Triple

T7112694
Position Surface form Disambiguated ID Type / Status
Subject Veterans’ Employment and Training Service E165742 entity
Predicate program P804 FINISHED
Object Homeless Veterans’ Reintegration Program
The Homeless Veterans’ Reintegration Program is a U.S. Department of Labor initiative that provides employment and supportive services to help homeless veterans achieve stable jobs and self-sufficiency.
E642824 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: Homeless Veterans’ Reintegration Program | Statement: [Veterans’ Employment and Training Service, program, Homeless Veterans’ Reintegration Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Homeless Veterans’ Reintegration Program
Context triple: [Veterans’ Employment and Training Service, program, Homeless Veterans’ Reintegration Program]
  • A. Continuum of Care homeless assistance programs
    Continuum of Care homeless assistance programs are federally funded local or regional planning and grant-making systems designed to organize and deliver housing and supportive services to people experiencing homelessness, with the goal of achieving stable, long-term housing outcomes.
  • B. Health Care for the Homeless programs
    Health Care for the Homeless programs are federally supported community health initiatives that provide comprehensive primary and supportive health services to people experiencing homelessness in the United States.
  • C. 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.
  • D. Resident Opportunities and Self-Sufficiency Program
    The Resident Opportunities and Self-Sufficiency Program is a U.S. Department of Housing and Urban Development initiative that helps public housing residents gain employment, increase earned income, and achieve economic self-sufficiency through supportive services and community-based programs.
  • E. In-Home Supportive Services program
    The In-Home Supportive Services program is a California public assistance program that helps low-income elderly, blind, and disabled individuals receive personal care and domestic services in their own homes to avoid institutionalization.
  • 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: Homeless Veterans’ Reintegration Program
Triple: [Veterans’ Employment and Training Service, program, Homeless Veterans’ Reintegration Program]
Generated description
The Homeless Veterans’ Reintegration Program is a U.S. Department of Labor initiative that provides employment and supportive services to help homeless veterans achieve stable jobs and self-sufficiency.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Homeless Veterans’ Reintegration Program
Target entity description: The Homeless Veterans’ Reintegration Program is a U.S. Department of Labor initiative that provides employment and supportive services to help homeless veterans achieve stable jobs and self-sufficiency.
  • A. Continuum of Care homeless assistance programs
    Continuum of Care homeless assistance programs are federally funded local or regional planning and grant-making systems designed to organize and deliver housing and supportive services to people experiencing homelessness, with the goal of achieving stable, long-term housing outcomes.
  • B. Health Care for the Homeless programs
    Health Care for the Homeless programs are federally supported community health initiatives that provide comprehensive primary and supportive health services to people experiencing homelessness in the United States.
  • C. 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.
  • D. Resident Opportunities and Self-Sufficiency Program
    The Resident Opportunities and Self-Sufficiency Program is a U.S. Department of Housing and Urban Development initiative that helps public housing residents gain employment, increase earned income, and achieve economic self-sufficiency through supportive services and community-based programs.
  • E. In-Home Supportive Services program
    The In-Home Supportive Services program is a California public assistance program that helps low-income elderly, blind, and disabled individuals receive personal care and domestic services in their own homes to avoid institutionalization.
  • 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_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.