits, Termination of unemployment benefits for turning down a job, Termination of unemployment benefits for unavailability for work, Denial or Disqualification from unemployment benefits, Unemployment benefits hearings to contest a decision, Overpayment and Recoupment of unemployment benefits, Unemployment Benefits during a public health emergency, Utilities, Energy, and Heating benefits at home, Public Benefits for Veterans and Military, Disability benefits for veterans and military, Old Age Public Benefits, Social Security retirement benefits, Small Business and IP, Business and Occupational Licenses, Child Care and Day Care Licenses, Exemptions for Child Care Licenses, Getting a Child Care License, Business Licenses, Economic Development, Running a farm business, Intellectual Property, Copyright of written or artistic works, Patents for an invention, Trademarks for names and logos, Running a For-Profit Business, Incorporating and Dissolving a for-profit business, Starting a for-profit business, Finances of a for-profit business, Taxes for a for-profit business, Sales taxes, Running a Nonprofit, Help for Small Businesses after a Disaster, Running an Arts/Entertainment Business, Courts and Lawyers, Getting and having a lawyer, Legal Help Resources to deal with legal issues, Websites and technology for legal help, Bar Association legal help websites, Community resources for legal problems, Court-based legal help centers, Filling out forms and other legal documents, Representing oneself without a lawyer, Judges' behavior with self-represented litigants, Court programs for self-represented litigants, Education on how to represent oneself, Administrative agency requests and hearings, Hearings challenging public benefits decisions, Hearing for labor issues and unemployment claims, Hearing with Social Security Administration, Agencies not following court decisions (Nonacquiescence), Evidence for a court case, Privileged material and evidence rules, Legal Research, Going to court and dealing with procedure, Alternative Dispute Resolution, Mediation, and Settlements, Appealing a court's judgment, Standards for reviewing an appeal, Appealing a judge's ruling through Mandamus, Standards of review for appealed cases, Court's ability to hear, refuse, or move a case, Estoppel to stop an issue being raised again, Court Abstaining from hearing a case, Immunity from lawsuits or prosecution, Government's Sovereign Immunity from lawsuits, Government officials' Qualified Immunity from lawsuits, Court's Jurisdiction to hear a case, Court's decision whether there is a case and controversy, Court's jurisdiction when parties come from different states, Federal court's jurisdiction to hear federal questions, Federal court's ability to hear a state law question, Court's personal jurisdiction over parties, Court's decision whether a case is moot, Court's decision whether a case is ripe, Litigant's exhaustion of remedies in original court, Removing a case from state to federal court, Res Judicata to stop a claim being raised again, Standing of a person to bring a lawsuit, Statute of Limitation to bring a lawsuit, Computation of time for statutes of limitation, Waiving a statute of limitations, Transferring a case to another venue, Judge's powers and behavior, Bias by a judge, Judge's discretion in a case, Judgments, Settlements, and Appeals of court cases, Consent Decrees or Settlements of a case, Default Judgment against one party, Enforcing a court's judgment, Enforcing a judgment in another jurisdiction, Contempt for not following a judgment, Declaratory judgment about a case, Summary Judgment for one party before a trial's end, Court costs and fees, In Forma Pauperis court fee waivers, Claiming Money (Damages) in a lawsuit, Processing Delays by an administrative agency, Discovery process to get evidence from other side, Depositions of witnesses, Expert witness discovery before a trial, Extending time for discovery process, Interrogatory request during discovery, Non-compliance with Discovery rules, Privileged information protected from Discovery, Turning over documents during Discovery, Sanctions for discovery violations, Due Process rights when dealing with the government, Due Process rights in an administrative agency hearing, Rights against government depriving one of liberty, Rights against government depriving one of property, Remedies if government violates one's due process, Juries, Filing and Serving pleadings, forms, and court paperwork, Serving court papers on other party, Waiver of service of court papers, Rules of civil