Triple

T12156781

Position	Surface form	Disambiguated ID	Type / Status
Subject	Government of the Macao Special Administrative Region	`E289594`	entity
Predicate	hasDepartment	`P35`	FINISHED
Object	Secretariat for Social Affairs and Culture The Secretariat for Social Affairs and Culture is a principal policy body in Macao responsible for areas such as education, health, social welfare, culture, and related community services.	`E963744`	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: Secretariat for Social Affairs and Culture | Statement: [Government of the Macao Special Administrative Region, hasDepartment, Secretariat for Social Affairs and Culture]

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

Target entity: Secretariat for Social Affairs and Culture
Context triple: [Government of the Macao Special Administrative Region, hasDepartment, Secretariat for Social Affairs and Culture]

A. Secretariat of Culture
The Secretariat of Culture is Mexico’s federal government ministry responsible for preserving, promoting, and developing the nation’s cultural heritage and artistic activities.
B. Ministry of Culture
The Ministry of Culture is an Indian government ministry responsible for preserving and promoting the nation’s cultural heritage, arts, and historical institutions.
C. Ministry of Culture
The Ministry of Culture is the Italian government department responsible for preserving the nation’s cultural heritage and promoting its arts, culture, and related activities.
D. Ministry of Culture
The Ministry of Culture is Saudi Arabia’s government body responsible for developing, regulating, and promoting the nation’s cultural sectors, heritage, and creative industries.
E. Directorate General of Culture
The Directorate General of Culture is an Indonesian government body responsible for formulating and implementing national policies and programs related to cultural preservation, development, and promotion.
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: Secretariat for Social Affairs and Culture
Triple: [Government of the Macao Special Administrative Region, hasDepartment, Secretariat for Social Affairs and Culture]

Generated description

The Secretariat for Social Affairs and Culture is a principal policy body in Macao responsible for areas such as education, health, social welfare, culture, and related community services.

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

Target entity: Secretariat for Social Affairs and Culture
Target entity description: The Secretariat for Social Affairs and Culture is a principal policy body in Macao responsible for areas such as education, health, social welfare, culture, and related community services.

A. Secretariat of Culture
The Secretariat of Culture is Mexico’s federal government ministry responsible for preserving, promoting, and developing the nation’s cultural heritage and artistic activities.
B. Ministry of Culture
The Ministry of Culture is an Indian government ministry responsible for preserving and promoting the nation’s cultural heritage, arts, and historical institutions.
C. Ministry of Culture
The Ministry of Culture is the Italian government department responsible for preserving the nation’s cultural heritage and promoting its arts, culture, and related activities.
D. Ministry of Culture
The Ministry of Culture is Saudi Arabia’s government body responsible for developing, regulating, and promoting the nation’s cultural sectors, heritage, and creative industries.
E. Directorate General of Culture
The Directorate General of Culture is an Indonesian government body responsible for formulating and implementing national policies and programs related to cultural preservation, development, and promotion.
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_69d6ab4c6710819097a9d228382dde43`	completed	April 8, 2026, 7:23 p.m.
NER	Named-entity recognition	`batch_69d915c1673c8190830cd15525d16869`	completed	April 10, 2026, 3:22 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69f5f69c8d408190abbc900deb534045`	completed	May 2, 2026, 1:05 p.m.
NEDg	Description generation	`batch_69f5fe53d47c8190896a9abf8cc4bc31`	completed	May 2, 2026, 1:38 p.m.
NED2	Entity disambiguation (via description)	`batch_69f5ffc563a08190b95db768df475a3a`	completed	May 2, 2026, 1:44 p.m.

Created at: April 8, 2026, 9:50 p.m.