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.