procedure, Transcripts and Recordings of legal proceedings, Rule- and law-making procedures, Proposing a rules change for an administrative agency, Notices and Public Comment on proposed government rules, Finding and hiring a lawyer, Having a free lawyer appointed, Lawyer's fees and payments, Hourly Rates of a lawyer, Costs that lawyers are allowed to charge, Having other party pay attorney fees, Attorney fees award after consent decree or settlement, Computing attorney's fees to be paid from one party to another, Having the government pay attorney fees, Attorney-Client Privilege, Establishing a lawyer-client relationship, Conflicts of Interest check for a lawyer and client, Retainer letters and agreements to hire a lawyer, Ethical rules for lawyer's behavior, Bias of a lawyer, Getting Legal Aid or Pro Bono lawyer help, Finding Legal Aid outside of the US, Restrictions on what legal aid can do, Paralegals and non-lawyer professionals, Class Action lawsuits, Getting a class action certified, Defining a class in a class action, Crime and Prisons, Being a victim or witness to a crime, Being a witness to a crime, Victim's Rights, Witness Identification of suspects, Crime Victim Compensation, After being found guilty of a crime, Pardon for a crime, Clemency process for granting a pardon or reduction, Sex Offender registration, Innocence Commissions and laws, Confessions and statements to the police, Coercion of a confession, False confessions, Challenging a confession based on mental capacity, Having a lawyer in a criminal case, Quality of criminal lawyer's work and ineffective assistance of counsel, Line-ups and Identification, Line-up procedures in a criminal investigation, Misidentification during a line-up, Criminal Records, Expungement or Sealing of Criminal Record, Pardons and Criminal Records, Juvenile Criminal Records, Accessing a juvenile criminal record, Confidentiality of juvenile criminal records, Expungement of juvenile criminal record, Death Penalty, Going to criminal court and being on trial, Appealing criminal court's decision, Courts of appeal, Preservation of error in a criminal case to have appeal, Collateral appeal to court after conviction, Appealing based on ineffective assistance of counsel, Criminal trial process, Criminal trial jury selection, Jury instructions in a criminal trial, Lawyers' arguments and behavior during criminal trial, Evidence at a criminal trial, Forensic evidence about a crime, Ballistics evidence, Fingerprint and impression evidence, Blood and body fluid evidence, Hair and fiber evidence, Expert testimony at a criminal trial, Genetic evidence at a criminal trial, DNA evidence at a criminal trial, Challenging genetic evidence as junk science, Right to challenge witnesses, Defenses against criminal charges, Criminal defense around lack of capacity or insanity, Self-defense as a criminal defense, Grand Juries and being indicted for a crime, Make motion for a new trial, Requesting a jury for a criminal trial, Sentencing and penalties after being found guilty, Due Process rights in a criminal case, Juvenile Justice, Challenging detention through Habeas Corpus, Supporting a petition for habeas corpus, Opposing a petition for habeas corpus, Review of a habeas corpus petition, Dealing with police and prosecutors, Encounters with the police, Procedure for filing habeas corpus petition, Police or prosecutors' misconduct, Prosecutor failing to disclose evidence (Brady Violation), Misconduct cases against police or prosecutors, Understanding Specific Types of Crimes, Crimes against property, Crimes against a person, Reentry after prison, Prisoners' rights, services, and conditions, Being investigated for a crime, Disaster Relief, Help for Farms after a Disaster, Public Benefits for individuals after a disaster, Local Public Benefits to assist people after a disaster (not FEMA), FEMA 'Other Needs' assistance, Finding Missing Persons after a Disaster, Insurance Claims after a disaster, Rebuilding and Reconstruction after a disaster, Replacing Lost Documents after a disaster, Tax Relief after a disaster, Public Health Emergency issues, Education, Adult continuing education, Vocational education, Public Benefits offered through schools, School breakfast and lunch programs, Head Start services for families, Paying for education, Fees for educational programs, Vouchers to pay for private education, Discipline, expulsion, or suspension from school, Expulsion from school, Suspension from school, Truancy and attendance, Discrimination and rights around education, Desegregation of schools, Exclusion