Triple

T7031464
Position Surface form Disambiguated ID Type / Status
Subject Bureau of Health Workforce E163279 entity
Predicate administersProgram P86 FINISHED
Object Behavioral Health Workforce Education and Training Program
The Behavioral Health Workforce Education and Training Program is a federal initiative that funds and supports the training and expansion of professionals who provide mental health and substance use disorder services, particularly in underserved communities.
E163279 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: Behavioral Health Workforce Education and Training Program | Statement: [Bureau of Health Workforce, administersProgram, Behavioral Health Workforce Education and Training Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Behavioral Health Workforce Education and Training Program
Context triple: [Bureau of Health Workforce, administersProgram, Behavioral Health Workforce Education and Training Program]
  • A. School of Behavioral Health
    The School of Behavioral Health is an academic division of Loma Linda University that focuses on education and research in mental health, social work, and related behavioral sciences.
  • B. Behavioral and Social Research Program
    The Behavioral and Social Research Program is a National Institute on Aging initiative that supports research on how behavioral, psychological, social, and economic factors influence aging and health across the lifespan.
  • C. Research and National Technical Assistance program
    The Research and National Technical Assistance program is a U.S. Economic Development Administration initiative that funds studies, tools, and expert support to help communities and policymakers advance effective economic development strategies nationwide.
  • D. Bureau of Health Workforce
    The Bureau of Health Workforce is a division of the U.S. Department of Health and Human Services that focuses on improving the distribution, diversity, and capacity of the nation’s health care workforce, particularly in underserved areas.
  • E. Title V Health Care Workforce
    Title V Health Care Workforce is a section of the Affordable Care Act that focuses on strengthening and expanding the U.S. health care workforce through training, education, and support programs.
  • 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: Behavioral Health Workforce Education and Training Program
Triple: [Bureau of Health Workforce, administersProgram, Behavioral Health Workforce Education and Training Program]
Generated description
The Behavioral Health Workforce Education and Training Program is a federal initiative that funds and supports the training and expansion of professionals who provide mental health and substance use disorder services, particularly in underserved communities.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Behavioral Health Workforce Education and Training Program
Target entity description: The Behavioral Health Workforce Education and Training Program is a federal initiative that funds and supports the training and expansion of professionals who provide mental health and substance use disorder services, particularly in underserved communities.
  • A. School of Behavioral Health
    The School of Behavioral Health is an academic division of Loma Linda University that focuses on education and research in mental health, social work, and related behavioral sciences.
  • B. Behavioral and Social Research Program
    The Behavioral and Social Research Program is a National Institute on Aging initiative that supports research on how behavioral, psychological, social, and economic factors influence aging and health across the lifespan.
  • C. Research and National Technical Assistance program
    The Research and National Technical Assistance program is a U.S. Economic Development Administration initiative that funds studies, tools, and expert support to help communities and policymakers advance effective economic development strategies nationwide.
  • D. Bureau of Health Workforce chosen
    The Bureau of Health Workforce is a division of the U.S. Department of Health and Human Services that focuses on improving the distribution, diversity, and capacity of the nation’s health care workforce, particularly in underserved areas.
  • E. Title V Health Care Workforce
    Title V Health Care Workforce is a section of the Affordable Care Act that focuses on strengthening and expanding the U.S. health care workforce through training, education, and support programs.
  • 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_69c6885d691c81908cf7d31083113886 completed March 27, 2026, 1:38 p.m.
NER Named-entity recognition batch_69c6e20ee1208190811be10a84e7d8a4 completed March 27, 2026, 8:01 p.m.
NED1 Entity disambiguation (via context triple) batch_69c775980920819081d31b8d2843fb3d completed March 28, 2026, 6:30 a.m.
NEDg Description generation batch_69c77aa1c704819088a9561ac55f9037 completed March 28, 2026, 6:52 a.m.
NED2 Entity disambiguation (via description) batch_69c77b082f3c8190a649297ce0f816bb completed March 28, 2026, 6:54 a.m.
Created at: March 27, 2026, 2:35 p.m.