Triple

T7666788
Position Surface form Disambiguated ID Type / Status
Subject Cengage Learning E173642 entity
Predicate brand P1500 FINISHED
Object Milady
Milady is a leading educational publisher specializing in cosmetology and beauty industry textbooks and training materials.
E679181 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: Milady | Statement: [Cengage Learning, brand, Milady]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Milady
Context triple: [Cengage Learning, brand, Milady]
  • A. Milady de Winter
    Milady de Winter is a cunning and dangerous spy and antagonist in Alexandre Dumas' novel "The Three Musketeers," known for her beauty, deceit, and ruthless ambition.
  • B. Milady’s Boudoir
    Milady’s Boudoir is a fictional women’s magazine in P. G. Wodehouse’s Jeeves and Wooster stories, known for being run with energetic chaos by Bertie Wooster’s formidable Aunt Dahlia.
  • C. Milord
    "Milord" is a famous 1959 French chanson performed by Édith Piaf, telling the story of a lower-class woman addressing an upper-class English gentleman with a mix of empathy and longing.
  • D. The Lady
    The Lady is the mysterious, sharpshooting female gunslinger who enters a deadly quick-draw tournament to confront her past in the Western film "The Quick and the Dead."
  • E. Duchess of Mortemart
    The Duchess of Mortemart was a French noble title associated with the influential Mortemart family, notably linked to figures at the court of Louis XIV.
  • 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: Milady
Triple: [Cengage Learning, brand, Milady]
Generated description
Milady is a leading educational publisher specializing in cosmetology and beauty industry textbooks and training materials.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Milady
Target entity description: Milady is a leading educational publisher specializing in cosmetology and beauty industry textbooks and training materials.
  • A. Milady de Winter
    Milady de Winter is a cunning and dangerous spy and antagonist in Alexandre Dumas' novel "The Three Musketeers," known for her beauty, deceit, and ruthless ambition.
  • B. Milady’s Boudoir
    Milady’s Boudoir is a fictional women’s magazine in P. G. Wodehouse’s Jeeves and Wooster stories, known for being run with energetic chaos by Bertie Wooster’s formidable Aunt Dahlia.
  • C. Milord
    "Milord" is a famous 1959 French chanson performed by Édith Piaf, telling the story of a lower-class woman addressing an upper-class English gentleman with a mix of empathy and longing.
  • D. The Lady
    The Lady is the mysterious, sharpshooting female gunslinger who enters a deadly quick-draw tournament to confront her past in the Western film "The Quick and the Dead."
  • E. Duchess of Mortemart
    The Duchess of Mortemart was a French noble title associated with the influential Mortemart family, notably linked to figures at the court of Louis XIV.
  • 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.