of students from activities, Discrimination based on sex/gender at a school (Title IX), Privacy at school, Students with disabilities and special education, Assistive technology for students with disabilities, Protections for students with disabilities, Individual Education Plans, School residency or enrollment, School standards, testing, and requirements, School funding for quality education, Language access to education, Quality of education for student with disability, Students' Educational Records, Environmental Justice, Air Pollution, Environmental Protection, Hazardous Waste, Pesticides, Sustainable Agriculture, Water Pollution, Estates, Wills, and Guardianships, Making a Will and Estate Plan, Drafting and signing a will, Updating a Will through a Codicil, Distributing money through Payable-on-Death account, Estate Planning for a beneficiary with a disability, Dealing with another person's estate after they die, Contesting a will, Dying without a will (intestate), Probate process for an uncontested will, Going to Probate Court, When an estate can avoid probate, Being a 'beneficiary' to another's estate, Guardianship and Conservatorship, Money and Property issues in a Guardianship or Conservatorship, Accountings for Funds Spent in a Guardianship or Conservatorship, Financial exploitation in a Guardianship or Conservatorship, Joint Property issues in a guardianship/conservatorship, Guardianship or Conservatorship of an Adult, Getting a Conservatorship or Guardianship of an Adult, Getting an Emergency Guardianship of an Adult, Guardianship of a Mentally Ill Adult, Guardian Ad Litem for vulnerable adults in housing cases, Conservatorship of an adult's financial affairs, Guardianship of a child (under 18), Guardian Ad Litem for child in family law cases, Getting a Guardianship of a Child, Guardianship of a child who has been abused or neglected, Standby guardianship plan for a child, Short-term Temporary Guardianship of a child, Rights of Guardians and Conservators, Removal of a Guardian or Conservator, Trusts, Living Trusts, Plans for if you are incapacitated or ill (Powers of Attorney and Advance Directives), Advance Directives about possible medical treatments, Living Wills for when a person is terminally ill, Powers of Attorney, Options around Life-Sustaining Treatments, Funeral and Burial Issues, Estate Planning for Military, Benefits for service members after death, Family, Adoption, Adopting a Child, Uncontested Adoption of a Child, Contested Adoption of a Child, Getting Time off Work for an Adoption, Adopting an Adult, Contesting an Adoption, Birth Parents' Rights around an Adoption, Grandparents' and other Family Members' Rights around an Adoption, Birth Certificates and Identity Documents, Child Care Costs, Child Care support through TANF, Child Custody, Parenting Plans, and Visitation, Parental abduction or kidnapping of a child, Emergency Custody orders and hearings, Modifying a Custody Order, Interstate Child Custody and Jurisdiction issues, Competing Jurisdictions for child custody cases, Emergency Jurisdiction for child custody, Enforcing a Child Custody order, Temporary Child Custody, Child Visitation, Enforcing Child Visitation, Modifying a Child Visitation Order, Getting a Child Visitation Order, Third-Party Visitation of child, Child Support, Enforcement of Child Support, Going to Child Support (IV-D) Court, Getting state support in enforcing child support, Intercepting tax refunds for child support, Enforcing child support in different states, Petitions for Child Support, Private enforcement of child support, Modifying Child Support arrangement, Child Support Guidelines for calculation and enforcement, Other Custodial parent issues around child support, Other Non-custodial parent issues with child support, Divorce, Separation, and Annulment, Spousal Support, Alimony, and Separate Maintenance, Long-term Spousal Support, Lump Sum Spousal Support, Spousal Support from pensions and retirement plans (with a QDRO), Short-Term or Temporary Spousal Support, Legal Separation of spouses, Division of property among separated spouses, Property Settlement agreements for separated spouses, Divorce process and types, Contested divorce process, Uncontested Divorce process, Subpoenas in a divorce process, Taxes after divorce, Filing motions after the final divorce decree, Consolidating cases during a divorce, Reopening a divorce for new evidence, Stopping (or staying) a divorce process, Venue of a divorce case, Annulment of a marriage, Dividing Property and Debt among spouses, Property Settlement agreements