Triple

T6231533
Position Surface form Disambiguated ID Type / Status
Subject Agile Manifesto E139363 entity
Predicate author P4 FINISHED
Object Dave Thomas
Dave Thomas is a prominent software developer and author best known as a co-author of "The Pragmatic Programmer" and an original signatory of the Agile Manifesto.
E578426 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: Dave Thomas | Statement: [Agile Manifesto, author, Dave Thomas]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dave Thomas
Context triple: [Agile Manifesto, author, Dave Thomas]
  • A. S. Truett Cathy
    S. Truett Cathy was an American entrepreneur and devout Southern Baptist best known as the founder of the Chick-fil-A fast-food restaurant chain, which he built around Christian principles and a focus on customer service.
  • B. William Lundigan
    William Lundigan was an American film and television actor active from the 1930s through the 1960s, known for roles in dramas, war films, and early TV series.
  • C. Ray Kroc
    Ray Kroc was an American businessman best known for turning McDonald's into a global fast-food empire through aggressive franchising and standardization.
  • D. Bob Evans
    Bob Evans is an American restaurateur and founder of the Bob Evans restaurant chain and food products brand.
  • E. James Ritz
    James Ritz is a screenwriter best known for co-writing the 1977 action-comedy film "Grand Theft Auto," one of Ron Howard’s early directing projects.
  • 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: Dave Thomas
Triple: [Agile Manifesto, author, Dave Thomas]
Generated description
Dave Thomas is a prominent software developer and author best known as a co-author of "The Pragmatic Programmer" and an original signatory of the Agile Manifesto.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dave Thomas
Target entity description: Dave Thomas is a prominent software developer and author best known as a co-author of "The Pragmatic Programmer" and an original signatory of the Agile Manifesto.
  • A. S. Truett Cathy
    S. Truett Cathy was an American entrepreneur and devout Southern Baptist best known as the founder of the Chick-fil-A fast-food restaurant chain, which he built around Christian principles and a focus on customer service.
  • B. William Lundigan
    William Lundigan was an American film and television actor active from the 1930s through the 1960s, known for roles in dramas, war films, and early TV series.
  • C. Ray Kroc
    Ray Kroc was an American businessman best known for turning McDonald's into a global fast-food empire through aggressive franchising and standardization.
  • D. Bob Evans
    Bob Evans is an American restaurateur and founder of the Bob Evans restaurant chain and food products brand.
  • E. James Ritz
    James Ritz is a screenwriter best known for co-writing the 1977 action-comedy film "Grand Theft Auto," one of Ron Howard’s early directing projects.
  • 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_69c20defd338819099a23d00107c4edd completed March 24, 2026, 4:07 a.m.
NEDg Description generation batch_69c211c3c60c8190bd5e4f002c1569e0 completed March 24, 2026, 4:23 a.m.
NED2 Entity disambiguation (via description) batch_69c214b9b83881909da9fedc7ce60f39 completed March 24, 2026, 4:36 a.m.
Created at: March 22, 2026, 4:22 p.m.