Triple

T10249930
Position Surface form Disambiguated ID Type / Status
Subject Kyle Newman E240312 entity
Predicate notableWork P4 FINISHED
Object Heroes’ Feast: The Official Dungeons & Dragons Cookbook
Heroes’ Feast: The Official Dungeons & Dragons Cookbook is a themed culinary guide that brings the fantasy world of Dungeons & Dragons to life through recipes inspired by its races, regions, and lore.
E853834 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: Heroes’ Feast: The Official Dungeons & Dragons Cookbook | Statement: [Kyle Newman, notableWork, Heroes’ Feast: The Official Dungeons & Dragons Cookbook]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Heroes’ Feast: The Official Dungeons & Dragons Cookbook
Context triple: [Kyle Newman, notableWork, Heroes’ Feast: The Official Dungeons & Dragons Cookbook]
  • A. 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.
  • B. Anyone Can Cook (in-universe cookbook)
    "Anyone Can Cook" is the inspirational cookbook by famed chef Auguste Gusteau that champions the idea that great cooking is accessible to everyone, regardless of background or skill.
  • C. A Wizard’s Guide to Defensive Baking
    A Wizard’s Guide to Defensive Baking is a humorous and darkly whimsical fantasy novel by T. Kingfisher about a young baker with minor magical powers who must defend her city using enchanted bread and pastries.
  • D. Magic Cauldron
    Magic Cauldron is an influential essay by Eric S. Raymond that analyzes and explains the economic models and sustainability of open-source software development.
  • E. Kobolds & Catacombs
    Kobolds & Catacombs is a major Hearthstone expansion themed around dungeon-delving and treasure-hunting, introducing new cards, mechanics, and a popular single-player roguelike mode.
  • 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: Heroes’ Feast: The Official Dungeons & Dragons Cookbook
Triple: [Kyle Newman, notableWork, Heroes’ Feast: The Official Dungeons & Dragons Cookbook]
Generated description
Heroes’ Feast: The Official Dungeons & Dragons Cookbook is a themed culinary guide that brings the fantasy world of Dungeons & Dragons to life through recipes inspired by its races, regions, and lore.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Heroes’ Feast: The Official Dungeons & Dragons Cookbook
Target entity description: Heroes’ Feast: The Official Dungeons & Dragons Cookbook is a themed culinary guide that brings the fantasy world of Dungeons & Dragons to life through recipes inspired by its races, regions, and lore.
  • A. 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.
  • B. Anyone Can Cook (in-universe cookbook)
    "Anyone Can Cook" is the inspirational cookbook by famed chef Auguste Gusteau that champions the idea that great cooking is accessible to everyone, regardless of background or skill.
  • C. A Wizard’s Guide to Defensive Baking
    A Wizard’s Guide to Defensive Baking is a humorous and darkly whimsical fantasy novel by T. Kingfisher about a young baker with minor magical powers who must defend her city using enchanted bread and pastries.
  • D. Magic Cauldron
    Magic Cauldron is an influential essay by Eric S. Raymond that analyzes and explains the economic models and sustainability of open-source software development.
  • E. Kobolds & Catacombs
    Kobolds & Catacombs is a major Hearthstone expansion themed around dungeon-delving and treasure-hunting, introducing new cards, mechanics, and a popular single-player roguelike mode.
  • 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_69d381a7e198819090280d5ab885d59e completed April 6, 2026, 9:49 a.m.
NER Named-entity recognition batch_69d4d23c4cd88190b99e65a074b68d6b completed April 7, 2026, 9:45 a.m.
NED1 Entity disambiguation (via context triple) batch_69d6f7b66c6881908b432fbdd5ecf11e completed April 9, 2026, 12:49 a.m.
NEDg Description generation batch_69d6fa303d4c8190b9f1c3addf7d8b09 completed April 9, 2026, 1 a.m.
NED2 Entity disambiguation (via description) batch_69d6ff301d488190b18f1e02bbf1dada completed April 9, 2026, 1:21 a.m.
Created at: April 6, 2026, 11:28 a.m.