Triple

T2219155
Position Surface form Disambiguated ID Type / Status
Subject Macmillan Publishers E48100 entity
Predicate hasImprint P2763 FINISHED
Object Macmillan Education
Macmillan Education is an international publisher specializing in educational materials and digital learning resources for schools, higher education, and language learning.
 E48100 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: Macmillan Education | Statement: [Macmillan Publishers, hasImprint, Macmillan Education]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Macmillan Education
Context triple: [Macmillan Publishers, hasImprint, Macmillan Education]
  • A. Macmillan Publishers
    Macmillan Publishers is a major global publishing company known for its wide range of academic, educational, and trade books and imprints.
  • B. McGraw-Hill
    McGraw-Hill is a major American educational publishing company known for producing textbooks and academic resources across a wide range of disciplines.
  • C. Collins Educational
    Collins Educational is an imprint of the British publishing house William Collins, Sons, specializing in educational books and learning materials.
  • D. Pearson
    Pearson is a major British multinational publishing and education company known for its textbooks, assessments, and digital learning solutions worldwide.
  • E. Houghton Mifflin
    Houghton Mifflin is a major American publishing company known for its educational materials, textbooks, and notable works of fiction and non-fiction.
  • 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: Macmillan Education
Triple: [Macmillan Publishers, hasImprint, Macmillan Education]
Generated description
Macmillan Education is an international publisher specializing in educational materials and digital learning resources for schools, higher education, and language learning.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Macmillan Education
Target entity description: Macmillan Education is an international publisher specializing in educational materials and digital learning resources for schools, higher education, and language learning.
  • A. Macmillan Publishers chosen
    Macmillan Publishers is a major global publishing company known for its wide range of academic, educational, and trade books and imprints.
  • B. McGraw-Hill
    McGraw-Hill is a major American educational publishing company known for producing textbooks and academic resources across a wide range of disciplines.
  • C. Collins Educational
    Collins Educational is an imprint of the British publishing house William Collins, Sons, specializing in educational books and learning materials.
  • D. Pearson
    Pearson is a major British multinational publishing and education company known for its textbooks, assessments, and digital learning solutions worldwide.
  • E. Houghton Mifflin
    Houghton Mifflin is a major American publishing company known for its educational materials, textbooks, and notable works of fiction and non-fiction.
  • 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_69a88aa1ee708190862c8c378c41e9eb completed March 4, 2026, 7:40 p.m.
NER Named-entity recognition batch_69abc011d50c8190b1c375cc633f8189 completed March 7, 2026, 6:05 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae655b369c8190a5d12b87401534d7 completed March 9, 2026, 6:14 a.m.
NEDg Description generation batch_69ae65d4f26481909808c97b95ca9b30 completed March 9, 2026, 6:16 a.m.
NED2 Entity disambiguation (via description) batch_69ae6670b6d88190a09023fae63f4000 completed March 9, 2026, 6:19 a.m.
Created at: March 4, 2026, 7:46 p.m.