Triple

T11474139
Position Surface form Disambiguated ID Type / Status
Subject Worst Cooks in America E271981 entity
Predicate hasRecurringHost P90709 FINISHED
Object Robert Irvine
Robert Irvine is a British celebrity chef and television personality known for hosting and appearing on numerous Food Network shows, often focusing on high-pressure culinary challenges and restaurant makeovers.
E927462 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: Robert Irvine | Statement: [Worst Cooks in America, hasRecurringHost, Robert Irvine]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Robert Irvine
Context triple: [Worst Cooks in America, hasRecurringHost, Robert Irvine]
  • A. Ken Freeman
    Ken Freeman is a British composer, keyboardist, and synthesizer pioneer known for his influential session work and contributions to progressive and electronic music.
  • B. Richard Ward
    Richard Ward was an American character actor known for his work in film, television, and theater, including a supporting role in the comedy classic "The Jerk."
  • C. William D'Elia
    William D'Elia is an American mobster who became a powerful boss in the Bufalino crime family and a significant figure in organized crime in Pennsylvania.
  • D. Greg McEwan
    Greg McEwan is a child of the acclaimed British novelist Ian McEwan.
  • E. Jerry Baldwin
    Jerry Baldwin is an American entrepreneur best known as one of the co-founders of the Starbucks coffee company.
  • 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: Robert Irvine
Triple: [Worst Cooks in America, hasRecurringHost, Robert Irvine]
Generated description
Robert Irvine is a British celebrity chef and television personality known for hosting and appearing on numerous Food Network shows, often focusing on high-pressure culinary challenges and restaurant makeovers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Robert Irvine
Target entity description: Robert Irvine is a British celebrity chef and television personality known for hosting and appearing on numerous Food Network shows, often focusing on high-pressure culinary challenges and restaurant makeovers.
  • A. Ken Freeman
    Ken Freeman is a British composer, keyboardist, and synthesizer pioneer known for his influential session work and contributions to progressive and electronic music.
  • B. Richard Ward
    Richard Ward was an American character actor known for his work in film, television, and theater, including a supporting role in the comedy classic "The Jerk."
  • C. William D'Elia
    William D'Elia is an American mobster who became a powerful boss in the Bufalino crime family and a significant figure in organized crime in Pennsylvania.
  • D. Greg McEwan
    Greg McEwan is a child of the acclaimed British novelist Ian McEwan.
  • E. Jerry Baldwin
    Jerry Baldwin is an American entrepreneur best known as one of the co-founders of the Starbucks coffee company.
  • 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_69d6aae0c8d881908a5a360c0be3242e completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d85ddffdf88190a00e94ad5b8b91a5 completed April 10, 2026, 2:18 a.m.
NED1 Entity disambiguation (via context triple) batch_69e5e95a479c81909a330c9721bd3902 completed April 20, 2026, 8:52 a.m.
NEDg Description generation batch_69e5f15a50b881908d0930021833ae74 completed April 20, 2026, 9:26 a.m.
NED2 Entity disambiguation (via description) batch_69e5f88f16748190826a7fc5d27019d7 completed April 20, 2026, 9:57 a.m.
Created at: April 8, 2026, 9:35 p.m.