among spouses, Community Property laws for spouses, Dividing Debt during a divorce, Dividing real estate property in a divorce, Dividing pensions and retirement accounts in a divorce, Marital vs. Non-Marital Property standards, Equitable Distribution laws for spouses, Re-opening or changing divorce property judgments, Stopping a spouse from hiding or destroying assets, Children's Issues during a divorce or separation, Best Interest of Child standard, Children-related divorce case management orders, Mediation for children's issues and parenting plans, Parental Rights and Responsibilities during a divorce, Problems after a final divorce, separation, or annulment judgment, Contempt of court for violating a family law order, Consequences of being found in contempt of family law judgment, Contempt for financial issues related to a family law judgment, Contempt for children's issues related to a family law judgment, Enforcing a divorce or separation judgment, Modifying a divorce or separation judgment, Domestic Violence and Abuse, Getting a restraining or protection order, Initial filing for a protection order, Modifying a protection order's complaint, Modifying a temporary protection order, Extending a protection order, Modifying or ending a final protection order, Employment issues around domestic violence, Custody issues around Domestic Violence, Financial Issues around Domestic Violence, Child Support and Domestic Violence, Damages and financial compensation for domestic violence, Spousal Support and Domestic Violence, TANF Benefits exceptions for domestic violence victims, Domestic Violence issues during a public health emergency, Drug and Alcohol Treatment related to Domestic Violence, Defining what constitutes domestic violence and abuse, Firearms and other Weapons and domestic violence, Enforcing a protection order, Housing Discrimination and Domestic Violence, Emancipation of a minor, Foster Care, Marriages and civil unions, Common Law Marriage, Name or Gender Change, Name Change of an Adult, Name Change of a Child, Gender Change of an Adult, Gender Change of a Child, Paternity, Acknowledging paternity, Blood Tests to determine paternity, Contested Paternity, Mediation and Alternative Dispute Resolution for family, Parental Rights (and Termination), Terminating Parental Rights, Teen Parents' Rights and Obligations, Elder Abuse, Taking Care of Sick or Disabled Family, Family members with money, criminal, and other issues, Firearms licenses, Government Services, Licenses for Driving, Business, Fishing, Guns, etc., Getting information and records from the government, Freedom of Information (FOIA) to request government info, Voting and Elections, Voting Systems, Ballots, and Rules, Districting and Gerrymandering, Dealing with different branches of government, Dealing with federal agencies, Dealing with municipal government and ordinances, Dealing with state and local agencies, Dealing with state legislatures and courts, Late fees, penalties, other charges for a rental home, City regulations of renting a home, Military Service-members' Protections against Foreclosure, Liens on a Home, Title to a home, Health, Care for a specific condition or disability, Mental Health, Commitment to a mental health facility, Voluntary commitment to a mental health facility, Involuntary Commitment to a mental health facility, Rights when being committed to a mental health facility, Community programs for mental health, Least Restrictive Alternative Standard for mental health care, Mental Health facilities and institutions, HIV/AIDS care and rights, Health care for those with HIV/AIDS, Abortion care and rights, Alcoholism and Substance Abuse, Birth Control and Sterlization, Black Lung Disease (Pneumoconiosis) benefits, Breast and Cervical Cancer, Counseling and social work needs, Immunization and Vaccines, Disability issues and rights, Health public benefits for a person with a disability, Medicaid coverage for a person with a disability, Medicare coverage for a person with a disability, Mental Health Disabilities, Disability services and resources, Rights and discrimination around health care, Language and cultural access to health care, Discrimination or Refusal to Treat a person, Duty to provide health care to low-income individuals, Minority groups' access to health care, Problems with medical or nursing home care, Quality of care in a nursing home, Complaining about medical services quality or cost, Nursing Home Care and Assisted Living, Discharge or transfer from a nursing home, Assisted Living or Board and Care homes, Licensing