Triple
T10694148
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Laing O’Rourke |
E252087
|
entity |
| Predicate | hasDivision |
P35
|
FINISHED |
| Object | Laing O’Rourke Middle East |
E252087
|
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: Laing O’Rourke Middle East | Statement: [Laing O’Rourke, hasDivision, Laing O’Rourke Middle East]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Laing O’Rourke Middle East Context triple: [Laing O’Rourke, hasDivision, Laing O’Rourke Middle East]
-
A.
Al Habtoor Engineering
Al Habtoor Engineering is a major UAE-based construction company known for delivering large-scale, high-profile projects in Dubai and the wider region.
-
B.
Saudi Binladin Group
Saudi Binladin Group is a major Saudi construction conglomerate known for its large-scale infrastructure and religious site development projects across Saudi Arabia and the broader Middle East.
-
C.
Orascom Construction Industries
Orascom Construction Industries is a leading Egyptian engineering and construction company with major operations in infrastructure, industrial, and commercial projects across the Middle East and beyond.
-
D.
Laing O’Rourke
chosen
Laing O’Rourke is a major international engineering and construction company known for delivering large-scale infrastructure and building projects.
-
E.
Al-Shoula consortium
Al-Shoula consortium is a multinational group of Spanish and Saudi companies responsible for building and operating Saudi Arabia’s Haramain high-speed railway between Mecca and Medina.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69d6aa5bd7c08190a816e733b4045c23 |
completed | April 8, 2026, 7:19 p.m. |
| NER | Named-entity recognition | batch_69d6fd38c24c8190a105a9dfdf705b38 |
completed | April 9, 2026, 1:13 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d998cfeb748190bfff06534d83cf97 |
completed | April 11, 2026, 12:41 a.m. |
Created at: April 8, 2026, 9:11 p.m.