Triple

T3432951
Position Surface form Disambiguated ID Type / Status
Subject Ramin Ganeshram E72381 entity
Predicate notableWork P4 FINISHED
Object FutureChefs
FutureChefs is a cookbook by Ramin Ganeshram that highlights young, aspiring cooks and their innovative recipes.
E357333 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: FutureChefs | Statement: [Ramin Ganeshram, notableWork, FutureChefs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: FutureChefs
Context triple: [Ramin Ganeshram, notableWork, FutureChefs]
  • A. 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.
  • 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. The Cookbook
    The Cookbook is the 2005 studio album by American rapper and producer Missy Elliott, showcasing her innovative blend of hip hop, R&B, and experimental production.
  • D. The Chef
    The Chef is the stage name of Raekwon, a prominent American rapper and member of the Wu-Tang Clan known for his vivid, street-oriented storytelling.
  • 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: FutureChefs
Triple: [Ramin Ganeshram, notableWork, FutureChefs]
Generated description
FutureChefs is a cookbook by Ramin Ganeshram that highlights young, aspiring cooks and their innovative recipes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: FutureChefs
Target entity description: FutureChefs is a cookbook by Ramin Ganeshram that highlights young, aspiring cooks and their innovative recipes.
  • A. 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.
  • 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. The Cookbook
    The Cookbook is the 2005 studio album by American rapper and producer Missy Elliott, showcasing her innovative blend of hip hop, R&B, and experimental production.
  • D. The Chef
    The Chef is the stage name of Raekwon, a prominent American rapper and member of the Wu-Tang Clan known for his vivid, street-oriented storytelling.
  • 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_69ad85ae14308190bcbc25cfa0246c0b completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adb9c077d48190bee40795cab3e422 completed March 8, 2026, 6:02 p.m.
NED1 Entity disambiguation (via context triple) batch_69b3547d3f4c8190bc6811398bd8f080 completed March 13, 2026, 12:04 a.m.
NEDg Description generation batch_69b3566a6f3c8190a717deb08209c880 completed March 13, 2026, 12:12 a.m.
NED2 Entity disambiguation (via description) batch_69b356f8f7648190b10e62990634af79 completed March 13, 2026, 12:14 a.m.
Created at: March 8, 2026, 3:15 p.m.