Triple

T5602996
Position Surface form Disambiguated ID Type / Status
Subject Mott MacDonald E147163 entity
Predicate hasSubsidiary P254 FINISHED
Object Cambridge Education
Cambridge Education is an international education consultancy and services provider specializing in improving education systems and outcomes worldwide.
 E533782 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: Cambridge Education | Statement: [Mott MacDonald, hasSubsidiary, Cambridge Education]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Cambridge Education
Context triple: [Mott MacDonald, hasSubsidiary, Cambridge Education]
  • A. Faculty of Education, University of Cambridge
    The Faculty of Education, University of Cambridge is a leading academic department specializing in research and teaching in education, teacher training, and educational policy within the University of Cambridge.
  • B. Schools of the University of Cambridge
    The Schools of the University of Cambridge are the university’s highest-level academic groupings, organizing its various faculties and departments into broad disciplinary divisions.
  • C. Old Schools, Cambridge
    Old Schools, Cambridge is a historic complex of university buildings in central Cambridge that traditionally housed the University of Cambridge’s administrative offices and ceremonial spaces.
  • D. King’s College School, Cambridge
    King’s College School, Cambridge is a historic independent preparatory school in Cambridge, England, closely associated with King’s College of the University of Cambridge and known for its strong academic and choral traditions.
  • E. Oxbridge Academy
    Oxbridge Academy is a private, college-preparatory school in West Palm Beach, Florida, known for serving affluent and high-profile families.
  • 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: Cambridge Education
Triple: [Mott MacDonald, hasSubsidiary, Cambridge Education]
Generated description
Cambridge Education is an international education consultancy and services provider specializing in improving education systems and outcomes worldwide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Cambridge Education
Target entity description: Cambridge Education is an international education consultancy and services provider specializing in improving education systems and outcomes worldwide.
  • A. Faculty of Education, University of Cambridge
    The Faculty of Education, University of Cambridge is a leading academic department specializing in research and teaching in education, teacher training, and educational policy within the University of Cambridge.
  • B. Schools of the University of Cambridge
    The Schools of the University of Cambridge are the university’s highest-level academic groupings, organizing its various faculties and departments into broad disciplinary divisions.
  • C. Old Schools, Cambridge
    Old Schools, Cambridge is a historic complex of university buildings in central Cambridge that traditionally housed the University of Cambridge’s administrative offices and ceremonial spaces.
  • D. King’s College School, Cambridge
    King’s College School, Cambridge is a historic independent preparatory school in Cambridge, England, closely associated with King’s College of the University of Cambridge and known for its strong academic and choral traditions.
  • E. Oxbridge Academy
    Oxbridge Academy is a private, college-preparatory school in West Palm Beach, Florida, known for serving affluent and high-profile families.
  • 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_69c009043d648190a7af89698ccf1e3e completed March 22, 2026, 3:21 p.m.
NER Named-entity recognition batch_69c020dce10c8190bf456602eec211d4 completed March 22, 2026, 5:03 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0287649cc8190ae356790dd993973 completed March 22, 2026, 5:35 p.m.
NEDg Description generation batch_69c0350eb53081909dc573fefa3e7f0a completed March 22, 2026, 6:29 p.m.
NED2 Entity disambiguation (via description) batch_69c036f0edb48190bfa74f7f2c9d9ab1 completed March 22, 2026, 6:37 p.m.
Created at: March 22, 2026, 3:39 p.m.