Triple
T14935077
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | El Gouna |
E372368
|
entity |
| Predicate | developedBy |
P73
|
FINISHED |
| Object |
Orascom Development
Orascom Development is an Egyptian-based real estate and tourism company known for creating and operating fully integrated resort towns and mixed-use communities in various international destinations.
|
E1128887
|
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: Orascom Development | Statement: [El Gouna, developedBy, Orascom Development]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Orascom Development Context triple: [El Gouna, developedBy, Orascom Development]
-
A.
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.
-
B.
Talaat Moustafa Group
Talaat Moustafa Group is a leading Egyptian real estate development company known for building large-scale residential and mixed-use communities.
-
C.
Luxor Capital Group
Luxor Capital Group is a New York-based hedge fund and investment firm known for its significant positions in distressed and special-situations assets, including ownership stakes in major casino and resort properties.
-
D.
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.
-
E.
Arabian Construction Company
Arabian Construction Company is a major Middle Eastern construction firm known for delivering large-scale, high-profile commercial and infrastructure projects across the region.
- 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: Orascom Development Triple: [El Gouna, developedBy, Orascom Development]
Generated description
Orascom Development is an Egyptian-based real estate and tourism company known for creating and operating fully integrated resort towns and mixed-use communities in various international destinations.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Orascom Development Target entity description: Orascom Development is an Egyptian-based real estate and tourism company known for creating and operating fully integrated resort towns and mixed-use communities in various international destinations.
-
A.
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.
-
B.
Talaat Moustafa Group
Talaat Moustafa Group is a leading Egyptian real estate development company known for building large-scale residential and mixed-use communities.
-
C.
Luxor Capital Group
Luxor Capital Group is a New York-based hedge fund and investment firm known for its significant positions in distressed and special-situations assets, including ownership stakes in major casino and resort properties.
-
D.
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.
-
E.
Arabian Construction Company
Arabian Construction Company is a major Middle Eastern construction firm known for delivering large-scale, high-profile commercial and infrastructure projects across the region.
- 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_69d85cc9da0c81908d583ca3f63a3908 |
completed | April 10, 2026, 2:13 a.m. |
| NER | Named-entity recognition | batch_69ded647ae388190a0e97c03f2a4d832 |
completed | April 15, 2026, 12:05 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fe7e8c8d188190b027f14256b0ce01 |
completed | May 9, 2026, 12:23 a.m. |
| NEDg | Description generation | batch_69fe7ff5c84c8190b3e97f09633bf181 |
completed | May 9, 2026, 12:29 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fe80be100481908dcf07b683fc1411 |
completed | May 9, 2026, 12:33 a.m. |
Created at: April 10, 2026, 2:37 a.m.