Triple

T7941387
Position Surface form Disambiguated ID Type / Status
Subject Form 940 E184398 entity
Predicate publicationReference P309 FINISHED
Object IRS Instructions for Form 940
IRS Instructions for Form 940 is the official IRS guidance document that explains how employers should complete and file Form 940, the annual federal unemployment (FUTA) tax return.
E697235 NE FINISHED

How this triple was built (5 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: IRS Instructions for Form 940 | Statement: [Form 940, publicationReference, IRS Instructions for Form 940]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: IRS Instructions for Form 940
Context triple: [Form 940, publicationReference, IRS Instructions for Form 940]
  • A. Form 940
    Form 940 is an annual IRS tax form that employers use to report and pay federal unemployment (FUTA) taxes.
  • B. Form 944
    Form 944 is an annual IRS tax form that certain small employers use to report federal income tax withheld and Social Security and Medicare taxes.
  • C. Form 941
    Form 941 is a quarterly IRS tax return that employers use to report wages paid, income tax withheld, and Social Security and Medicare payroll taxes.
  • D. I-990
    I-990 is a short auxiliary Interstate Highway in the Buffalo, New York metropolitan area, serving as a spur route connecting the region to Interstate 290.
  • E. Form 1040
    Form 1040 is the primary U.S. individual income tax return form used by taxpayers to report their annual income, deductions, and tax liability to the Internal Revenue Service.
  • 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: IRS Instructions for Form 940
Triple: [Form 940, publicationReference, IRS Instructions for Form 940]
Generated description
IRS Instructions for Form 940 is the official IRS guidance document that explains how employers should complete and file Form 940, the annual federal unemployment (FUTA) tax return.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: IRS Instructions for Form 940
Target entity description: IRS Instructions for Form 940 is the official IRS guidance document that explains how employers should complete and file Form 940, the annual federal unemployment (FUTA) tax return.
  • A. Form 940
    Form 940 is an annual IRS tax form that employers use to report and pay federal unemployment (FUTA) taxes.
  • B. Form 944
    Form 944 is an annual IRS tax form that certain small employers use to report federal income tax withheld and Social Security and Medicare taxes.
  • C. Form 941
    Form 941 is a quarterly IRS tax return that employers use to report wages paid, income tax withheld, and Social Security and Medicare payroll taxes.
  • D. I-990
    I-990 is a short auxiliary Interstate Highway in the Buffalo, New York metropolitan area, serving as a spur route connecting the region to Interstate 290.
  • E. Form 1040
    Form 1040 is the primary U.S. individual income tax return form used by taxpayers to report their annual income, deductions, and tax liability to the Internal Revenue Service.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: publicationReference
Context triple: [Form 940, publicationReference, IRS Instructions for Form 940]
  • A. publicationType
    Indicates the specific category or format of a published work that characterizes how it is issued or presented.
  • B. publicationAbout
    Indicates that a publication has content whose subject or focus is the referenced entity.
  • C. publicationTitle
    Indicates the name or title under which a work (such as an article, book, or paper) is formally published.
  • D. publishedDocument
    Indicates that an entity has formally issued or made a document publicly available.
  • E. publishedIn chosen
    Indicates that a work (such as an article, paper, or book) has been formally released or made available within a specific venue, medium, or publication.
  • F. None of above.

Provenance (6 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_69ca8291c2008190b1b8832c87814bcf completed March 30, 2026, 2:02 p.m.
NER Named-entity recognition batch_69cb3b0c16b8819093c5d1719cd65ee3 completed March 31, 2026, 3:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69cb5c1265008190a97ccedf92f9234e completed March 31, 2026, 5:30 a.m.
NEDg Description generation batch_69cb5f22f89c8190a98208bf096a2427 completed March 31, 2026, 5:44 a.m.
NED2 Entity disambiguation (via description) batch_69cb76d2dff8819085ad9e10baad1537 completed March 31, 2026, 7:25 a.m.
PD Predicate disambiguation batch_69cae93526d081909303265bf60419fd completed March 30, 2026, 9:20 p.m.
Created at: March 30, 2026, 5:09 p.m.