of nursing homes, Medical Records and Privacy, Health issues from living conditions, Workers with health or disability issues, Disability Insurance coverage, Housing, Discrimination around housing, Federal Protections against housing discrimination (Fair Housing Act), State protections against housing discrimination, Local protections against housing discrimination, Housing discrimination based on race, Discriminatory housing lending (or Redlining), Housing discrimination based on disability, Housing discrimination based on national origin, Housing Discrimination based on gender or sexuality, Housing discrimination based on familial status (having children, being pregnant, or adopting), Housing discrimination based on religion, Housing discrimination based on source of income/voucher subsidies, Eviction from a home, Eviction from a homeless shelter or group home, Eviction from subsidized or public housing, Eviction from a home subsidized by Rural Economic and Community Development, Eviction from federally subsidized (Section 8) housing, Eviction from public housing (with government landlord), One-Strike Eviction policies in public and subsidized housing, Eviction from private rental housing (not public or subsidized), Going to court for Eviction and Landlord-Tenant issues, Being a defendant in an eviction lawsuit, Being a plaintiff in an eviction lawsuit, Having a Jury Trial in an eviction lawsuit, Raising Appeals to an eviction lawsuit's judgment, Nonpayment of Rent eviction case procedure, Holdover eviction cases, Canceling (or setting aside) an Eviction Order, Jurisdiction issues around an eviction case, Defenses to stop or delay an eviction, Notice and Procedural defenses against an eviction, Reasonable Accommodation for a disability defenses against an eviction, Living conditions (habitability) defenses against an eviction, Military service-members' protections around eviction, Title and ownership defenses against an eviction, Retaliatory Eviction defenses against an eviction, Tenants' rights and options after an eviction, Expungement or Masking of an Eviction Record, Challenging a landlord for a 'constructive eviction', Landlord locking-out or shutting off utilities, Settlements, Mediation, and Diversion from Eviction, Housing Assistance, Public Housing, and Subsidized Housing, Emergency Assistance for housing costs, Local housing assistance programs, State housing assistance programs, Public Housing (with government as landlord), Safety and security in public housing, Public Housing sites, rehabilitation, and demolition, Site selection for public housing, Demolition of public housing, Relocation rights and assistance for public housing, Employment opportunities (Section 3) for public and subsidized housing contracts, Hope VI program to revitalize public housing, Getting public housing, Eligibility and Selection Criteria for public housing, Preferences in who gets public housing, Residency requirements for public housing, Having visitors in public housing, Federally Subsidized Housing (including Section 8/Housing Choice Vouchers), Having visitors to federally subsidized rental home, Getting a Housing Choice (Section 8) voucher for federally subsidized rental, Recertifying/reporting changes to income and family for Section 8 voucher, Termination of a federal rental subsidy, Subsidized Housing Removal, Conversion, or Preservation, Landlord Opting out of federal subsidies program, Relocating with a federal rent subsidy voucher, Rural rental assistance (formerly FMHA) programs, Affordable Housing development, Low Income Housing Tax Credit to build affordable housing, Immigrants' eligibility for housing programs, Single Room Occupancy housing options, Buying a Home, Federal subsidies to buy a home (Homeownership Voucher Program), Paying for a home through a Bond/Contract for Deed, Deeds for a home, Closing on a home sale, Cooperatives, Condominiums, and Homeowners Associations, Problems with living conditions, Poor living conditions in a rented home, Poor living conditions in a federally subsidized (Section 8) home, Challenging a federally subsidized rental's living conditions, Housing Quality Standards for federally subsidized rentals, Termination of 'Troubled Properties' as federally subsidized rentals, Safety and security issues in subsidized housing, Poor living conditions in a rental subsidized with rural rental assistance, Poor living conditions in public housing, Housing code compliance, Disruptions to 'quiet enjoyment' of a rental, Landlord harassment or problem behavior, Lead Paint and Poisoning, Renting