Triple

T12670144
Position Surface form Disambiguated ID Type / Status
Subject John Hughes E302654 entity
Predicate spouse P13 FINISHED
Object Nancy Ludwig
Nancy Ludwig is known as the wife of American filmmaker and screenwriter John Hughes, a key figure behind many iconic 1980s teen movies.
E1151234 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: Nancy Ludwig | Statement: [John Hughes, spouse, Nancy Ludwig]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Nancy Ludwig
Context triple: [John Hughes, spouse, Nancy Ludwig]
  • A. Cynthia Ludwig
    Cynthia Ludwig is a film editor known for her work on the 2009 horror film "My Bloody Valentine 3D."
  • B. Nancy Dolman
    Nancy Dolman was a Canadian comedic actress and singer best known for her work on the television series "Soap" and for her long marriage to comedian Martin Short.
  • C. Nancy Leiter
    Nancy Leiter was a member of the prominent Leiter family of Chicago, known for their wealth and social standing in late 19th-century American high society.
  • D. Nancy Rotering
    Nancy Rotering is an American attorney and Democratic politician who has served as the long-time mayor of Highland Park, Illinois, and has been active in gun control and public safety advocacy.
  • E. Nancy Cummings
    Nancy Cummings was the daughter of American poet E. E. Cummings, known primarily through biographical accounts of his personal life.
  • 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: Nancy Ludwig
Triple: [John Hughes, spouse, Nancy Ludwig]
Generated description
Nancy Ludwig is known as the wife of American filmmaker and screenwriter John Hughes, a key figure behind many iconic 1980s teen movies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Nancy Ludwig
Target entity description: Nancy Ludwig is known as the wife of American filmmaker and screenwriter John Hughes, a key figure behind many iconic 1980s teen movies.
  • A. Cynthia Ludwig
    Cynthia Ludwig is a film editor known for her work on the 2009 horror film "My Bloody Valentine 3D."
  • B. Nancy Dolman
    Nancy Dolman was a Canadian comedic actress and singer best known for her work on the television series "Soap" and for her long marriage to comedian Martin Short.
  • C. Nancy Leiter
    Nancy Leiter was a member of the prominent Leiter family of Chicago, known for their wealth and social standing in late 19th-century American high society.
  • D. Nancy Rotering
    Nancy Rotering is an American attorney and Democratic politician who has served as the long-time mayor of Highland Park, Illinois, and has been active in gun control and public safety advocacy.
  • E. Nancy Cummings
    Nancy Cummings was the daughter of American poet E. E. Cummings, known primarily through biographical accounts of his personal life.
  • 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_69d7bded71a88190bb76e2413af9ea66 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d96183a6048190b2ef219eb9d20aa4 completed April 10, 2026, 8:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69ff01ce8f988190b503af0cd5f2a97e completed May 9, 2026, 9:43 a.m.
NEDg Description generation batch_69ff02a62dcc819087eddd2f0b4c29cb completed May 9, 2026, 9:47 a.m.
NED2 Entity disambiguation (via description) batch_69ff036153588190ae46fcde257eb3cb completed May 9, 2026, 9:50 a.m.
Created at: April 9, 2026, 5:20 p.m.