Triple

T1788466
Position Surface form Disambiguated ID Type / Status
Subject Avengers: Infinity War E39441 entity
Predicate screenwriter P2831 FINISHED
Object Stephen McFeely
Stephen McFeely is an American screenwriter best known for co-writing several major Marvel Cinematic Universe films, including the Captain America trilogy and Avengers: Infinity War and Endgame.
 E307191 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: Stephen McFeely | Statement: [Avengers: Infinity War, screenwriter, Stephen McFeely]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Stephen McFeely
Context triple: [Avengers: Infinity War, screenwriter, Stephen McFeely]
  • A. Ed McCauley
    Ed McCauley is a Canadian academic and research leader who serves as president of the University of Calgary.
  • B. Ken Moffett
    Ken Moffett was a prominent American labor mediator and union negotiator best known for his key role in resolving major sports labor disputes, including those in Major League Baseball.
  • C. Bruce McCleery
    Bruce McCleery is a cinematographer known for his work on the film "Sabotage."
  • D. John Kiffmeyer
    John Kiffmeyer is an American drummer best known for being the original drummer of the punk rock band Green Day during their early years.
  • E. Thomas McElwee
    Thomas McElwee was an Irish republican and Provisional IRA member from County Derry who died during the 1981 Maze Prison hunger strike.
  • 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: Stephen McFeely
Triple: [Avengers: Infinity War, screenwriter, Stephen McFeely]
Generated description
Stephen McFeely is an American screenwriter best known for co-writing several major Marvel Cinematic Universe films, including the Captain America trilogy and Avengers: Infinity War and Endgame.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Stephen McFeely
Target entity description: Stephen McFeely is an American screenwriter best known for co-writing several major Marvel Cinematic Universe films, including the Captain America trilogy and Avengers: Infinity War and Endgame.
  • A. Ed McCauley
    Ed McCauley is a Canadian academic and research leader who serves as president of the University of Calgary.
  • B. Ken Moffett
    Ken Moffett was a prominent American labor mediator and union negotiator best known for his key role in resolving major sports labor disputes, including those in Major League Baseball.
  • C. Bruce McCleery
    Bruce McCleery is a cinematographer known for his work on the film "Sabotage."
  • D. John Kiffmeyer
    John Kiffmeyer is an American drummer best known for being the original drummer of the punk rock band Green Day during their early years.
  • E. Thomas McElwee
    Thomas McElwee was an Irish republican and Provisional IRA member from County Derry who died during the 1981 Maze Prison hunger strike.
  • 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_69a88631854081909723959921e45c2b completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69aa650fd3448190a6a2c979db982cae completed March 6, 2026, 5:24 a.m.
NED1 Entity disambiguation (via context triple) batch_69b030e23ea081909737f5fd2d3c8dfb completed March 10, 2026, 2:55 p.m.
NEDg Description generation batch_69b03223d4cc8190b8755099ea771fd6 completed March 10, 2026, 3 p.m.
NED2 Entity disambiguation (via description) batch_69b03437b4d081908c02c01a4dd665b1 completed March 10, 2026, 3:09 p.m.
Created at: March 4, 2026, 7:32 p.m.