Triple
T9107051
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Red Sea Project |
E218503
|
entity |
| Predicate | formerDeveloperName |
P85947
|
FINISHED |
| Object |
The Red Sea Development Company
The Red Sea Development Company is a Saudi Arabian developer established to create a luxury, sustainable tourism destination along the Red Sea coast as part of the country’s Vision 2030 diversification strategy.
|
E777225
|
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: The Red Sea Development Company | Statement: [Red Sea Project, formerDeveloperName, The Red Sea Development Company]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: The Red Sea Development Company Context triple: [Red Sea Project, formerDeveloperName, The Red Sea Development Company]
-
A.
Red Sea Ports Authority
The Red Sea Ports Authority is an Egyptian governmental body responsible for managing and operating key maritime ports along the Red Sea coast.
-
B.
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.
-
C.
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.
-
D.
Ganoub El Wadi Petroleum Holding Company
Ganoub El Wadi Petroleum Holding Company is an Egyptian state-owned oil and gas company responsible for exploration, production, and development activities primarily in the southern regions of Egypt.
-
E.
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.
- 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: The Red Sea Development Company Triple: [Red Sea Project, formerDeveloperName, The Red Sea Development Company]
Generated description
The Red Sea Development Company is a Saudi Arabian developer established to create a luxury, sustainable tourism destination along the Red Sea coast as part of the country’s Vision 2030 diversification strategy.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: The Red Sea Development Company Target entity description: The Red Sea Development Company is a Saudi Arabian developer established to create a luxury, sustainable tourism destination along the Red Sea coast as part of the country’s Vision 2030 diversification strategy.
-
A.
Red Sea Ports Authority
The Red Sea Ports Authority is an Egyptian governmental body responsible for managing and operating key maritime ports along the Red Sea coast.
-
B.
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.
-
C.
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.
-
D.
Ganoub El Wadi Petroleum Holding Company
Ganoub El Wadi Petroleum Holding Company is an Egyptian state-owned oil and gas company responsible for exploration, production, and development activities primarily in the southern regions of Egypt.
-
E.
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.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: formerDeveloperName Context triple: [Red Sea Project, formerDeveloperName, The Red Sea Development Company]
-
A.
formerDeveloper
Indicates that an entity previously worked as a developer for another entity but no longer holds that role.
-
B.
formerName
Indicates that an entity was previously known by a different name in the past.
-
C.
formerlyDevelopedBy
chosen
Indicates that an entity was developed in the past by another entity, but is no longer developed by that same party.
-
D.
laterDeveloper
Indicates that one developer’s work, role, or involvement occurs after another developer in time.
-
E.
formerMemberName
Indicates that the referenced name belongs to an entity that was previously a member of a particular group, organization, or body but is no longer one.
- F. None of above.
Provenance (6 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_69ca83db7448819090d0a5de842ef2ac |
completed | March 30, 2026, 2:08 p.m. |
| NER | Named-entity recognition | batch_69cca573da0081909f4afcdb3ac99c53 |
completed | April 1, 2026, 4:56 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d01842c12c81909fdb57b60e2f11f1 |
completed | April 3, 2026, 7:42 p.m. |
| NEDg | Description generation | batch_69d0196766248190aebda80cbd7d1eef |
completed | April 3, 2026, 7:47 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69d019d76d2481909118b163ce5713f2 |
completed | April 3, 2026, 7:49 p.m. |
| PD | Predicate disambiguation | batch_69cc65fe5be081909d4470d6317b14a6 |
completed | April 1, 2026, 12:25 a.m. |
Created at: March 30, 2026, 7:16 p.m.