Triple

T12291195

Position	Surface form	Disambiguated ID	Type / Status
Subject	University of Hertfordshire	`E292964`	entity
Predicate	hasFaculty	`P141`	FINISHED
Object	Hertfordshire Business School Hertfordshire Business School is the business and management faculty of the University of Hertfordshire, offering undergraduate, postgraduate, and professional programs in areas such as accounting, finance, marketing, and entrepreneurship.	`E292964`	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: Hertfordshire Business School | Statement: [University of Hertfordshire, hasFaculty, Hertfordshire Business School]

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

Target entity: Hertfordshire Business School
Context triple: [University of Hertfordshire, hasFaculty, Hertfordshire Business School]

A. Westminster Business School
Westminster Business School is the business and management faculty of the University of Westminster, offering undergraduate, postgraduate, and professional programs in areas such as finance, marketing, and entrepreneurship.
B. University of Hertfordshire
The University of Hertfordshire is a modern public university in Hatfield, England, known for its strong focus on employability, industry partnerships, and professionally oriented courses.
C. Henley Business School
Henley Business School is a leading international business school known for its MBA and executive education programs, operating as part of the University of Reading in the United Kingdom.
D. York Business School
York Business School is the business and management faculty of York St John University, offering undergraduate and postgraduate programs focused on areas such as management, marketing, accounting, and entrepreneurship.
E. Warwick Business School
Warwick Business School is a leading UK business school renowned for its research, MBA and management education programs, and strong links with global industry.
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: Hertfordshire Business School
Triple: [University of Hertfordshire, hasFaculty, Hertfordshire Business School]

Generated description

Hertfordshire Business School is the business and management faculty of the University of Hertfordshire, offering undergraduate, postgraduate, and professional programs in areas such as accounting, finance, marketing, and entrepreneurship.

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

Target entity: Hertfordshire Business School
Target entity description: Hertfordshire Business School is the business and management faculty of the University of Hertfordshire, offering undergraduate, postgraduate, and professional programs in areas such as accounting, finance, marketing, and entrepreneurship.

A. Westminster Business School
Westminster Business School is the business and management faculty of the University of Westminster, offering undergraduate, postgraduate, and professional programs in areas such as finance, marketing, and entrepreneurship.
B. University of Hertfordshire chosen
The University of Hertfordshire is a modern public university in Hatfield, England, known for its strong focus on employability, industry partnerships, and professionally oriented courses.
C. Henley Business School
Henley Business School is a leading international business school known for its MBA and executive education programs, operating as part of the University of Reading in the United Kingdom.
D. York Business School
York Business School is the business and management faculty of York St John University, offering undergraduate and postgraduate programs focused on areas such as management, marketing, accounting, and entrepreneurship.
E. Warwick Business School
Warwick Business School is a leading UK business school renowned for its research, MBA and management education programs, and strong links with global industry.
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_69d6ab690ad081908c0ed3870ec82d53`	completed	April 8, 2026, 7:24 p.m.
NER	Named-entity recognition	`batch_69d91d22ba488190914342fa7e69e159`	completed	April 10, 2026, 3:54 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69f61e775dac819099d44b61cbccc109`	completed	May 2, 2026, 3:55 p.m.
NEDg	Description generation	`batch_69f61f5cc5608190a67a888eb5136ada`	completed	May 2, 2026, 3:59 p.m.
NED2	Entity disambiguation (via description)	`batch_69f62006afcc8190b8e3b55a5fd8eaca`	completed	May 2, 2026, 4:02 p.m.

Created at: April 8, 2026, 9:52 p.m.