or leasing a home, Security Deposit for a rented home, Security deposits and charges for federally subsidized (Section 8) rentals, Income-based rent rates for public housing, Security deposits and charges for public housing, Challenging a landlord's security deposit deductions, Rent charges, increases, and control, Rent issues in public housing, Rent Ceilings or Flat Rent for public housing, Utility allowances and charges for public or subsidized housing, Rent increases in public housing, Rent issues in federally subsidized rentals, Income-based rent rates for federally subsidized housing, Rent ceilings or Flat Rent rates for federally subsidized rentals, Rent issues in rural assistance subsidized homes, Landlord taking property for rent owed, Rent Control, Overcharges of rent in a rent control area, Determining if a home is covered by rent control, Rent control agencies' practices, Eviction limits under Rent Control laws, Rent control jurisdictions, Pet fees, deposits, and rent, Succession rights and process in Rent Control homes, Tenant Rights, Organizations, and Participation, Tenants' participation and organization in subsidized housing, Tenants' participation and organization in public housing, Landlord access to a rental, Landlord access to a federally subsidized rental, Landlord or Housing Authority access to a public housing rental, Leases & Rental Agreements for a rental home, Leases for a federally subsidized home, Changing a rental agreement or lease, Local regulations of rental housing, State regulations of rental housing, Rental protections for those with HIV/AIDS, Ending a rental lease early, Landlord suing tenant for money, Utilities, Energy, and Heating at home, Foreclosure on a Home, Defenses against a Foreclosure, Stopping a foreclosure through a 'redemption' (paying off loan in full), Stopping a foreclosure by reinstating (catching up with) the loan, Tenant options when landlord is in foreclosure or bankruptcy, Another person (receiver) taking over from a landlord, Owning a Home, Clearing Title to one's home, Zoning and Land Use of one’s property, Property Taxes, Property Tax Appeals, Refunds and Abatements, Mortgages and other financing for a home, Federally-Subsidized Mortgage Loans, HUD-Insured Mortgages, Mortgages for Veterans, Mortgage Rescue Scams, Reverse Mortgages (loans using home equity conversion), Mortgage Predatory Lending, Dividing (Partition) a home with another owner, Housing after a Disaster, Eviction issues during a public health emergency, FEMA Housing Assistance, Housing issues after contact with police, Zoning issues related to housing, Homelessness and Housing Insecurity, Mobile Homes, Owning a mobile home, Renting in a Mobile Home Park, Immigration, Deportation or Removal of immigrants, Criminal conviction leading to deportation, Stopping deportation through Withholding of Removal, Waivers of Inadmissibility, Deportation, or Removal, Detention of immigrants, Bond Hearing for a detained immigrant, Parole for immigrants, Public Benefits for immigrants, Immigrants' access to health care, Immigrants' eligibility for Medicaid, Options for immigration status, visas, permits, and travel papers, Deferred Action immigration status, Legalization of undocumented immigrant, Political asylum, Immigrants' rights, Discrimination against Immigrants, Sponsoring an immigrant, Sponsoring an immigrant for a work visa, Border searches, Refugees, Going to immigration interviews and hearings, Undocumented immigrants, Immigrants working when undocumented or without authorization, Immigration options for victims of domestic violence, Green Card options for victims of domestic abuse, Immigration status through U-Visa for crime victims, Canceling Removal Proceedings for domestic abuse victims, Migrant and seasonal worker employment, Work as an immigrant, Military Service-members' protection against collection and repossession, Money, Debt, and Consumer Issues, Paying for medical care, Health Insurance, Health care coverage through employer, COBRA health insurance post-employement, COBRA coverage for dependents, Free and Low-Cost medical care, Free or low-cost care through Hill-Burton facilities, Managed Care plans, Debt collection for medical costs, Contracts, Warranties, and Deceptive Trade Practices, Corporate and Commercial Contracts, Arts & Entertainment Contracts, Consumer Contract issues, Building Contractors and Construction problems, Consumer Fraud and Misrepresentation, False advertising, deceptive pricing, and unfair trade, Installment Contracts, Installment Purchases and