Triple

T7508533
Position Surface form Disambiguated ID Type / Status
Subject Johor–Singapore Causeway E177454 entity
Predicate hasCustomsCheckpoint P77375 FINISHED
Object Johor Bahru Checkpoint
Johor Bahru Checkpoint is Malaysia’s main land border control complex in Johor Bahru, serving as a key immigration and customs gateway for road and rail traffic between Malaysia and Singapore.
E177454 NE FINISHED

How this triple was built (5 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: Johor Bahru Checkpoint | Statement: [Johor–Singapore Causeway, hasCustomsCheckpoint, Johor Bahru Checkpoint]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Johor Bahru Checkpoint
Context triple: [Johor–Singapore Causeway, hasCustomsCheckpoint, Johor Bahru Checkpoint]
  • A. Singapore–Malaysia border
    The Singapore–Malaysia border is the international boundary separating the city-state of Singapore from Peninsular Malaysia, running across both land crossings and maritime areas including the Straits of Johor.
  • B. Johor–Singapore Causeway
    The Johor–Singapore Causeway is a major road and rail link connecting Malaysia and Singapore, serving as one of the busiest border crossings in the world.
  • C. Cross Border Xpress
    Cross Border Xpress is a privately operated pedestrian skybridge and terminal facility that allows ticketed airline passengers to directly access Tijuana International Airport from the United States.
  • D. Malaysia–Singapore Second Link
    The Malaysia–Singapore Second Link is a major bridge and expressway connection that serves as an alternative road crossing between Malaysia and Singapore, easing congestion on the main Johor–Singapore Causeway.
  • E. Johor Port
    Johor Port is a major Malaysian seaport and logistics hub in the state of Johor, serving as a key gateway for regional and international trade.
  • 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: Johor Bahru Checkpoint
Triple: [Johor–Singapore Causeway, hasCustomsCheckpoint, Johor Bahru Checkpoint]
Generated description
Johor Bahru Checkpoint is Malaysia’s main land border control complex in Johor Bahru, serving as a key immigration and customs gateway for road and rail traffic between Malaysia and Singapore.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Johor Bahru Checkpoint
Target entity description: Johor Bahru Checkpoint is Malaysia’s main land border control complex in Johor Bahru, serving as a key immigration and customs gateway for road and rail traffic between Malaysia and Singapore.
  • A. Singapore–Malaysia border
    The Singapore–Malaysia border is the international boundary separating the city-state of Singapore from Peninsular Malaysia, running across both land crossings and maritime areas including the Straits of Johor.
  • B. Johor–Singapore Causeway chosen
    The Johor–Singapore Causeway is a major road and rail link connecting Malaysia and Singapore, serving as one of the busiest border crossings in the world.
  • C. Cross Border Xpress
    Cross Border Xpress is a privately operated pedestrian skybridge and terminal facility that allows ticketed airline passengers to directly access Tijuana International Airport from the United States.
  • D. Malaysia–Singapore Second Link
    The Malaysia–Singapore Second Link is a major bridge and expressway connection that serves as an alternative road crossing between Malaysia and Singapore, easing congestion on the main Johor–Singapore Causeway.
  • E. Johor Port
    Johor Port is a major Malaysian seaport and logistics hub in the state of Johor, serving as a key gateway for regional and international trade.
  • F. None of above.
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: hasCustomsCheckpoint
Context triple: [Johor–Singapore Causeway, hasCustomsCheckpoint, Johor Bahru Checkpoint]
  • A. hasCustomsAndImmigration
    Indicates that customs and immigration control services are present or provided at a given location or facility.
  • B. hasBorderCrossing
    Indicates that there exists a point or facility where movement or transit is possible between the boundaries of two adjacent regions or jurisdictions.
  • C. hasBorderCrossingFunction
    Indicates that an entity serves as a location or facility where people, goods, or vehicles can legally cross a border between jurisdictions.
  • D. hasBorderPostWith
    Indicates that two regions or territories share a border where an official border post or checkpoint is located between them.
  • E. hasBorderControlStatus
    Indicates the type or condition of border control that applies to a given entity or location.
  • F. None of above. chosen

Provenance (7 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_69c69f276b108190af2cc790b6554544 completed March 27, 2026, 3:15 p.m.
NER Named-entity recognition batch_69c6f5b8ab5c8190828ee8d144068828 completed March 27, 2026, 9:25 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8460be99881909cada82cf7563421 completed March 28, 2026, 9:20 p.m.
NEDg Description generation batch_69c84765ee64819082d3189c8a768455 completed March 28, 2026, 9:25 p.m.
NED2 Entity disambiguation (via description) batch_69c84828b2c48190a70f3bcd9e7554cc completed March 28, 2026, 9:29 p.m.
PD Predicate disambiguation batch_69c6f4d44e9481909813e073b194f6f4 completed March 27, 2026, 9:21 p.m.
PDg Predicate description generation batch_69c6f574d8a8819095749518dad13791 completed March 27, 2026, 9:24 p.m.
Created at: March 27, 2026, 3:45 p.m.