Triple

T6920395
Position Surface form Disambiguated ID Type / Status
Subject Top Chef E160167 entity
Predicate spinOff P7736 FINISHED
Object Top Chef Duels
Top Chef Duels is a competitive cooking television series in which former Top Chef and Top Chef Masters contestants face off in head-to-head culinary battles.
 E160167 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: Top Chef Duels | Statement: [Top Chef, spinOff, Top Chef Duels]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Top Chef Duels
Context triple: [Top Chef, spinOff, Top Chef Duels]
  • A. 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.
  • B. Iron Chef America
    Iron Chef America is a competitive cooking television series in which top chefs face off in timed culinary battles judged on creativity, taste, and presentation.
  • C. Chopped
    Chopped is a competitive cooking television show in which chefs race against the clock to create dishes from mystery basket ingredients, judged by a panel of culinary experts.
  • D. Home Chef
    Home Chef is a meal kit and prepared meals company offering convenient, ready-to-cook and heat-and-eat food solutions for home consumers.
  • E. FutureChefs
    FutureChefs is a cookbook by Ramin Ganeshram that highlights young, aspiring cooks and their innovative recipes.
  • 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: Top Chef Duels
Triple: [Top Chef, spinOff, Top Chef Duels]
Generated description
Top Chef Duels is a competitive cooking television series in which former Top Chef and Top Chef Masters contestants face off in head-to-head culinary battles.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Top Chef Duels
Target entity description: Top Chef Duels is a competitive cooking television series in which former Top Chef and Top Chef Masters contestants face off in head-to-head culinary battles.
  • A. Top Chef chosen
    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.
  • B. Iron Chef America
    Iron Chef America is a competitive cooking television series in which top chefs face off in timed culinary battles judged on creativity, taste, and presentation.
  • C. Chopped
    Chopped is a competitive cooking television show in which chefs race against the clock to create dishes from mystery basket ingredients, judged by a panel of culinary experts.
  • D. Home Chef
    Home Chef is a meal kit and prepared meals company offering convenient, ready-to-cook and heat-and-eat food solutions for home consumers.
  • E. FutureChefs
    FutureChefs is a cookbook by Ramin Ganeshram that highlights young, aspiring cooks and their innovative recipes.
  • F. None of above.

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_69c6883ab1008190a07129ff06f625d9 completed March 27, 2026, 1:38 p.m.
NER Named-entity recognition batch_69c6d9fa452c8190b2bea2d47309c889 completed March 27, 2026, 7:26 p.m.
NED1 Entity disambiguation (via context triple) batch_69c751345edc8190ab0f34120a42571e completed March 28, 2026, 3:55 a.m.
NEDg Description generation batch_69c751abed548190ac2152acd3029d2d completed March 28, 2026, 3:57 a.m.
NED2 Entity disambiguation (via description) batch_69c7558dd72081909af14d319ce01ff6 completed March 28, 2026, 4:14 a.m.
Created at: March 27, 2026, 2:26 p.m.