Triple

T18199133
Position Surface form Disambiguated ID Type / Status
Subject Al Habtoor Group E435735 entity
Predicate hasSubsidiary P254 FINISHED
Object Habtoor Leighton Group
Habtoor Leighton Group is a major construction and engineering contractor in the Middle East, formed as a joint venture between the UAE-based Al Habtoor Group and Australia’s Leighton Holdings.
E435735 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: Habtoor Leighton Group | Statement: [Al Habtoor Group, hasSubsidiary, Habtoor Leighton Group]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Habtoor Leighton Group
Context triple: [Al Habtoor Group, hasSubsidiary, Habtoor Leighton Group]
  • A. Al Habtoor Group
    Al Habtoor Group is a major Dubai-based conglomerate with diversified interests spanning construction, hospitality, automotive, real estate, and education across the Middle East and beyond.
  • B. Hylton Group
    Hylton Group is a real estate development company known for planning and building large suburban communities such as Dale City in Virginia.
  • C. Booker Group
    Booker Group is a British wholesale and retail company best known for its long-standing association with and sponsorship of the prestigious Booker literary prize.
  • D. Langham Place Group
    Langham Place Group was a mid-19th-century London-based feminist circle that campaigned for women’s rights in education, employment, and legal status.
  • E. Ranhill Group
    Ranhill Group is a Malaysian conglomerate primarily involved in engineering, construction, and utilities, particularly in the water and power sectors.
  • 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: Habtoor Leighton Group
Triple: [Al Habtoor Group, hasSubsidiary, Habtoor Leighton Group]
Generated description
Habtoor Leighton Group is a major construction and engineering contractor in the Middle East, formed as a joint venture between the UAE-based Al Habtoor Group and Australia’s Leighton Holdings.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Habtoor Leighton Group
Target entity description: Habtoor Leighton Group is a major construction and engineering contractor in the Middle East, formed as a joint venture between the UAE-based Al Habtoor Group and Australia’s Leighton Holdings.
  • A. Al Habtoor Group chosen
    Al Habtoor Group is a major Dubai-based conglomerate with diversified interests spanning construction, hospitality, automotive, real estate, and education across the Middle East and beyond.
  • B. Hylton Group
    Hylton Group is a real estate development company known for planning and building large suburban communities such as Dale City in Virginia.
  • C. Booker Group
    Booker Group is a British wholesale and retail company best known for its long-standing association with and sponsorship of the prestigious Booker literary prize.
  • D. Langham Place Group
    Langham Place Group was a mid-19th-century London-based feminist circle that campaigned for women’s rights in education, employment, and legal status.
  • E. Ranhill Group
    Ranhill Group is a Malaysian conglomerate primarily involved in engineering, construction, and utilities, particularly in the water and power sectors.
  • F. None of above.

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_69d8b90dba6481908e119eb9aa4ca0cb completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4e0d545f4819090285d1446bd3c27 completed April 19, 2026, 2:04 p.m.
NED1 Entity disambiguation (via context triple) batch_6a03980f600c819099f3fb14744f8afa completed May 12, 2026, 9:13 p.m.
NEDg Description generation batch_6a0398fb7fb481908a32c56a798d81fd completed May 12, 2026, 9:17 p.m.
NED2 Entity disambiguation (via description) batch_6a039a2b85888190bbcae1ba9d8ba715 completed May 12, 2026, 9:22 p.m.
Created at: April 10, 2026, 10:31 a.m.