Triple

T12079473

Position	Surface form	Disambiguated ID	Type / Status
Subject	Northwood University	`E287639`	entity
Predicate	operates	`P24`	FINISHED
Object	DeVos Graduate School of Management DeVos Graduate School of Management is the graduate business school of Northwood University, offering MBA and other advanced management programs with a focus on free-enterprise and leadership education.	`E974534`	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: DeVos Graduate School of Management | Statement: [Northwood University, operates, DeVos Graduate School of Management]

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

Target entity: DeVos Graduate School of Management
Context triple: [Northwood University, operates, DeVos Graduate School of Management]

A. Rader School of Business
Rader School of Business is the business school of the Milwaukee School of Engineering, offering undergraduate and graduate programs that integrate business education with a strong focus on technology and engineering industries.
B. Knauss School of Business
Knauss School of Business is the University of San Diego’s business school, offering undergraduate and graduate programs in areas such as accounting, finance, marketing, and management.
C. Martin Tuchman School of Management
Martin Tuchman School of Management is the business school of the New Jersey Institute of Technology, offering undergraduate and graduate programs that integrate management education with technology and innovation.
D. Spears School of Business
Spears School of Business is the business college of Oklahoma State University, offering undergraduate and graduate programs in areas such as accounting, finance, management, and marketing.
E. Graham School of Business
The Graham School of Business is the business education division of York College of Pennsylvania, offering undergraduate and graduate programs in fields such as management, marketing, finance, and entrepreneurship.
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: DeVos Graduate School of Management
Triple: [Northwood University, operates, DeVos Graduate School of Management]

Generated description

DeVos Graduate School of Management is the graduate business school of Northwood University, offering MBA and other advanced management programs with a focus on free-enterprise and leadership education.

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

Target entity: DeVos Graduate School of Management
Target entity description: DeVos Graduate School of Management is the graduate business school of Northwood University, offering MBA and other advanced management programs with a focus on free-enterprise and leadership education.

A. Rader School of Business
Rader School of Business is the business school of the Milwaukee School of Engineering, offering undergraduate and graduate programs that integrate business education with a strong focus on technology and engineering industries.
B. Knauss School of Business
Knauss School of Business is the University of San Diego’s business school, offering undergraduate and graduate programs in areas such as accounting, finance, marketing, and management.
C. Martin Tuchman School of Management
Martin Tuchman School of Management is the business school of the New Jersey Institute of Technology, offering undergraduate and graduate programs that integrate management education with technology and innovation.
D. Spears School of Business
Spears School of Business is the business college of Oklahoma State University, offering undergraduate and graduate programs in areas such as accounting, finance, management, and marketing.
E. Graham School of Business
The Graham School of Business is the business education division of York College of Pennsylvania, offering undergraduate and graduate programs in fields such as management, marketing, finance, and entrepreneurship.
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_69d6ab4846e081908ee7bbd66a6d3459`	completed	April 8, 2026, 7:23 p.m.
NER	Named-entity recognition	`batch_69d9045e81f88190be2b1aabd93f077c`	completed	April 10, 2026, 2:08 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69f61e41191c81909284248d1b873b11`	completed	May 2, 2026, 3:54 p.m.
NEDg	Description generation	`batch_69f61f9386548190a749445a404db3a2`	completed	May 2, 2026, 4 p.m.
NED2	Entity disambiguation (via description)	`batch_69f6207f164c8190b663a50ee3c761d6`	completed	May 2, 2026, 4:04 p.m.

Created at: April 8, 2026, 9:48 p.m.