Triple

T1531361
Position Surface form Disambiguated ID Type / Status
Subject Introduction to Algorithms E32449 entity
Predicate hasPublisher P1760 FINISHED
Object McGraw-Hill
McGraw-Hill is a major American educational publishing company known for producing textbooks and academic resources across a wide range of disciplines.
 E175368 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: McGraw-Hill | Statement: [Introduction to Algorithms, hasPublisher, McGraw-Hill]
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.
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: McGraw-Hill
Triple: [Introduction to Algorithms, hasPublisher, McGraw-Hill]
Generated description
McGraw-Hill is a major American educational publishing company known for producing textbooks and academic resources across a wide range of disciplines.
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

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_69a885ea86308190998f6bc14bb91f8e completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a90816b5e88190aa92a8558e35744b completed March 5, 2026, 4:35 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad30942dc481908de85bd2ca30c0bd completed March 8, 2026, 8:17 a.m.
NEDg Description generation batch_69ad3104afe88190a8d783dd38d4f2fd completed March 8, 2026, 8:19 a.m.
NED2 Entity disambiguation (via description) batch_69ad31a17f5c8190b0d56b449f79cca5 completed March 8, 2026, 8:21 a.m.
Created at: March 4, 2026, 7:26 p.m.