Triple

T21671562
Position Surface form Disambiguated ID Type / Status
Subject Whitaker E534856 entity
Predicate hasNotableBearer P458 FINISHED
Object Todd Whitaker
Todd Whitaker is an American educator, author, and speaker best known for his influential books on effective teaching and school leadership.
E1495914 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: Todd Whitaker | Statement: [Whitaker, hasNotableBearer, Todd Whitaker]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Todd Whitaker
Context triple: [Whitaker, hasNotableBearer, Todd Whitaker]
  • A. James Whitaker
    James Whitaker is a film cinematographer known for his work on feature films such as the comedy-drama "Troop Zero."
  • B. Betsy DeVos
    Betsy DeVos is an American businesswoman and conservative political donor who served as the 11th United States Secretary of Education from 2017 to 2021.
  • C. Roger Marshall
    Roger Marshall is an American Republican politician and physician who has served as a U.S. Representative from Kansas and later as a U.S. Senator.
  • D. Jonathan Mardukas
    Jonathan Mardukas is a neurotic yet principled accountant-turned-informant on the run from both the mob and law enforcement in the action-comedy film "Midnight Run."
  • E. Todd Wagner
    Todd Wagner is an American entrepreneur, film producer, and philanthropist best known for co-founding Broadcast.com and later partnering with Mark Cuban on various media and entertainment ventures.
  • 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: Todd Whitaker
Triple: [Whitaker, hasNotableBearer, Todd Whitaker]
Generated description
Todd Whitaker is an American educator, author, and speaker best known for his influential books on effective teaching and school leadership.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Todd Whitaker
Target entity description: Todd Whitaker is an American educator, author, and speaker best known for his influential books on effective teaching and school leadership.
  • A. James Whitaker
    James Whitaker is a film cinematographer known for his work on feature films such as the comedy-drama "Troop Zero."
  • B. Betsy DeVos
    Betsy DeVos is an American businesswoman and conservative political donor who served as the 11th United States Secretary of Education from 2017 to 2021.
  • C. Roger Marshall
    Roger Marshall is an American Republican politician and physician who has served as a U.S. Representative from Kansas and later as a U.S. Senator.
  • D. Jonathan Mardukas
    Jonathan Mardukas is a neurotic yet principled accountant-turned-informant on the run from both the mob and law enforcement in the action-comedy film "Midnight Run."
  • E. Todd Wagner
    Todd Wagner is an American entrepreneur, film producer, and philanthropist best known for co-founding Broadcast.com and later partnering with Mark Cuban on various media and entertainment ventures.
  • 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_69e0c46898008190aa618a4af55bd1ee completed April 16, 2026, 11:13 a.m.
NER Named-entity recognition batch_69ef8a0badd08190ad2ec2b8e46be379 completed April 27, 2026, 4:08 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a15a7a19c8190a38ef90422f7feeb completed May 17, 2026, 7:23 p.m.
NEDg Description generation batch_6a0a16ac5ee881909ede61c149be61fa completed May 17, 2026, 7:27 p.m.
NED2 Entity disambiguation (via description) batch_6a0a17d9a48881908d9858e40d41674c completed May 17, 2026, 7:32 p.m.
Created at: April 16, 2026, 6:37 p.m.