Rent-to-Own, Warranty issues, As-Is Warranty issues, Credit practices and Credit reports, Building good credit, Repairing credit, Finding and understanding a credit report, Accessing credit and borrowing money, Financial Literacy, Using Bank Accounts, Using Checks, Using Debit Cards, Using Credit Cards, Identity Theft and Lost Credit Cards, Financial Identity Theft, Criminal Identity Theft with police, Insurance, Homeowner's Insurance, Renters' Insurance, Insurance Scams and Fraud, Life Insurance, Service Members' Group Life Insurance, Loans, Predatory Lending, Student Loans and Financial Aid, Student Loan Discharge or Cancellation, Student Loan Forgiveness, Student Loan Default and Delinquency, Student Loan Fraud, Payday loans, Understanding the terms of a loan or credit card, Canceling (or rescission of) a loan, Fees and Finance Charges for a loan, High interest rates and Usury protections, Taxes, Income Taxes, Earned Income Tax Credit (EITC), Small Claims lawsuits, Discrimination against a customer, Debt and Lending Money, Debt Collection, Repossession, Garnishment, Dealing with Abusive Debt Collection and Harassment, Fair Debt Collection Practices Act protections, Being a Collection-Proof Debtor, Debt Management Counseling, Deficiency Judgment issues, Frozen Bank Account issues, Garnishment issues, Exemptions from Garnishment, Wage Garnishment or Assignment issues, Non-Wage Garnishment issues, Liens on Property, Repossession of a car, Bankruptcy, Chapter 7 Bankruptcy for people with limited income, Chapter 13 Bankruptcy for people with regular income, Discharge of Debts in Bankruptcy, Exemptions to protect property during bankruptcy, Automatic Stays on creditors during bankruptcy, Exceptions to Debt Discharges during Bankruptcy, Chapter 11 Bankruptcy for businesses, Chapter 12 Bankruptcy for farmers or fishermen, Door-to-door Sales, Telemarketing, and Spam, Telemarketers, Door-to-Door Sales, Spam on Email or Text, Native American Issues and Tribal Law, Government and lands of Native Americans, Jurisdiction of Native American tribes, Native American reservations, Sovereignty of Native American tribes, Treaties and Native Americans, Tribal Government, Native-based legal services, Family and child support for Native Americans, Divorce for Native American couples, Native American children's custody by non-parents (Indian Child Welfare Act), Tribal enrollment, Native American crime victims, Education issues for Native Americans, Public Benefits for Native Americans, Tribal TANF, Rights and protections for Native Americans, Native American hunting and fishing rights, Health Care for Native Americans, Indian Health Service, Criminal Tribal Courts, Civil and Human Rights, Discrimination by Government (Equal Protection), Right to a free lawyer, Disability Rights and Discrimination, Disability rights around housing, Disability rights under the Americans with Disabilities Act (ADA), Websites' accessibility requirements, Reasonable Accommodation standard under ADA, Accessibility rights under ADA, ADA Section 508 accessibility for federal government, Architectural barriers and accessibility under the ADA, HIV/AIDS discrimination, Disability discrimination in government programs, Voting Rights, First Amendment Rights, First Amendment protections of freedom of religion, First Amendment protections of freedom of association, First Amendment protections of freedom of speech, LGBTQ Rights, Human Rights, Workers' Rights, Agricultural workers' protections, Poultry workers' protections, Racial and ethnic discrimination in agricultural work, Mental Health Rights, Rights to refuse mental health treatment, Right to mental health treatment, Prisoners' Rights, Women's Rights, Privacy Rights and Protections, Rights against government searches or arrests, Right to Travel, Sex workers' Rights, Human Trafficking rights and protections, Religious Freedoms and Discrimination, Racial Justice and discrimination, Age Discrimination, Rights when dealing with the government, Language Access rights, Accidents and Torts, Being Physically injured or harmed by another, Personal data privacy breach and protections, Getting Care and Compensation for an injury, Suing someone, or being sued, Car Accident lawsuits, Being a Plaintiff in lawsuit (suing someone), Being a Defendant in a lawsuit (being sued), Seeking an injunction to compel an action, Seeking a preliminary injunction before a trial ends, Suing to enforce a law (Private right of action), Outcomes a plaintiff can seek in a lawsuit, Suing the government for civil rights violations, Getting civil rights