Triple
T2219168
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Macmillan Publishers |
E48100
|
entity |
| Predicate | hasSubsidiary |
P254
|
FINISHED |
| Object |
Macmillan Learning
Macmillan Learning is an educational publishing and technology company that develops textbooks, digital learning tools, and course solutions for higher education and K–12 markets.
|
E249092
|
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 Learning | Statement: [Macmillan Publishers, hasSubsidiary, Macmillan Learning]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Macmillan Learning Context triple: [Macmillan Publishers, hasSubsidiary, Macmillan Learning]
-
A.
Pearson
Pearson is a major British multinational publishing and education company known for its textbooks, assessments, and digital learning solutions worldwide.
-
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.
Cengage Learning
Cengage Learning is a major educational content and technology company that produces textbooks, digital learning solutions, and course materials for higher education and professional markets worldwide.
-
E.
Britannica School
Britannica School is an online educational resource platform from Encyclopaedia Britannica that provides age-appropriate, curriculum-aligned reference content and learning tools for students and educators.
- 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 Learning Triple: [Macmillan Publishers, hasSubsidiary, Macmillan Learning]
Generated description
Macmillan Learning is an educational publishing and technology company that develops textbooks, digital learning tools, and course solutions for higher education and K–12 markets.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Macmillan Learning Target entity description: Macmillan Learning is an educational publishing and technology company that develops textbooks, digital learning tools, and course solutions for higher education and K–12 markets.
-
A.
Pearson
Pearson is a major British multinational publishing and education company known for its textbooks, assessments, and digital learning solutions worldwide.
-
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.
Cengage Learning
Cengage Learning is a major educational content and technology company that produces textbooks, digital learning solutions, and course materials for higher education and professional markets worldwide.
-
E.
Britannica School
Britannica School is an online educational resource platform from Encyclopaedia Britannica that provides age-appropriate, curriculum-aligned reference content and learning tools for students and educators.
- 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_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_69ae6afc6dd881909dd51d8a18ab4c74 |
completed | March 9, 2026, 6:38 a.m. |
| NEDg | Description generation | batch_69ae6ef1de2881908c7967c52b5c9db8 |
completed | March 9, 2026, 6:55 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae6f4281508190b9e00155a3a68773 |
completed | March 9, 2026, 6:57 a.m. |
Created at: March 4, 2026, 7:46 p.m.