Triple

T6975648
Position Surface form Disambiguated ID Type / Status
Subject Arrival E161709 entity
Predicate screenwriter P2831 FINISHED
Object Eric Heisserer
Eric Heisserer is an American screenwriter, producer, and comic book writer best known for his work on films like "Arrival" and for creating the Netflix series "Shadow and Bone."
 E633737 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: Eric Heisserer | Statement: [Arrival, screenwriter, Eric Heisserer]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Eric Heisserer
Context triple: [Arrival, screenwriter, Eric Heisserer]
  • A. Stuart Rosenberg
    Stuart Rosenberg was an American film and television director best known for character-driven dramas such as "Cool Hand Luke" and various notable works of the 1960s and 1970s.
  • B. Hampton Fancher
    Hampton Fancher is an American screenwriter, producer, and former actor best known for co-writing the science fiction films Blade Runner and Blade Runner 2049.
  • C. Irwin Kershner
    Irwin Kershner was an American film director best known for directing "Star Wars: Episode V – The Empire Strikes Back."
  • D. Richard Maibaum
    Richard Maibaum was an American screenwriter and producer best known for his long-running work on the James Bond film series.
  • E. John Irvin
    John Irvin is a British film director known for his work on war and action dramas, including the 1980 mercenary film "The Dogs of War."
  • 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: Eric Heisserer
Triple: [Arrival, screenwriter, Eric Heisserer]
Generated description
Eric Heisserer is an American screenwriter, producer, and comic book writer best known for his work on films like "Arrival" and for creating the Netflix series "Shadow and Bone."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Eric Heisserer
Target entity description: Eric Heisserer is an American screenwriter, producer, and comic book writer best known for his work on films like "Arrival" and for creating the Netflix series "Shadow and Bone."
  • A. Stuart Rosenberg
    Stuart Rosenberg was an American film and television director best known for character-driven dramas such as "Cool Hand Luke" and various notable works of the 1960s and 1970s.
  • B. Hampton Fancher
    Hampton Fancher is an American screenwriter, producer, and former actor best known for co-writing the science fiction films Blade Runner and Blade Runner 2049.
  • C. Irwin Kershner
    Irwin Kershner was an American film director best known for directing "Star Wars: Episode V – The Empire Strikes Back."
  • D. Richard Maibaum
    Richard Maibaum was an American screenwriter and producer best known for his long-running work on the James Bond film series.
  • E. John Irvin
    John Irvin is a British film director known for his work on war and action dramas, including the 1980 mercenary film "The Dogs of War."
  • 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_69c68854a0d88190bc0bf82263f1afce completed March 27, 2026, 1:38 p.m.
NER Named-entity recognition batch_69c6db3d3ab08190b107f3229c357dd2 completed March 27, 2026, 7:32 p.m.
NED1 Entity disambiguation (via context triple) batch_69c761ab41b0819084d26c10bb763f8e completed March 28, 2026, 5:05 a.m.
NEDg Description generation batch_69c763b0d5cc8190bdd82fc8a5a95ef1 completed March 28, 2026, 5:14 a.m.
NED2 Entity disambiguation (via description) batch_69c76435fd2c819099143ea12f21d095 completed March 28, 2026, 5:16 a.m.
Created at: March 27, 2026, 2:31 p.m.