McGraw-Hill
E175368
McGraw-Hill is a major American educational publishing company known for producing textbooks and academic resources across a wide range of disciplines.
All labels observed (2)
| Label | Occurrences |
|---|---|
| McGraw-Hill canonical | 20 |
| McGraw-Hill Education | 2 |
How this entity was disambiguated
This entity first appeared as the object of triple T1531361 — resolving that mention is where its identity was fixed. The disambiguator weighed these candidate entities and picked the highlighted one (or “None”, minting a new entity). This is how homonymy is resolved: the same surface form can point to different entities.
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: McGraw-Hill Context triple: [Introduction to Algorithms, hasPublisher, McGraw-Hill]
-
A.
W. H. Freeman and Company
W. H. Freeman and Company is an academic publishing house best known for producing influential college-level science and mathematics textbooks.
-
B.
Pearson
Pearson is a major British multinational publishing and education company known for its textbooks, assessments, and digital learning solutions worldwide.
-
C.
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.
-
D.
Houghton Mifflin
Houghton Mifflin is a major American publishing company known for its educational materials, textbooks, and notable works of fiction and non-fiction.
-
E.
Holt, Rinehart and Winston
Holt, Rinehart and Winston is an American publishing company known for producing a wide range of educational textbooks and notable works of literature.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: McGraw-Hill Target entity description: McGraw-Hill is a major American educational publishing company known for producing textbooks and academic resources across a wide range of disciplines.
-
A.
W. H. Freeman and Company
W. H. Freeman and Company is an academic publishing house best known for producing influential college-level science and mathematics textbooks.
-
B.
Pearson
Pearson is a major British multinational publishing and education company known for its textbooks, assessments, and digital learning solutions worldwide.
-
C.
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.
-
D.
Houghton Mifflin
Houghton Mifflin is a major American publishing company known for its educational materials, textbooks, and notable works of fiction and non-fiction.
-
E.
Holt, Rinehart and Winston
Holt, Rinehart and Winston is an American publishing company known for producing a wide range of educational textbooks and notable works of literature.
- F. None of above. chosen
Statements (47)
| Predicate | Object |
|---|---|
| instanceOf |
educational publisher
ⓘ
publishing company ⓘ textbook publisher ⓘ |
| businessModel |
business-to-consumer
ⓘ
business-to-institution ⓘ |
| country |
United States of America
ⓘ
surface form:
United States
|
| distributionChannel |
bookstores
ⓘ
institutional sales ⓘ online platforms ⓘ |
| focus |
K–12 education
ⓘ
education ⓘ higher education ⓘ professional education ⓘ |
| hasBrand |
McGraw-Hill
self-linksurface differs
ⓘ
surface form:
McGraw-Hill Education
|
| hasDivision |
K–12 division
ⓘ
higher education division ⓘ professional division ⓘ |
| hasFormat |
digital
ⓘ
print ⓘ |
| industry |
educational publishing
ⓘ
publishing ⓘ textbook publishing ⓘ |
| knownFor |
academic textbooks
ⓘ
educational materials ⓘ instructional resources ⓘ |
| language | English ⓘ |
| offers |
adaptive learning solutions
ⓘ
curriculum solutions ⓘ e-textbooks ⓘ print textbooks ⓘ |
| product |
assessment tools
ⓘ
digital learning resources ⓘ online learning platforms ⓘ textbooks ⓘ |
| serves |
educational institutions
ⓘ
students ⓘ teachers ⓘ |
| subjectArea |
business
ⓘ
engineering ⓘ humanities ⓘ mathematics ⓘ medicine ⓘ science ⓘ social sciences ⓘ test preparation ⓘ |
| targetMarket | global ⓘ |
| type | for-profit company ⓘ |
How these facts were elicited
The pipeline generated the facts above by prompting gpt-5.1 with this entity's name + description and the instruction below.
Instruction
You are a knowledge base construction expert. Given a subject entity and a description of it, return factual statements that you know for the subject as a JSON list of dictionaries(triples), where keys must be "subject", "predicate" and "object". The number of facts may be very high, between 25 to 50 or more, for very popular subjects. For less popular subjects, the number of facts can be very low, like 5 or 10. # Requirements - If you don't know the subject at all, return an empty list. - If the subject is not a named entity, return an empty list. - Include at least one triple where predicate is "instanceOf". - Do not get too wordy. - Separate several objects into multiple triples with one object.
Input
Subject: McGraw-Hill Description of subject: McGraw-Hill is a major American educational publishing company known for producing textbooks and academic resources across a wide range of disciplines.
Referenced by (22)
Full triples — surface form annotated when it differs from this entity's canonical label.
this entity surface form:
McGraw-Hill Education
this entity surface form:
McGraw-Hill Education
subject surface form:
Advanced Macroeconomics