Triple

T5422046

Position	Surface form	Disambiguated ID	Type / Status
Subject	Vocational Rehabilitation and Employment Service	`E121273`	entity
Predicate	operatedBy	`P86`	FINISHED
Object	Vocational Rehabilitation Counselors Vocational Rehabilitation Counselors are specialized professionals who help individuals with disabilities prepare for, obtain, and maintain meaningful employment through assessment, counseling, and coordinated support services.	`E519661`	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: Vocational Rehabilitation Counselors | Statement: [Vocational Rehabilitation and Employment Service, operatedBy, Vocational Rehabilitation Counselors]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Vocational Rehabilitation Counselors
Context triple: [Vocational Rehabilitation and Employment Service, operatedBy, Vocational Rehabilitation Counselors]

A. Vocational Rehabilitation Services
Vocational Rehabilitation Services is a state-run program that helps people with disabilities prepare for, obtain, and maintain employment through counseling, training, and support services.
B. Vocational Rehabilitation and Employment Service
The Vocational Rehabilitation and Employment Service is a U.S. Department of Veterans Affairs program that helps veterans with service-connected disabilities prepare for, find, and maintain suitable employment or achieve independent living.
C. U.S. Office of Vocational Rehabilitation
The U.S. Office of Vocational Rehabilitation was a federal agency responsible for providing and overseeing services that helped individuals with disabilities prepare for, obtain, and maintain employment.
D. 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.
E. 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.
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: Vocational Rehabilitation Counselors
Triple: [Vocational Rehabilitation and Employment Service, operatedBy, Vocational Rehabilitation Counselors]

Generated description

Vocational Rehabilitation Counselors are specialized professionals who help individuals with disabilities prepare for, obtain, and maintain meaningful employment through assessment, counseling, and coordinated support services.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Vocational Rehabilitation Counselors
Target entity description: Vocational Rehabilitation Counselors are specialized professionals who help individuals with disabilities prepare for, obtain, and maintain meaningful employment through assessment, counseling, and coordinated support services.

A. Vocational Rehabilitation Services
Vocational Rehabilitation Services is a state-run program that helps people with disabilities prepare for, obtain, and maintain employment through counseling, training, and support services.
B. Vocational Rehabilitation and Employment Service
The Vocational Rehabilitation and Employment Service is a U.S. Department of Veterans Affairs program that helps veterans with service-connected disabilities prepare for, find, and maintain suitable employment or achieve independent living.
C. U.S. Office of Vocational Rehabilitation
The U.S. Office of Vocational Rehabilitation was a federal agency responsible for providing and overseeing services that helped individuals with disabilities prepare for, obtain, and maintain employment.
D. 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.
E. 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.
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_69bd463b58d88190b258261573de9e91`	completed	March 20, 2026, 1:06 p.m.
NER	Named-entity recognition	`batch_69bd87ec45c48190a8a25bf582b02440`	completed	March 20, 2026, 5:46 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69bf3ab7f6b481908fead172fbdafe36`	completed	March 22, 2026, 12:41 a.m.
NEDg	Description generation	`batch_69bf3bc4b1e08190a7574b3ec67823e4`	completed	March 22, 2026, 12:45 a.m.
NED2	Entity disambiguation (via description)	`batch_69bf3c4530288190924b4c38d7b1fb70`	completed	March 22, 2026, 12:48 a.m.

Created at: March 20, 2026, 2:06 p.m.