Triple

T1746039
Position Surface form Disambiguated ID Type / Status
Subject Public Law 107-296 E38336 entity
Predicate containsTitle P3254 FINISHED
Object Title XIII—Federal Workforce Improvement
Title XIII—Federal Workforce Improvement is a section of the Homeland Security Act of 2002 that focuses on modernizing and enhancing the effectiveness, management, and human capital policies of the federal workforce.
E197701 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: Title XIII—Federal Workforce Improvement | Statement: [Public Law 107-296, containsTitle, Title XIII—Federal Workforce Improvement]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Title XIII—Federal Workforce Improvement
Context triple: [Public Law 107-296, containsTitle, Title XIII—Federal Workforce Improvement]
  • A. Comprehensive Employment and Training Act amendments
    The Comprehensive Employment and Training Act amendments were legislative updates in the 1970s that expanded and refined federal job training and employment programs for unemployed and disadvantaged workers in the United States.
  • B. Federal Employee Antidiscrimination Act of 2019
    The Federal Employee Antidiscrimination Act of 2019 is a U.S. law that strengthens protections, reporting requirements, and accountability measures related to discrimination and retaliation against federal employees.
  • C. Chapter 13 – Appropriations
    Chapter 13 – Appropriations is a section of Title 31 of the United States Code that sets out federal laws governing the authorization, use, and control of appropriated funds by the U.S. government.
  • D. Workforce Innovation and Opportunity Act (rehabilitation provisions)
    The Workforce Innovation and Opportunity Act (rehabilitation provisions) is a U.S. federal law framework that modernizes and governs vocational rehabilitation and related disability employment services to help individuals with disabilities prepare for, obtain, and retain competitive integrated employment.
  • E. Title 13 of the United States Code
    Title 13 of the United States Code is the federal statute that governs the collection, confidentiality, and use of official statistical data in the United States, including the decennial census and related surveys.
  • 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: Title XIII—Federal Workforce Improvement
Triple: [Public Law 107-296, containsTitle, Title XIII—Federal Workforce Improvement]
Generated description
Title XIII—Federal Workforce Improvement is a section of the Homeland Security Act of 2002 that focuses on modernizing and enhancing the effectiveness, management, and human capital policies of the federal workforce.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Title XIII—Federal Workforce Improvement
Target entity description: Title XIII—Federal Workforce Improvement is a section of the Homeland Security Act of 2002 that focuses on modernizing and enhancing the effectiveness, management, and human capital policies of the federal workforce.
  • A. Comprehensive Employment and Training Act amendments
    The Comprehensive Employment and Training Act amendments were legislative updates in the 1970s that expanded and refined federal job training and employment programs for unemployed and disadvantaged workers in the United States.
  • B. Federal Employee Antidiscrimination Act of 2019
    The Federal Employee Antidiscrimination Act of 2019 is a U.S. law that strengthens protections, reporting requirements, and accountability measures related to discrimination and retaliation against federal employees.
  • C. Chapter 13 – Appropriations
    Chapter 13 – Appropriations is a section of Title 31 of the United States Code that sets out federal laws governing the authorization, use, and control of appropriated funds by the U.S. government.
  • D. Workforce Innovation and Opportunity Act (rehabilitation provisions)
    The Workforce Innovation and Opportunity Act (rehabilitation provisions) is a U.S. federal law framework that modernizes and governs vocational rehabilitation and related disability employment services to help individuals with disabilities prepare for, obtain, and retain competitive integrated employment.
  • E. Title 13 of the United States Code
    Title 13 of the United States Code is the federal statute that governs the collection, confidentiality, and use of official statistical data in the United States, including the decennial census and related surveys.
  • 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_69a8862b01a48190ab47209063af82d9 completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69aa63e93f3481909f61d581f7a5bdfa completed March 6, 2026, 5:19 a.m.
NED1 Entity disambiguation (via context triple) batch_69ada0de0ff08190bb7758e3ba32de80 completed March 8, 2026, 4:16 p.m.
NEDg Description generation batch_69ada524a234819082f94430da4e802d completed March 8, 2026, 4:34 p.m.
NED2 Entity disambiguation (via description) batch_69ada5bc32ac8190a921410bdfa465fa completed March 8, 2026, 4:37 p.m.
Created at: March 4, 2026, 7:31 p.m.