Triple

T11484999
Position Surface form Disambiguated ID Type / Status
Subject Workforce Investment Act of 1998 E272251 entity
Predicate publicLawNumber P1117 FINISHED
Object Public Law 105-220
Public Law 105-220 is the federal statute that enacted the Workforce Investment Act of 1998, overhauling and consolidating U.S. job training and workforce development programs.
E928687 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: Public Law 105-220 | Statement: [Workforce Investment Act of 1998, publicLawNumber, Public Law 105-220]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Public Law 105-220
Context triple: [Workforce Investment Act of 1998, publicLawNumber, Public Law 105-220]
  • A. Public Law 105-206
    Public Law 105-206 is a major 1998 U.S. federal statute that overhauled the Internal Revenue Service, strengthened taxpayer rights, and implemented significant tax administration reforms.
  • B. Public Law 102-240
    Public Law 102-240 is the formal designation of the Intermodal Surface Transportation Efficiency Act of 1991, a landmark U.S. federal law that restructured surface transportation policy and funding.
  • C. Public Law 107-204
    Public Law 107-204 is the formal designation of the Sarbanes–Oxley Act of 2002, a landmark U.S. federal law that overhauled corporate governance and financial reporting standards to combat accounting fraud.
  • D. Public Law 105-292
    Public Law 105-292 is the U.S. federal statute commonly known as the International Religious Freedom Act of 1998, which established mechanisms to promote and monitor religious freedom worldwide as a core component of American foreign policy.
  • E. Public Law 105-304
    Public Law 105-304 is the 1998 U.S. federal statute that enacted the Digital Millennium Copyright Act, implementing key international copyright treaties and establishing modern rules for digital rights management and online service provider liability.
  • 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: Public Law 105-220
Triple: [Workforce Investment Act of 1998, publicLawNumber, Public Law 105-220]
Generated description
Public Law 105-220 is the federal statute that enacted the Workforce Investment Act of 1998, overhauling and consolidating U.S. job training and workforce development programs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Public Law 105-220
Target entity description: Public Law 105-220 is the federal statute that enacted the Workforce Investment Act of 1998, overhauling and consolidating U.S. job training and workforce development programs.
  • A. Public Law 105-206
    Public Law 105-206 is a major 1998 U.S. federal statute that overhauled the Internal Revenue Service, strengthened taxpayer rights, and implemented significant tax administration reforms.
  • B. Public Law 102-240
    Public Law 102-240 is the formal designation of the Intermodal Surface Transportation Efficiency Act of 1991, a landmark U.S. federal law that restructured surface transportation policy and funding.
  • C. Public Law 107-204
    Public Law 107-204 is the formal designation of the Sarbanes–Oxley Act of 2002, a landmark U.S. federal law that overhauled corporate governance and financial reporting standards to combat accounting fraud.
  • D. Public Law 105-292
    Public Law 105-292 is the U.S. federal statute commonly known as the International Religious Freedom Act of 1998, which established mechanisms to promote and monitor religious freedom worldwide as a core component of American foreign policy.
  • E. Public Law 105-304
    Public Law 105-304 is the 1998 U.S. federal statute that enacted the Digital Millennium Copyright Act, implementing key international copyright treaties and establishing modern rules for digital rights management and online service provider liability.
  • 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_69d6aae1b09881909ce2ded3fa0c14fa completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d85a1ea00c8190b42cdc13a6bc61c3 completed April 10, 2026, 2:02 a.m.
NED1 Entity disambiguation (via context triple) batch_69e60451a89081909f9534fee6cb809f completed April 20, 2026, 10:47 a.m.
NEDg Description generation batch_69e610a5ea0481908169c58dc0831b76 completed April 20, 2026, 11:40 a.m.
NED2 Entity disambiguation (via description) batch_69e6182b06f88190ab36d976ac989019 completed April 20, 2026, 12:12 p.m.
Created at: April 8, 2026, 9:36 p.m.