Triple

T7666787
Position Surface form Disambiguated ID Type / Status
Subject Cengage Learning E173642 entity
Predicate brand P1500 FINISHED
Object Heinle ELT
Heinle ELT is an English language teaching imprint of Cengage Learning known for producing textbooks and digital resources for learners and teachers of English worldwide.
 E679180 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: Heinle ELT | Statement: [Cengage Learning, brand, Heinle ELT]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Heinle ELT
Context triple: [Cengage Learning, brand, Heinle ELT]
  • A. Hueber
    Hueber is a variant spelling of the surname Huber, a common German family name.
  • B. 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.
  • C. ELT
    ELT is a next-generation ground-based optical and infrared telescope being built by the European Southern Observatory to become the world’s largest and most powerful visible-light telescope.
  • D. Prentice Hall
    Prentice Hall is a major American educational and professional publishing company known for its textbooks and academic titles across a wide range of disciplines.
  • 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: Heinle ELT
Triple: [Cengage Learning, brand, Heinle ELT]
Generated description
Heinle ELT is an English language teaching imprint of Cengage Learning known for producing textbooks and digital resources for learners and teachers of English worldwide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Heinle ELT
Target entity description: Heinle ELT is an English language teaching imprint of Cengage Learning known for producing textbooks and digital resources for learners and teachers of English worldwide.
  • A. Hueber
    Hueber is a variant spelling of the surname Huber, a common German family name.
  • B. 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.
  • C. ELT
    ELT is a next-generation ground-based optical and infrared telescope being built by the European Southern Observatory to become the world’s largest and most powerful visible-light telescope.
  • D. Prentice Hall
    Prentice Hall is a major American educational and professional publishing company known for its textbooks and academic titles across a wide range of disciplines.
  • 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

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_69c699562484819086752091e3164a27 completed March 27, 2026, 2:51 p.m.
NER Named-entity recognition batch_69c701c1383c8190ab5bf803bd6211a9 completed March 27, 2026, 10:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69c89b260000819088d744ea8dc53cd2 completed March 29, 2026, 3:23 a.m.
NEDg Description generation batch_69c89c037d188190ace1c5e80a43aba0 completed March 29, 2026, 3:26 a.m.
NED2 Entity disambiguation (via description) batch_69c89c698f2c8190b5d2717835bd1d82 completed March 29, 2026, 3:28 a.m.
Created at: March 27, 2026, 4 p.m.