Triple

T12156786
Position Surface form Disambiguated ID Type / Status
Subject Government of the Macao Special Administrative Region E289594 entity
Predicate hasBody P35 FINISHED
Object Macao Customs Service
The Macao Customs Service is the law enforcement agency responsible for customs control, anti-smuggling operations, and protection of the economic and border security of the Macao Special Administrative Region.
E963748 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: Macao Customs Service | Statement: [Government of the Macao Special Administrative Region, hasBody, Macao Customs Service]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Macao Customs Service
Context triple: [Government of the Macao Special Administrative Region, hasBody, Macao Customs Service]
  • A. Hong Kong Customs and Excise Department
    The Hong Kong Customs and Excise Department is the law enforcement agency responsible for customs control, revenue collection, and combating smuggling and illicit trade in Hong Kong.
  • B. Government of the Macao Special Administrative Region
    The Government of the Macao Special Administrative Region is the executive authority of Macau under Chinese sovereignty, responsible for administering the territory’s internal affairs, economy, and public services within the “one country, two systems” framework.
  • C. Monetary Authority of Macao
    The Monetary Authority of Macao is the central banking and financial regulatory institution of the Macao Special Administrative Region, overseeing monetary policy, financial stability, and supervision of the territory’s banking and insurance sectors.
  • D. Hong Kong Marine Department
    The Hong Kong Marine Department is the government authority responsible for regulating, managing, and ensuring the safety and efficiency of Hong Kong’s maritime and port operations.
  • E. Civil Aviation Authority of Macau
    The Civil Aviation Authority of Macau is the government agency responsible for regulating and overseeing civil aviation activities and air transport safety in the Macau Special Administrative Region.
  • 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: Macao Customs Service
Triple: [Government of the Macao Special Administrative Region, hasBody, Macao Customs Service]
Generated description
The Macao Customs Service is the law enforcement agency responsible for customs control, anti-smuggling operations, and protection of the economic and border security of the Macao Special Administrative Region.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Macao Customs Service
Target entity description: The Macao Customs Service is the law enforcement agency responsible for customs control, anti-smuggling operations, and protection of the economic and border security of the Macao Special Administrative Region.
  • A. Hong Kong Customs and Excise Department
    The Hong Kong Customs and Excise Department is the law enforcement agency responsible for customs control, revenue collection, and combating smuggling and illicit trade in Hong Kong.
  • B. Government of the Macao Special Administrative Region
    The Government of the Macao Special Administrative Region is the executive authority of Macau under Chinese sovereignty, responsible for administering the territory’s internal affairs, economy, and public services within the “one country, two systems” framework.
  • C. Monetary Authority of Macao
    The Monetary Authority of Macao is the central banking and financial regulatory institution of the Macao Special Administrative Region, overseeing monetary policy, financial stability, and supervision of the territory’s banking and insurance sectors.
  • D. Hong Kong Marine Department
    The Hong Kong Marine Department is the government authority responsible for regulating, managing, and ensuring the safety and efficiency of Hong Kong’s maritime and port operations.
  • E. Civil Aviation Authority of Macau
    The Civil Aviation Authority of Macau is the government agency responsible for regulating and overseeing civil aviation activities and air transport safety in the Macau Special Administrative Region.
  • 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.