Triple

T2008189
Position Surface form Disambiguated ID Type / Status
Subject Blue Skies E43632 entity
Predicate screenwriter P2831 FINISHED
Object Arthur Sheekman
Arthur Sheekman was an American screenwriter and humorist best known for his work on Marx Brothers films and other Hollywood comedies during the 1930s and 1940s.
E324199 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: Arthur Sheekman | Statement: [Blue Skies, screenwriter, Arthur Sheekman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Arthur Sheekman
Context triple: [Blue Skies, screenwriter, Arthur Sheekman]
  • A. Irving Blum
    Irving Blum is an influential American art dealer and curator best known for championing emerging contemporary artists in the 1960s Los Angeles art scene, including early exhibitions of Andy Warhol.
  • B. Ralph Berkowitz
    Ralph Berkowitz was an American pianist, accompanist, and arts administrator known for his influential work in classical music performance and education.
  • C. Samuel G. Fleisher
    Samuel G. Fleisher was a Philadelphia philanthropist and arts patron known for supporting accessible art education and helping establish key contemporary art institutions in the city.
  • D. Ezra Kramer
    Ezra Kramer is a high-ranking CIA official in the film "The Bourne Ultimatum," involved in covert operations and the conspiracy surrounding Jason Bourne.
  • E. Edwin Blashfield
    Edwin Blashfield was an American muralist and painter best known for his large-scale allegorical works in prominent public buildings across the United States.
  • 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: Arthur Sheekman
Triple: [Blue Skies, screenwriter, Arthur Sheekman]
Generated description
Arthur Sheekman was an American screenwriter and humorist best known for his work on Marx Brothers films and other Hollywood comedies during the 1930s and 1940s.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Arthur Sheekman
Target entity description: Arthur Sheekman was an American screenwriter and humorist best known for his work on Marx Brothers films and other Hollywood comedies during the 1930s and 1940s.
  • A. Irving Blum
    Irving Blum is an influential American art dealer and curator best known for championing emerging contemporary artists in the 1960s Los Angeles art scene, including early exhibitions of Andy Warhol.
  • B. Ralph Berkowitz
    Ralph Berkowitz was an American pianist, accompanist, and arts administrator known for his influential work in classical music performance and education.
  • C. Samuel G. Fleisher
    Samuel G. Fleisher was a Philadelphia philanthropist and arts patron known for supporting accessible art education and helping establish key contemporary art institutions in the city.
  • D. Ezra Kramer
    Ezra Kramer is a high-ranking CIA official in the film "The Bourne Ultimatum," involved in covert operations and the conspiracy surrounding Jason Bourne.
  • E. Edwin Blashfield
    Edwin Blashfield was an American muralist and painter best known for his large-scale allegorical works in prominent public buildings across the United States.
  • 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_69a88716e9f08190946313fdc949e3cf completed March 4, 2026, 7:25 p.m.
NER Named-entity recognition batch_69abb89aca908190b8b659af65afdf6f completed March 7, 2026, 5:33 a.m.
NED1 Entity disambiguation (via context triple) batch_69b1f84148a08190a514fb15d550a550 completed March 11, 2026, 11:18 p.m.
NEDg Description generation batch_69b1f8d3ff288190bd79bfc99d06c3ca completed March 11, 2026, 11:20 p.m.
NED2 Entity disambiguation (via description) batch_69b1f94b3e3c8190b8ce0531a7c54902 completed March 11, 2026, 11:22 p.m.
Created at: March 4, 2026, 7:37 p.m.