Triple

T6739313
Position Surface form Disambiguated ID Type / Status
Subject Hachette UK E154033 entity
Predicate owns P347 FINISHED
Object Hodder Education
Hodder Education is a major UK-based educational publisher producing textbooks and digital resources for schools, colleges, and professional learning.
 E28503 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: Hodder Education | Statement: [Hachette UK, owns, Hodder Education]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Hodder Education
Context triple: [Hachette UK, owns, Hodder Education]
  • A. Collins Educational
    Collins Educational is an imprint of the British publishing house William Collins, Sons, specializing in educational books and learning materials.
  • B. Hodder & Stoughton
    Hodder & Stoughton is a major British publishing house known for producing a wide range of fiction, non-fiction, and religious titles.
  • C. Pearson
    Pearson is a major British multinational publishing and education company known for its textbooks, assessments, and digital learning solutions worldwide.
  • D. Heinemann publishing group
    Heinemann publishing group is a British publishing company known for its literary fiction, educational materials, and classic literature imprints.
  • E. Orient Longman
    Orient Longman is an established Indian publishing house known for producing academic, educational, and literary works across a range of disciplines.
  • 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: Hodder Education
Triple: [Hachette UK, owns, Hodder Education]
Generated description
Hodder Education is a major UK-based educational publisher producing textbooks and digital resources for schools, colleges, and professional learning.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Hodder Education
Target entity description: Hodder Education is a major UK-based educational publisher producing textbooks and digital resources for schools, colleges, and professional learning.
  • A. Collins Educational
    Collins Educational is an imprint of the British publishing house William Collins, Sons, specializing in educational books and learning materials.
  • B. Hodder & Stoughton chosen
    Hodder & Stoughton is a major British publishing house known for producing a wide range of fiction, non-fiction, and religious titles.
  • C. Pearson
    Pearson is a major British multinational publishing and education company known for its textbooks, assessments, and digital learning solutions worldwide.
  • D. Heinemann publishing group
    Heinemann publishing group is a British publishing company known for its literary fiction, educational materials, and classic literature imprints.
  • E. Orient Longman
    Orient Longman is an established Indian publishing house known for producing academic, educational, and literary works across a range of disciplines.
  • 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_69c6880d84d8819095d19de2295f26ac completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d187c8788190b9fc1ebc9a66a520 completed March 27, 2026, 6:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69c70b0db3f481909b5281c63cc32dd1 completed March 27, 2026, 10:56 p.m.
NEDg Description generation batch_69c70b83f24c819091a6a2a7802c830f completed March 27, 2026, 10:58 p.m.
NED2 Entity disambiguation (via description) batch_69c70f676e408190bc85a2760446d5d1 completed March 27, 2026, 11:14 p.m.
Created at: March 27, 2026, 2:10 p.m.