Triple

T12855116
Position Surface form Disambiguated ID Type / Status
Subject Hargreaves E307429 entity
Predicate hasNotableBearer P458 FINISHED
Object Andy Hargreaves
Andy Hargreaves is a British-Canadian educational researcher and author known for his influential work on educational change, teacher professionalism, and school improvement.
E1006820 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: Andy Hargreaves | Statement: [Hargreaves, hasNotableBearer, Andy Hargreaves]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Andy Hargreaves
Context triple: [Hargreaves, hasNotableBearer, Andy Hargreaves]
  • A. Bill Eyre
    Bill Eyre is an individual whose specific public background or notable achievements are not clearly documented in widely available sources.
  • B. Bill Eyre
    Bill Eyre was an early British aviation figure best known as a co-founder of the Hawker Aircraft company, a major producer of military aircraft in the 20th century.
  • C. Gordon Hargreaves
    Gordon Hargreaves is a notable former Bolton Wanderers figure honored for his significant contributions to the club, earning him a place in the Bolton Wanderers Hall of Fame.
  • D. Paul Lewis
    Paul Lewis is a composer and musician known for his work on film scores, including the soundtrack for the cult classic "Harold and Maude."
  • E. Danny Grainger
    Danny Grainger is an English former professional footballer, primarily a left-back, who went on to become a football manager.
  • 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: Andy Hargreaves
Triple: [Hargreaves, hasNotableBearer, Andy Hargreaves]
Generated description
Andy Hargreaves is a British-Canadian educational researcher and author known for his influential work on educational change, teacher professionalism, and school improvement.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Andy Hargreaves
Target entity description: Andy Hargreaves is a British-Canadian educational researcher and author known for his influential work on educational change, teacher professionalism, and school improvement.
  • A. Bill Eyre
    Bill Eyre is an individual whose specific public background or notable achievements are not clearly documented in widely available sources.
  • B. Bill Eyre
    Bill Eyre was an early British aviation figure best known as a co-founder of the Hawker Aircraft company, a major producer of military aircraft in the 20th century.
  • C. Gordon Hargreaves
    Gordon Hargreaves is a notable former Bolton Wanderers figure honored for his significant contributions to the club, earning him a place in the Bolton Wanderers Hall of Fame.
  • D. Paul Lewis
    Paul Lewis is a composer and musician known for his work on film scores, including the soundtrack for the cult classic "Harold and Maude."
  • E. Danny Grainger
    Danny Grainger is an English former professional footballer, primarily a left-back, who went on to become a football manager.
  • 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_69d7bdf5e7cc8190be357278bc5ba3bb completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d97021df7481909cd42a0f72040aa5 completed April 10, 2026, 9:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69f69ba9a53c81908e9ed120f6cb94af completed May 3, 2026, 12:49 a.m.
NEDg Description generation batch_69f69d48e6948190a13afe3b8943d877 completed May 3, 2026, 12:56 a.m.
NED2 Entity disambiguation (via description) batch_69f69dfa2b8481908827025a28bfb056 completed May 3, 2026, 12:59 a.m.
Created at: April 9, 2026, 5:37 p.m.