Triple

T18912154
Position Surface form Disambiguated ID Type / Status
Subject Secretary (2002 film) E462634 entity
Predicate director P255 FINISHED
Object Steven Shainberg — NE NERFINISHED

How this triple was built (3 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: Steven Shainberg | Statement: [Secretary (2002 film), director, Steven Shainberg]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Steven Shainberg
Context triple: [Secretary (2002 film), director, Steven Shainberg]
  • A. Darius Marder
    Darius Marder is an American filmmaker and screenwriter best known for co-writing the crime drama "The Place Beyond the Pines" and directing the acclaimed film "Sound of Metal."
  • B. Andrew Shue
    Andrew Shue is an American actor and entrepreneur best known for his role on the television series "Melrose Place" and for co-founding the social networking site CafeMom.
  • C. Dean Fleischer-Camp
    Dean Fleischer-Camp is an American filmmaker and editor best known for co-creating the stop-motion character and film series "Marcel the Shell with Shoes On."
  • D. David Mandel
    David Mandel is an American television writer, director, and producer best known for his work on comedy series such as Veep, Seinfeld, and Curb Your Enthusiasm.
  • E. David Fenkel
    David Fenkel is an American film executive and producer best known as a co-founder of the independent entertainment company A24.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Steven Shainberg
Target entity description: Steven Shainberg is an American film director and screenwriter best known for his offbeat, psychologically driven independent films such as "Secretary" and "Fur: An Imaginary Portrait of Diane Arbus."
  • A. Darius Marder
    Darius Marder is an American filmmaker and screenwriter best known for co-writing the crime drama "The Place Beyond the Pines" and directing the acclaimed film "Sound of Metal."
  • B. Andrew Shue
    Andrew Shue is an American actor and entrepreneur best known for his role on the television series "Melrose Place" and for co-founding the social networking site CafeMom.
  • C. Dean Fleischer-Camp
    Dean Fleischer-Camp is an American filmmaker and editor best known for co-creating the stop-motion character and film series "Marcel the Shell with Shoes On."
  • D. David Mandel
    David Mandel is an American television writer, director, and producer best known for his work on comedy series such as Veep, Seinfeld, and Curb Your Enthusiasm.
  • E. David Fenkel
    David Fenkel is an American film executive and producer best known as a co-founder of the independent entertainment company A24.
  • F. None of above. chosen

Provenance (2 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_69d8dcfd05bc819088903cca13cc2846 completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5c6238e288190b30311b5d80beafb completed April 20, 2026, 6:22 a.m.
Created at: April 10, 2026, 11:58 a.m.