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.