Triple

T8329421
Position Surface form Disambiguated ID Type / Status
Subject Every Which Way but Loose E195037 entity
Predicate director P255 FINISHED
Object James Fargo
James Fargo is an American film director best known for his work on Clint Eastwood–starring movies in the 1970s and 1980s.
 E725328 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: James Fargo | Statement: [Every Which Way but Loose, director, James Fargo]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: James Fargo
Context triple: [Every Which Way but Loose, director, James Fargo]
  • A. Broderick Fobbs
    Broderick Fobbs is an American football coach best known for revitalizing Grambling State University's football program and leading the Tigers to multiple conference championships.
  • B. John Turman
    John Turman is an American screenwriter best known for his work on superhero and science fiction films, including contributions to Marvel-related projects.
  • C. Jesse Applegate
    Jesse Applegate was a 19th-century American pioneer and leader in westward expansion, known for helping establish an alternative emigrant trail to Oregon.
  • D. Ben Stark
    Ben Stark is a professional Magic: The Gathering player known for his expertise in Limited formats and a Pro Tour championship title.
  • E. Eddie Applegate
    Eddie Applegate is a fictional teenage character on the 1960s American sitcom "The Patty Duke Show," known as Patty Lane’s boyfriend.
  • 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: James Fargo
Triple: [Every Which Way but Loose, director, James Fargo]
Generated description
James Fargo is an American film director best known for his work on Clint Eastwood–starring movies in the 1970s and 1980s.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: James Fargo
Target entity description: James Fargo is an American film director best known for his work on Clint Eastwood–starring movies in the 1970s and 1980s.
  • A. Broderick Fobbs
    Broderick Fobbs is an American football coach best known for revitalizing Grambling State University's football program and leading the Tigers to multiple conference championships.
  • B. John Turman
    John Turman is an American screenwriter best known for his work on superhero and science fiction films, including contributions to Marvel-related projects.
  • C. Jesse Applegate
    Jesse Applegate was a 19th-century American pioneer and leader in westward expansion, known for helping establish an alternative emigrant trail to Oregon.
  • D. Ben Stark
    Ben Stark is a professional Magic: The Gathering player known for his expertise in Limited formats and a Pro Tour championship title.
  • E. Eddie Applegate
    Eddie Applegate is a fictional teenage character on the 1960s American sitcom "The Patty Duke Show," known as Patty Lane’s boyfriend.
  • 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_69ca82e87f2c8190bdb71ee29dfc642d completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb7fb812508190aed8a283dacf712e completed March 31, 2026, 8:03 a.m.
NED1 Entity disambiguation (via context triple) batch_69cd95c2c36481909793e9cd0c28168a completed April 1, 2026, 10:01 p.m.
NEDg Description generation batch_69cdab60ec308190a9001f9235e556b4 completed April 1, 2026, 11:33 p.m.
NED2 Entity disambiguation (via description) batch_69cdb2e3457c8190a2d0cb6eeb81c9ef completed April 2, 2026, 12:05 a.m.
Created at: March 30, 2026, 5:56 p.m.