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.