Triple

T13119321
Position Surface form Disambiguated ID Type / Status
Subject The Menu E311680 entity
Predicate mainCharacter P1183 FINISHED
Object Tyler Ledford
Tyler Ledford is a devoted foodie and obsessive fan of celebrity chef Julian Slowik who becomes one of the central guests subjected to the chef’s sinister fine-dining experience in the film "The Menu."
 E1022784 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: Tyler Ledford | Statement: [The Menu, mainCharacter, Tyler Ledford]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tyler Ledford
Context triple: [The Menu, mainCharacter, Tyler Ledford]
  • A. Tom Raper
    Tom Raper was an American businessman and prominent Indiana RV dealer known for his large-scale dealership and philanthropic contributions, particularly in education.
  • B. Luke Slattery
    Luke Slattery is an Australian co-founder of the global men's health charity movement Movember, which raises awareness and funds for issues such as prostate cancer, testicular cancer, and mental health.
  • C. Chas Hodges
    Chas Hodges was an English musician and singer best known as half of the musical duo Chas & Dave, famed for their "rockney" style blending rock and cockney music.
  • D. Robbie Findley
    Robbie Findley is an American former professional soccer forward best known for his time with Real Salt Lake in Major League Soccer and for earning caps with the United States national team, including selection to the 2010 FIFA World Cup squad.
  • E. John Rhea
    John Rhea was an early American statesman and U.S. Congressman from Tennessee who played a significant role in the state's formative political history.
  • 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: Tyler Ledford
Triple: [The Menu, mainCharacter, Tyler Ledford]
Generated description
Tyler Ledford is a devoted foodie and obsessive fan of celebrity chef Julian Slowik who becomes one of the central guests subjected to the chef’s sinister fine-dining experience in the film "The Menu."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tyler Ledford
Target entity description: Tyler Ledford is a devoted foodie and obsessive fan of celebrity chef Julian Slowik who becomes one of the central guests subjected to the chef’s sinister fine-dining experience in the film "The Menu."
  • A. Tom Raper
    Tom Raper was an American businessman and prominent Indiana RV dealer known for his large-scale dealership and philanthropic contributions, particularly in education.
  • B. Luke Slattery
    Luke Slattery is an Australian co-founder of the global men's health charity movement Movember, which raises awareness and funds for issues such as prostate cancer, testicular cancer, and mental health.
  • C. Chas Hodges
    Chas Hodges was an English musician and singer best known as half of the musical duo Chas & Dave, famed for their "rockney" style blending rock and cockney music.
  • D. Robbie Findley
    Robbie Findley is an American former professional soccer forward best known for his time with Real Salt Lake in Major League Soccer and for earning caps with the United States national team, including selection to the 2010 FIFA World Cup squad.
  • E. John Rhea
    John Rhea was an early American statesman and U.S. Congressman from Tennessee who played a significant role in the state's formative political history.
  • 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_69d806a9fe888190b081e2d9ea665d6c completed April 9, 2026, 8:06 p.m.
NER Named-entity recognition batch_69d98196e69081909111407ee3d9f08e completed April 10, 2026, 11:02 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6e286de608190bf46af2eb656bb79 completed May 3, 2026, 5:52 a.m.
NEDg Description generation batch_69f6e42cd5408190b687dfae73e2a720 completed May 3, 2026, 5:59 a.m.
NED2 Entity disambiguation (via description) batch_69f6e5293ee481908d9a90266ac5c3e6 completed May 3, 2026, 6:03 a.m.
Created at: April 9, 2026, 9:06 p.m.