Triple

T6231109
Position Surface form Disambiguated ID Type / Status
Subject Cunningham E139353 entity
Predicate hasNotableBearer P458 FINISHED
Object Keith Cunningham
Keith Cunningham is a business mentor, author, and speaker known for his expertise in financial literacy, strategic thinking, and entrepreneurial leadership.
 E592207 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: Keith Cunningham | Statement: [Cunningham, hasNotableBearer, Keith Cunningham]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Keith Cunningham
Context triple: [Cunningham, hasNotableBearer, Keith Cunningham]
  • A. Darin Cunningham
    Darin Cunningham is an electronic music producer and DJ best known for his experimental work under the moniker Actress.
  • B. Kevin Cossom
    Kevin Cossom is an American singer, songwriter, and record producer known for his R&B and hip-hop collaborations and songwriting for major artists.
  • C. Ben Cafferty
    Ben Cafferty is a cynical, sharp-tongued political operative and senior adviser to Selina Meyer on the television series "Veep."
  • D. Ian Crafford
    Ian Crafford is a film editor best known for his work on the James Bond movie "Never Say Never Again."
  • E. Eric McLeod
    Eric McLeod is a film producer known for his work on major Hollywood action and genre movies, including the monster crossover blockbuster "Godzilla vs. Kong."
  • 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: Keith Cunningham
Triple: [Cunningham, hasNotableBearer, Keith Cunningham]
Generated description
Keith Cunningham is a business mentor, author, and speaker known for his expertise in financial literacy, strategic thinking, and entrepreneurial leadership.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Keith Cunningham
Target entity description: Keith Cunningham is a business mentor, author, and speaker known for his expertise in financial literacy, strategic thinking, and entrepreneurial leadership.
  • A. Darin Cunningham
    Darin Cunningham is an electronic music producer and DJ best known for his experimental work under the moniker Actress.
  • B. Kevin Cossom
    Kevin Cossom is an American singer, songwriter, and record producer known for his R&B and hip-hop collaborations and songwriting for major artists.
  • C. Ben Cafferty
    Ben Cafferty is a cynical, sharp-tongued political operative and senior adviser to Selina Meyer on the television series "Veep."
  • D. Ian Crafford
    Ian Crafford is a film editor best known for his work on the James Bond movie "Never Say Never Again."
  • E. Eric McLeod
    Eric McLeod is a film producer known for his work on major Hollywood action and genre movies, including the monster crossover blockbuster "Godzilla vs. Kong."
  • 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_69c008afd3148190b71e9eaa60420dd1 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c062ec5be4819084d6df2e8dd2a542 completed March 22, 2026, 9:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69c640a59c70819093a67d1a16fcef8b completed March 27, 2026, 8:32 a.m.
NEDg Description generation batch_69c642d95c1481909c0bececbcef2929 completed March 27, 2026, 8:42 a.m.
NED2 Entity disambiguation (via description) batch_69c643579a388190a2b07669539bd9b7 completed March 27, 2026, 8:44 a.m.
Created at: March 22, 2026, 4:22 p.m.