Triple

T12361122
Position Surface form Disambiguated ID Type / Status
Subject Dangerous Liaisons E294738 entity
Predicate producer P490 FINISHED
Object Norman Heyman
Norman Heyman is a film producer best known for his work on the acclaimed period drama "Dangerous Liaisons."
E1023146 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: Norman Heyman | Statement: [Dangerous Liaisons, producer, Norman Heyman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Norman Heyman
Context triple: [Dangerous Liaisons, producer, Norman Heyman]
  • A. Norman Bluhm
    Norman Bluhm was an American abstract expressionist painter known for his dynamic, gestural canvases that bridged action painting and lyrical abstraction.
  • B. Norman Hilberry
    Norman Hilberry was an American physicist and administrator best known for his leadership roles in the Manhattan Project and later as director of Argonne National Laboratory.
  • C. Norman Z. McLeod
    Norman Z. McLeod was an American film director best known for his work on classic Hollywood comedies in the 1930s and 1940s, including films with the Marx Brothers and W.C. Fields.
  • D. Norman Leavitt
    Norman Leavitt was an American character actor known for his numerous supporting roles in mid-20th-century film and television comedies.
  • E. Norman Frank
    Norman Frank is a member of the Frank family, known primarily as a relative of German author and Nazi critic Niklas Frank.
  • 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: Norman Heyman
Triple: [Dangerous Liaisons, producer, Norman Heyman]
Generated description
Norman Heyman is a film producer best known for his work on the acclaimed period drama "Dangerous Liaisons."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Norman Heyman
Target entity description: Norman Heyman is a film producer best known for his work on the acclaimed period drama "Dangerous Liaisons."
  • A. Norman Bluhm
    Norman Bluhm was an American abstract expressionist painter known for his dynamic, gestural canvases that bridged action painting and lyrical abstraction.
  • B. Norman Hilberry
    Norman Hilberry was an American physicist and administrator best known for his leadership roles in the Manhattan Project and later as director of Argonne National Laboratory.
  • C. Norman Z. McLeod
    Norman Z. McLeod was an American film director best known for his work on classic Hollywood comedies in the 1930s and 1940s, including films with the Marx Brothers and W.C. Fields.
  • D. Norman Leavitt
    Norman Leavitt was an American character actor known for his numerous supporting roles in mid-20th-century film and television comedies.
  • E. Norman Frank
    Norman Frank is a member of the Frank family, known primarily as a relative of German author and Nazi critic Niklas Frank.
  • 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_69d6ab6d8a4081908636601e69ddf262 completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d93f91a1908190a8a4fa9da3b47933 completed April 10, 2026, 6:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6e256fe408190bd40b62eb51b6ef9 completed May 3, 2026, 5:51 a.m.
NEDg Description generation batch_69f6e62bfa4c8190ac8ae42a1a53f521 completed May 3, 2026, 6:07 a.m.
NED2 Entity disambiguation (via description) batch_69f6e6c30144819096acf6de7317d097 completed May 3, 2026, 6:10 a.m.
Created at: April 8, 2026, 9:54 p.m.