Triple

T462444
Position Surface form Disambiguated ID Type / Status
Subject Treasury Inspector General for Tax Administration E7368 entity
Predicate legalBasis P125 FINISHED
Object Internal Revenue Service Restructuring and Reform Act of 1998
The Internal Revenue Service Restructuring and Reform Act of 1998 is a major U.S. federal law that overhauled the IRS’s organization, strengthened taxpayer rights, and increased oversight and accountability of tax administration.
E57444 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Internal Revenue Service Restructuring and Reform Act of 1998 | Statement: [Treasury Inspector General for Tax Administration, legalBasis, Internal Revenue Service Restructuring and Reform Act of 1998]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Internal Revenue Service Restructuring and Reform Act of 1998
Context triple: [Treasury Inspector General for Tax Administration, legalBasis, Internal Revenue Service Restructuring and Reform Act of 1998]
  • A. Tax Reform Act of 1986
    The Tax Reform Act of 1986 was a landmark U.S. federal law that overhauled the tax code by lowering rates, broadening the tax base, and eliminating many deductions and shelters.
  • B. Gramm–Rudman–Hollings Balanced Budget and Emergency Deficit Control Act of 1985
    The Gramm–Rudman–Hollings Balanced Budget and Emergency Deficit Control Act of 1985 was a landmark U.S. federal law that sought to reduce the federal budget deficit through automatic spending cuts if specified deficit targets were not met.
  • C. Revenue Act of 1934
    The Revenue Act of 1934 was a New Deal-era U.S. federal tax law that increased income and corporate taxes to raise government revenue during the Great Depression.
  • D. Public Law 99-499
    Public Law 99-499 is a U.S. federal statute enacted in 1986 that, among other provisions, established the Emergency Planning and Community Right-to-Know Act to improve community safety through hazardous chemical reporting and emergency planning requirements.
  • E. Personal Responsibility and Work Opportunity Reconciliation Act of 1996
    The Personal Responsibility and Work Opportunity Reconciliation Act of 1996 is a landmark U.S. welfare reform law that overhauled federal assistance programs by imposing work requirements, time limits on benefits, and greater state control over welfare policy.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Internal Revenue Service Restructuring and Reform Act of 1998
Triple: [Treasury Inspector General for Tax Administration, legalBasis, Internal Revenue Service Restructuring and Reform Act of 1998]
Generated description
The Internal Revenue Service Restructuring and Reform Act of 1998 is a major U.S. federal law that overhauled the IRS’s organization, strengthened taxpayer rights, and increased oversight and accountability of tax administration.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Internal Revenue Service Restructuring and Reform Act of 1998
Target entity description: The Internal Revenue Service Restructuring and Reform Act of 1998 is a major U.S. federal law that overhauled the IRS’s organization, strengthened taxpayer rights, and increased oversight and accountability of tax administration.
  • A. Tax Reform Act of 1986
    The Tax Reform Act of 1986 was a landmark U.S. federal law that overhauled the tax code by lowering rates, broadening the tax base, and eliminating many deductions and shelters.
  • B. Gramm–Rudman–Hollings Balanced Budget and Emergency Deficit Control Act of 1985
    The Gramm–Rudman–Hollings Balanced Budget and Emergency Deficit Control Act of 1985 was a landmark U.S. federal law that sought to reduce the federal budget deficit through automatic spending cuts if specified deficit targets were not met.
  • C. Revenue Act of 1934
    The Revenue Act of 1934 was a New Deal-era U.S. federal tax law that increased income and corporate taxes to raise government revenue during the Great Depression.
  • D. Public Law 99-499
    Public Law 99-499 is a U.S. federal statute enacted in 1986 that, among other provisions, established the Emergency Planning and Community Right-to-Know Act to improve community safety through hazardous chemical reporting and emergency planning requirements.
  • E. Personal Responsibility and Work Opportunity Reconciliation Act of 1996
    The Personal Responsibility and Work Opportunity Reconciliation Act of 1996 is a landmark U.S. welfare reform law that overhauled federal assistance programs by imposing work requirements, time limits on benefits, and greater state control over welfare policy.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69a2e7e5c5bc8190a1dc8178218fba40 completed Feb. 28, 2026, 1:04 p.m.
NER Named-entity recognition batch_69a2efc09eac8190add4bb5823b53ba7 completed Feb. 28, 2026, 1:38 p.m.
NED1 Entity disambiguation (via context triple) batch_69a44f59e9348190a53c1734b95bc2c3 completed March 1, 2026, 2:38 p.m.
NEDg Description generation batch_69a44fb74a4481908538fa126571f803 completed March 1, 2026, 2:39 p.m.
NED2 Entity disambiguation (via description) batch_69a45011a750819098d2ce4908439eb1 completed March 1, 2026, 2:41 p.m.
Created at: Feb. 28, 2026, 1:12 p.m.