Triple

T7112696
Position Surface form Disambiguated ID Type / Status
Subject Veterans’ Employment and Training Service E165742 entity
Predicate program P804 FINISHED
Object Disabled Veterans’ Outreach Program
The Disabled Veterans’ Outreach Program is a U.S. Department of Labor initiative that provides specialized employment and training services to help disabled veterans secure and maintain meaningful civilian jobs.
 E165742 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: Disabled Veterans’ Outreach Program | Statement: [Veterans’ Employment and Training Service, program, Disabled Veterans’ Outreach Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Disabled Veterans’ Outreach Program
Context triple: [Veterans’ Employment and Training Service, program, Disabled Veterans’ Outreach Program]
  • A. Service-Disabled Veteran-Owned Small Business Program
    The Service-Disabled Veteran-Owned Small Business Program is a federal initiative that provides contracting preferences and support to small businesses owned and controlled by service-disabled veterans.
  • B. Veterans Community Care Program
    The Veterans Community Care Program is a U.S. Department of Veterans Affairs initiative that allows eligible veterans to receive healthcare services from approved community providers outside VA facilities under certain conditions.
  • C. Veterans’ Employment and Training Service
    The Veterans’ Employment and Training Service is a U.S. Department of Labor agency that protects and promotes the employment rights and job opportunities of military service members, veterans, and their families.
  • D. Vietnam Veterans of America Foundation
    Vietnam Veterans of America Foundation is a U.S.-based nonprofit organization of Vietnam War veterans known for its humanitarian work and co-founding role in the Nobel Peace Prize–winning International Campaign to Ban Landmines.
  • E. Veterans Choice Program
    The Veterans Choice Program was a U.S. Department of Veterans Affairs initiative that allowed eligible veterans to receive healthcare from approved community providers outside the VA system to improve access and reduce wait times.
  • 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: Disabled Veterans’ Outreach Program
Triple: [Veterans’ Employment and Training Service, program, Disabled Veterans’ Outreach Program]
Generated description
The Disabled Veterans’ Outreach Program is a U.S. Department of Labor initiative that provides specialized employment and training services to help disabled veterans secure and maintain meaningful civilian jobs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Disabled Veterans’ Outreach Program
Target entity description: The Disabled Veterans’ Outreach Program is a U.S. Department of Labor initiative that provides specialized employment and training services to help disabled veterans secure and maintain meaningful civilian jobs.
  • A. Service-Disabled Veteran-Owned Small Business Program
    The Service-Disabled Veteran-Owned Small Business Program is a federal initiative that provides contracting preferences and support to small businesses owned and controlled by service-disabled veterans.
  • B. Veterans Community Care Program
    The Veterans Community Care Program is a U.S. Department of Veterans Affairs initiative that allows eligible veterans to receive healthcare services from approved community providers outside VA facilities under certain conditions.
  • C. Veterans’ Employment and Training Service chosen
    The Veterans’ Employment and Training Service is a U.S. Department of Labor agency that protects and promotes the employment rights and job opportunities of military service members, veterans, and their families.
  • D. Vietnam Veterans of America Foundation
    Vietnam Veterans of America Foundation is a U.S.-based nonprofit organization of Vietnam War veterans known for its humanitarian work and co-founding role in the Nobel Peace Prize–winning International Campaign to Ban Landmines.
  • E. Veterans Choice Program
    The Veterans Choice Program was a U.S. Department of Veterans Affairs initiative that allowed eligible veterans to receive healthcare from approved community providers outside the VA system to improve access and reduce wait times.
  • F. None of above.

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_69c6888120f081908f8f01b201dc4a4c completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6e5edf89c8190a069b35ff7768165 completed March 27, 2026, 8:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69c79cbc35d48190974e207eb98dcbe3 completed March 28, 2026, 9:17 a.m.
NEDg Description generation batch_69c79d31a9e8819096e6a3040b1852a9 completed March 28, 2026, 9:19 a.m.
NED2 Entity disambiguation (via description) batch_69c79dcae54c8190b06e687236373f68 completed March 28, 2026, 9:22 a.m.
Created at: March 27, 2026, 2:43 p.m.