Triple

T6627901
Position Surface form Disambiguated ID Type / Status
Subject Arrow E149849 entity
Predicate creator P184 FINISHED
Object Marc Guggenheim
Marc Guggenheim is an American television producer, screenwriter, and comic book writer best known for co-creating and showrunning the superhero TV series "Arrow."
E600899 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: Marc Guggenheim | Statement: [Arrow, creator, Marc Guggenheim]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Marc Guggenheim
Context triple: [Arrow, creator, Marc Guggenheim]
  • A. James DeMonaco
    James DeMonaco is an American filmmaker and screenwriter best known for creating and writing the dystopian horror franchise "The Purge."
  • B. Scott Schwartz
    Scott Schwartz is an American former child actor best known for his roles in the films "The Toy" and "A Christmas Story."
  • C. David S. Goyer
    David S. Goyer is an American screenwriter, director, and producer best known for his work on major superhero films such as Christopher Nolan’s Batman trilogy and the Blade series.
  • D. Zach Helm
    Zach Helm is an American screenwriter, director, and producer best known for writing the metafictional film "Stranger Than Fiction."
  • E. Don McGregor
    Don McGregor is an American comic book writer best known for his influential 1970s work at Marvel, particularly on Black Panther and Killraven, where he helped pioneer more mature, socially conscious storytelling in mainstream comics.
  • 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: Marc Guggenheim
Triple: [Arrow, creator, Marc Guggenheim]
Generated description
Marc Guggenheim is an American television producer, screenwriter, and comic book writer best known for co-creating and showrunning the superhero TV series "Arrow."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Marc Guggenheim
Target entity description: Marc Guggenheim is an American television producer, screenwriter, and comic book writer best known for co-creating and showrunning the superhero TV series "Arrow."
  • A. James DeMonaco
    James DeMonaco is an American filmmaker and screenwriter best known for creating and writing the dystopian horror franchise "The Purge."
  • B. Scott Schwartz
    Scott Schwartz is an American former child actor best known for his roles in the films "The Toy" and "A Christmas Story."
  • C. David S. Goyer
    David S. Goyer is an American screenwriter, director, and producer best known for his work on major superhero films such as Christopher Nolan’s Batman trilogy and the Blade series.
  • D. Zach Helm
    Zach Helm is an American screenwriter, director, and producer best known for writing the metafictional film "Stranger Than Fiction."
  • E. Don McGregor
    Don McGregor is an American comic book writer best known for his influential 1970s work at Marvel, particularly on Black Panther and Killraven, where he helped pioneer more mature, socially conscious storytelling in mainstream comics.
  • 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_69c687ee50048190aa151765bef16193 completed March 27, 2026, 1:36 p.m.
NER Named-entity recognition batch_69c6afa2e4a48190ba3c70013bab14f2 completed March 27, 2026, 4:26 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6cbe690548190a771bb1ec8d3aacf completed March 27, 2026, 6:26 p.m.
NEDg Description generation batch_69c6cd0a98908190a5725c49bad7589d completed March 27, 2026, 6:31 p.m.
NED2 Entity disambiguation (via description) batch_69c6cdcf14508190876faa73f5eec884 completed March 27, 2026, 6:34 p.m.
Created at: March 27, 2026, 1:59 p.m.