lawyer's fees paid, Harassment by another person, Traffic and Cars, Car injuries to people or property, Dealing with traffic and parking tickets, Speeding and Moving Violations, License and Registration Traffic Tickets, No Insurance Traffic Tickets, Parking Tickets, Driving Under the Influence, Going to Traffic Court, Driver's licenses or permits, Driver's License Suspension, Reinstating a Driver's License, Issues with Owning a Car, Car Payment Issues, Issues with Purchasing and Financing a Car, Car Repair issues, Warranties and contracts for a car, Contracts for Car Repairs, Vehicle/Auto License or Registration, Car insurance, Veterans and Military, Active Duty Claims, Active duty claim for household goods, Active duty medical claims, Discharge from military, Administrative Discharge (being fired) from military service, Medical Discharge from military, Draft into military, Health benefits for military and veterans, Mental Health for military and veterans, Legal protections for military, Legal help for military, Deployment preparation and issues, Being tested for drugs or alcohol at work, Getting Worker's Compensation benefits, Work and Employment Law, Applying and interviewing for a job, Being drug tested when applying for a job, Affirmative Action for employment, Problems at a Current Job, Wage payment, hours, and breaks at work, Minimum wage at work, Being paid a 'prevailing wage', Getting paid for overtime work, Meal and Rest Breaks, Getting paid for trainings and work-related activities, Getting reimbursed for work-related costs, Making a complaint under the Fair Labor Standards Act, Minors' protections and restrictions at work, Being an Employee vs. an Independent Contractor, Being a subcontractor, Taking Time off Work at Current Job, Taking leave for family and medical reasons, Problems regarding a Former Job, Being fired after whistleblowing, Being fired from a job, Wrongful termination of employees who are not 'at will', Employment records from former job, Retirement and Pensions, Mismanagement of retirement and pension plans (under ERISA), Eligibility for pension plan or retirement benefits, Vesting of retirement plan, Railroad workers' retirement system, Unions, Employer interfering with union activity (Unfair Labor Practices), Unfair Labor Practices by Unions, Volunteering or interning at a job, Being injured on the job, Working conditions that are unsafe or unhealthy, Discrimination around work and employment, Remedies for discrimination at work, Getting Back-Pay after discrimination at work, Getting Compensated after discrimination at work, Punitive damages for work discrimination, Sexual harassment at work, Age discrimination at work, Disability discrimination at work, Gender discrimination at work, Racial and Ethnic discrimination at work, Religious discrimination at work, Sexual orientation or Gender Identity discrimination at work, Martial or Parental Status discrimination at work, Proving discrimination at work, Discrimination based on a 'bona fide occupational qualification', Neutral work policies that lead to discrimination (disparate impact), Employment in prison, Veterans and Military members' Civilian Work, Uniform Services Employment and Reemployment Rights Act for servicemembers, Reemployment after military service, Suing an employer for a tort

Usage

from transformers import T5ForConditionalGeneration, T5Tokenizer

model = T5ForConditionalGeneration.from_pretrained("path/to/model")
tokenizer = T5Tokenizer.from_pretrained("path/to/model")

def classify_text(question, category="", definition=""):
    # Prepare your input
    input_text = f"Question: {question} | Category: {category} | Definition: {definition}"
    input_ids = tokenizer(input_text, return_tensors="pt", max_length=512, truncation=True).input_ids

    # Get prediction
    outputs = model.generate(input_ids)
    predicted_class = tokenizer.decode(outputs[0], skip_special_tokens=True)
    return predicted_class

# Example usage
question = "Your question here"
category = ""  # Optional: provide if available
definition = ""  # Optional: provide if available
predicted_class = classify_text(question, category, definition)
print(f"Predicted class: {predicted_class}")

Note: This model was trained with question, category, and definition inputs. For best results, provide all available information. If only the question is available, leave the other fields empty.

Training

This model was trained using PyTorch Lightning. The best checkpoint was selected based on validation performance.

License

[Specify the license for your model]