Triple

T20503899
Position Surface form Disambiguated ID Type / Status
Subject QS World University Rankings E503376 entity
Predicate publisher P29 FINISHED
Object Quacquarelli Symonds
Quacquarelli Symonds is a British higher education analytics and consultancy company best known for producing global university rankings and related educational services.
E1434721 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: Quacquarelli Symonds | Statement: [QS World University Rankings, publisher, Quacquarelli Symonds]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Quacquarelli Symonds
Context triple: [QS World University Rankings, publisher, Quacquarelli Symonds]
  • A. Universities and Colleges Admissions Service (UCAS)
    The Universities and Colleges Admissions Service (UCAS) is the centralized organization in the United Kingdom responsible for managing applications to undergraduate courses at universities and colleges.
  • B. European Centre for Higher Education
    The European Centre for Higher Education is a specialized UNESCO institution focused on promoting and supporting higher education development, policy, and cooperation in Europe.
  • C. Henley Business School
    Henley Business School is a leading international business school known for its MBA and executive education programs, operating as part of the University of Reading in the United Kingdom.
  • D. Santander Universities
    Santander Universities is a global higher education support network and philanthropic initiative funded by Banco Santander that provides scholarships, grants, and collaboration opportunities to partner universities and their students.
  • E. Bader International Study Centre
    Bader International Study Centre is Queen’s University’s UK-based campus located at Herstmonceux Castle in East Sussex, offering international and interdisciplinary study-abroad programs.
  • 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: Quacquarelli Symonds
Triple: [QS World University Rankings, publisher, Quacquarelli Symonds]
Generated description
Quacquarelli Symonds is a British higher education analytics and consultancy company best known for producing global university rankings and related educational services.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Quacquarelli Symonds
Target entity description: Quacquarelli Symonds is a British higher education analytics and consultancy company best known for producing global university rankings and related educational services.
  • A. Universities and Colleges Admissions Service (UCAS)
    The Universities and Colleges Admissions Service (UCAS) is the centralized organization in the United Kingdom responsible for managing applications to undergraduate courses at universities and colleges.
  • B. European Centre for Higher Education
    The European Centre for Higher Education is a specialized UNESCO institution focused on promoting and supporting higher education development, policy, and cooperation in Europe.
  • C. Henley Business School
    Henley Business School is a leading international business school known for its MBA and executive education programs, operating as part of the University of Reading in the United Kingdom.
  • D. Santander Universities
    Santander Universities is a global higher education support network and philanthropic initiative funded by Banco Santander that provides scholarships, grants, and collaboration opportunities to partner universities and their students.
  • E. Bader International Study Centre
    Bader International Study Centre is Queen’s University’s UK-based campus located at Herstmonceux Castle in East Sussex, offering international and interdisciplinary study-abroad programs.
  • 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_69e0b4b1e52c8190894281cf7e3283ab completed April 16, 2026, 10:06 a.m.
NER Named-entity recognition batch_69e69dc3afc08190a3c6c8cc2682f0e5 completed April 20, 2026, 9:42 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0893c1a0648190846fc415e5469749 completed May 16, 2026, 3:56 p.m.
NEDg Description generation batch_6a0894753bb08190a9c07a9264b2b292 completed May 16, 2026, 3:59 p.m.
NED2 Entity disambiguation (via description) batch_6a08952b742c8190b00f806ab772e46d completed May 16, 2026, 4:02 p.m.
Created at: April 16, 2026, 11:35 a.m.