Triple
T20536477
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Manukau |
E504211
|
entity |
| Predicate | hasTransport |
P1298
|
FINISHED |
| Object |
Manukau bus station
Manukau bus station is a major public transport hub in Manukau, Auckland, serving as a key interchange for local and regional bus services.
|
E1437922
|
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: Manukau bus station | Statement: [Manukau, hasTransport, Manukau bus station]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Manukau bus station Context triple: [Manukau, hasTransport, Manukau bus station]
-
A.
Ōtāhuhu bus interchange
Ōtāhuhu bus interchange is a major public transport hub in South Auckland, New Zealand, providing integrated bus and train connections for commuters.
-
B.
Waitakere railway station
Waitakere railway station was a suburban train station in West Auckland, New Zealand, that formerly served as a key outer terminus on the city’s rail network.
-
C.
Remuera railway station
Remuera railway station is a suburban train station in Auckland, New Zealand, serving the Remuera area on the city’s commuter rail network.
-
D.
Pukekohe railway station
Pukekohe railway station is a suburban train station in Pukekohe, New Zealand, serving as a key terminus on Auckland’s Southern Line.
-
E.
Aotea Station
Aotea Station is a major underground rail station in central Auckland, New Zealand, being built as part of the City Rail Link to serve as a key public transport hub.
- 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: Manukau bus station Triple: [Manukau, hasTransport, Manukau bus station]
Generated description
Manukau bus station is a major public transport hub in Manukau, Auckland, serving as a key interchange for local and regional bus services.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Manukau bus station Target entity description: Manukau bus station is a major public transport hub in Manukau, Auckland, serving as a key interchange for local and regional bus services.
-
A.
Ōtāhuhu bus interchange
Ōtāhuhu bus interchange is a major public transport hub in South Auckland, New Zealand, providing integrated bus and train connections for commuters.
-
B.
Waitakere railway station
Waitakere railway station was a suburban train station in West Auckland, New Zealand, that formerly served as a key outer terminus on the city’s rail network.
-
C.
Remuera railway station
Remuera railway station is a suburban train station in Auckland, New Zealand, serving the Remuera area on the city’s commuter rail network.
-
D.
Pukekohe railway station
Pukekohe railway station is a suburban train station in Pukekohe, New Zealand, serving as a key terminus on Auckland’s Southern Line.
-
E.
Aotea Station
Aotea Station is a major underground rail station in central Auckland, New Zealand, being built as part of the City Rail Link to serve as a key public transport hub.
- 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_69e0b4b476648190bc6019622ae54d3c |
completed | April 16, 2026, 10:06 a.m. |
| NER | Named-entity recognition | batch_69e6a06ed3088190bd01a95672b01ad6 |
completed | April 20, 2026, 9:53 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a08a5638f688190b74c79fcb506a24d |
completed | May 16, 2026, 5:12 p.m. |
| NEDg | Description generation | batch_6a08a9459444819089c180ede20cc100 |
completed | May 16, 2026, 5:28 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a08a9c8ae4c8190951fb838bd8c5e91 |
completed | May 16, 2026, 5:30 p.m. |
Created at: April 16, 2026, 11:37 a.m.