Triple

T2506809
Position Surface form Disambiguated ID Type / Status
Subject Food Network E52602 entity
Predicate notableProgram P4 FINISHED
Object Beat Bobby Flay
Beat Bobby Flay is a competitive cooking television show in which chefs face off for the chance to challenge celebrity chef Bobby Flay with their signature dish.
 E271978 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: Beat Bobby Flay | Statement: [Food Network, notableProgram, Beat Bobby Flay]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Beat Bobby Flay
Context triple: [Food Network, notableProgram, Beat Bobby Flay]
  • A. Chef Skinner
    Chef Skinner is the short-tempered, power-hungry head chef of Gusteau’s restaurant in Pixar’s film "Ratatouille," obsessed with exploiting the late chef’s name for profit and determined to thwart Remy and Linguini.
  • B. Roy Raymond
    Roy Raymond was an American entrepreneur best known for creating the lingerie retailer Victoria’s Secret in the 1970s.
  • C. Cook
    Cook is a surname shared by various notable individuals, including members of singer-songwriter Alicia Keys' family.
  • D. David Huntley
    David Huntley is an entrepreneur best known as a founder of the outdoor apparel and equipment company Mountain Hardwear.
  • E. Top Chef
    Top Chef is a long-running American reality competition television series in which professional chefs compete in culinary challenges judged by a panel of food and hospitality experts.
  • 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: Beat Bobby Flay
Triple: [Food Network, notableProgram, Beat Bobby Flay]
Generated description
Beat Bobby Flay is a competitive cooking television show in which chefs face off for the chance to challenge celebrity chef Bobby Flay with their signature dish.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Beat Bobby Flay
Target entity description: Beat Bobby Flay is a competitive cooking television show in which chefs face off for the chance to challenge celebrity chef Bobby Flay with their signature dish.
  • A. Chef Skinner
    Chef Skinner is the short-tempered, power-hungry head chef of Gusteau’s restaurant in Pixar’s film "Ratatouille," obsessed with exploiting the late chef’s name for profit and determined to thwart Remy and Linguini.
  • B. Roy Raymond
    Roy Raymond was an American entrepreneur best known for creating the lingerie retailer Victoria’s Secret in the 1970s.
  • C. Cook
    Cook is a surname shared by various notable individuals, including members of singer-songwriter Alicia Keys' family.
  • D. David Huntley
    David Huntley is an entrepreneur best known as a founder of the outdoor apparel and equipment company Mountain Hardwear.
  • E. Top Chef
    Top Chef is a long-running American reality competition television series in which professional chefs compete in culinary challenges judged by a panel of food and hospitality experts.
  • 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_69ab4958e76481908a235377dd921c9e completed March 6, 2026, 9:38 p.m.
NER Named-entity recognition batch_69abd1cfeb408190ba8107296310dbfc completed March 7, 2026, 7:20 a.m.
NED1 Entity disambiguation (via context triple) batch_69af1fa7dbb88190815087416b207b54 completed March 9, 2026, 7:29 p.m.
NEDg Description generation batch_69af203f7ca08190ba781891bd879192 completed March 9, 2026, 7:32 p.m.
NED2 Entity disambiguation (via description) batch_69af20cd13a88190a35bc1b74ad088ef completed March 9, 2026, 7:34 p.m.
Created at: March 6, 2026, 9:46 p.m.