Triple

T1770954
Position Surface form Disambiguated ID Type / Status
Subject Wonder Woman (2017 film) E38872 entity
Predicate screenwriter P2831 FINISHED
Object Allan Heinberg
Allan Heinberg is an American television writer, producer, and comic book author best known for his work on series like The O.C. and Grey’s Anatomy and for writing DC Comics’ Young Avengers.
 E199707 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: Allan Heinberg | Statement: [Wonder Woman (2017 film), screenwriter, Allan Heinberg]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Allan Heinberg
Context triple: [Wonder Woman (2017 film), screenwriter, Allan Heinberg]
  • A. David Frankel
    David Frankel is an American film and television director best known for helming popular works such as "The Devil Wears Prada" and episodes of "Sex and the City."
  • B. Don Mullaly
    Don Mullaly was an American screenwriter active during Hollywood’s early sound era, known for contributing to genre films including the 1933 horror-mystery classic "Mystery of the Wax Museum."
  • C. David A. Newman
    David A. Newman is a screenwriter known for co-writing the hit romantic comedy film "Think Like a Man," adapted from Steve Harvey’s bestselling book.
  • D. David Bergman
    David Bergman is a senior executive and key financial leader at Under Armour, serving as the company's Chief Financial Officer.
  • E. Mitchell Hurwitz
    Mitchell Hurwitz is an American television writer and producer best known for creating the critically acclaimed sitcom "Arrested Development."
  • 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: Allan Heinberg
Triple: [Wonder Woman (2017 film), screenwriter, Allan Heinberg]
Generated description
Allan Heinberg is an American television writer, producer, and comic book author best known for his work on series like The O.C. and Grey’s Anatomy and for writing DC Comics’ Young Avengers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Allan Heinberg
Target entity description: Allan Heinberg is an American television writer, producer, and comic book author best known for his work on series like The O.C. and Grey’s Anatomy and for writing DC Comics’ Young Avengers.
  • A. David Frankel
    David Frankel is an American film and television director best known for helming popular works such as "The Devil Wears Prada" and episodes of "Sex and the City."
  • B. Don Mullaly
    Don Mullaly was an American screenwriter active during Hollywood’s early sound era, known for contributing to genre films including the 1933 horror-mystery classic "Mystery of the Wax Museum."
  • C. David A. Newman
    David A. Newman is a screenwriter known for co-writing the hit romantic comedy film "Think Like a Man," adapted from Steve Harvey’s bestselling book.
  • D. David Bergman
    David Bergman is a senior executive and key financial leader at Under Armour, serving as the company's Chief Financial Officer.
  • E. Mitchell Hurwitz
    Mitchell Hurwitz is an American television writer and producer best known for creating the critically acclaimed sitcom "Arrested Development."
  • 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_69a8862e61708190af97b9838cc3f5de completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69aa648fe908819098fd27b74b17fabb completed March 6, 2026, 5:22 a.m.
NED1 Entity disambiguation (via context triple) batch_69ada9936f5881909b78bda48039916a completed March 8, 2026, 4:53 p.m.
NEDg Description generation batch_69adae9845f081908904030f7a10df63 completed March 8, 2026, 5:15 p.m.
NED2 Entity disambiguation (via description) batch_69adafa3494c8190b34a6930cf38ca40 completed March 8, 2026, 5:19 p.m.
Created at: March 4, 2026, 7:31 p.m.