Triple

T3267385
Position Surface form Disambiguated ID Type / Status
Subject Arabtec E68558 entity
Predicate hasSubsidiary P254 FINISHED
Object Austrian Arabian Ready Mix Concrete Co.
Austrian Arabian Ready Mix Concrete Co. is a construction materials company specializing in ready-mix concrete production and supply, operating as a subsidiary within the Arabtec group.
 E68558 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: Austrian Arabian Ready Mix Concrete Co. | Statement: [Arabtec, hasSubsidiary, Austrian Arabian Ready Mix Concrete Co.]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Austrian Arabian Ready Mix Concrete Co.
Context triple: [Arabtec, hasSubsidiary, Austrian Arabian Ready Mix Concrete Co.]
  • A. Rosendale cement
    Rosendale cement is a natural hydraulic cement historically prized in the 19th century United States for its durability and use in major infrastructure projects.
  • B. Hollandse Beton Groep
    Hollandse Beton Groep was a major Dutch construction and civil engineering company known for its role in large-scale infrastructure and hydraulic engineering projects.
  • C. Arabtec
    Arabtec is a major United Arab Emirates–based construction company known for building landmark projects, including some of the world’s tallest and most iconic skyscrapers.
  • D. Hochtief
    Hochtief is a major German-based global construction group known for large-scale infrastructure, engineering, and building projects worldwide.
  • E. Aunus Group
    The Aunus Group was a Finnish military formation that operated on the eastern front during World War II, particularly in the region of East Karelia.
  • 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: Austrian Arabian Ready Mix Concrete Co.
Triple: [Arabtec, hasSubsidiary, Austrian Arabian Ready Mix Concrete Co.]
Generated description
Austrian Arabian Ready Mix Concrete Co. is a construction materials company specializing in ready-mix concrete production and supply, operating as a subsidiary within the Arabtec group.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Austrian Arabian Ready Mix Concrete Co.
Target entity description: Austrian Arabian Ready Mix Concrete Co. is a construction materials company specializing in ready-mix concrete production and supply, operating as a subsidiary within the Arabtec group.
  • A. Rosendale cement
    Rosendale cement is a natural hydraulic cement historically prized in the 19th century United States for its durability and use in major infrastructure projects.
  • B. Hollandse Beton Groep
    Hollandse Beton Groep was a major Dutch construction and civil engineering company known for its role in large-scale infrastructure and hydraulic engineering projects.
  • C. Arabtec chosen
    Arabtec is a major United Arab Emirates–based construction company known for building landmark projects, including some of the world’s tallest and most iconic skyscrapers.
  • D. Hochtief
    Hochtief is a major German-based global construction group known for large-scale infrastructure, engineering, and building projects worldwide.
  • E. Aunus Group
    The Aunus Group was a Finnish military formation that operated on the eastern front during World War II, particularly in the region of East Karelia.
  • 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_69ad8590444081909e8107a8aeef3a23 completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adafce46dc8190a157e4f5012baed5 completed March 8, 2026, 5:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69b28ef261ec819091c62620765e2cef completed March 12, 2026, 10:01 a.m.
NEDg Description generation batch_69b28f9efe408190bcb1e16931b2fe62 completed March 12, 2026, 10:04 a.m.
NED2 Entity disambiguation (via description) batch_69b2a8b873b081909bbb5de329e45169 completed March 12, 2026, 11:51 a.m.
Created at: March 8, 2026, 3:09 p.m.