Triple
T29908195
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Changi Airport Group |
E759595
|
entity |
| Predicate | hasSubsidiary |
P254
|
FINISHED |
| Object |
Changi Airport Planners and Engineers
Changi Airport Planners and Engineers is a specialized consultancy and engineering firm that provides airport planning, design, and development services, particularly leveraging expertise from Singapore’s Changi Airport.
|
E1889861
|
NE FINISHED |
How this triple was built (2 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: Changi Airport Planners and Engineers | Statement: [Changi Airport Group, hasSubsidiary, Changi Airport Planners and Engineers]
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: Changi Airport Planners and Engineers Triple: [Changi Airport Group, hasSubsidiary, Changi Airport Planners and Engineers]
Generated description
Changi Airport Planners and Engineers is a specialized consultancy and engineering firm that provides airport planning, design, and development services, particularly leveraging expertise from Singapore’s Changi Airport.
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_69f224600590819085e148a01c056ef6 |
completed | April 29, 2026, 3:31 p.m. |
| NER | Named-entity recognition | batch_69f67757ec208190986cdbd06d9717ab |
completed | May 2, 2026, 10:14 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a26f1ee56f48190a047a86b00096e3d |
completed | June 8, 2026, 4:46 p.m. |
| NEDg | Description generation | batch_6a26f35e46b08190b5f66716be384ca9 |
completed | June 8, 2026, 4:52 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a26f46b6b048190ae3168913b1b1ce8 |
completed | June 8, 2026, 4:57 p.m. |
Created at: April 29, 2026, 6:09 p.m.