Triple

T6231526
Position Surface form Disambiguated ID Type / Status
Subject Agile Manifesto E139363 entity
Predicate author P4 FINISHED
Object Ron Jeffries
Ron Jeffries is a prominent software developer and consultant best known as one of the original creators of Extreme Programming (XP) and an influential advocate of agile software development practices.
E586067 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: Ron Jeffries | Statement: [Agile Manifesto, author, Ron Jeffries]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ron Jeffries
Context triple: [Agile Manifesto, author, Ron Jeffries]
  • A. Alistair Cockburn
    Alistair Cockburn is a software development expert and one of the original signatories of the Agile Manifesto, known for his work on agile methodologies and use-case driven development.
  • B. Martin Fowler
    Martin Fowler is a prominent software engineer and author known for his influential work on software design, refactoring, and agile methodologies.
  • C. Robert C. Martin
    Robert C. Martin, often known as "Uncle Bob," is a prominent software engineer, author, and speaker recognized for his influential work on agile development principles and software craftsmanship.
  • D. Ward Cunningham
    Ward Cunningham is an American computer programmer best known for creating the first wiki and contributing significantly to agile software development practices.
  • E. Michael Feathers
    Michael Feathers is a software engineer, consultant, and author known for his influential work on legacy code, refactoring, and improving software design and maintainability.
  • 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: Ron Jeffries
Triple: [Agile Manifesto, author, Ron Jeffries]
Generated description
Ron Jeffries is a prominent software developer and consultant best known as one of the original creators of Extreme Programming (XP) and an influential advocate of agile software development practices.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ron Jeffries
Target entity description: Ron Jeffries is a prominent software developer and consultant best known as one of the original creators of Extreme Programming (XP) and an influential advocate of agile software development practices.
  • A. Alistair Cockburn
    Alistair Cockburn is a software development expert and one of the original signatories of the Agile Manifesto, known for his work on agile methodologies and use-case driven development.
  • B. Martin Fowler
    Martin Fowler is a prominent software engineer and author known for his influential work on software design, refactoring, and agile methodologies.
  • C. Robert C. Martin
    Robert C. Martin, often known as "Uncle Bob," is a prominent software engineer, author, and speaker recognized for his influential work on agile development principles and software craftsmanship.
  • D. Ward Cunningham
    Ward Cunningham is an American computer programmer best known for creating the first wiki and contributing significantly to agile software development practices.
  • E. Michael Feathers
    Michael Feathers is a software engineer, consultant, and author known for his influential work on legacy code, refactoring, and improving software design and maintainability.
  • 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_69c603e5b3d48190b156be02008a8c12 completed March 27, 2026, 4:13 a.m.
NEDg Description generation batch_69c604e6b9048190acc87e0029973d60 completed March 27, 2026, 4:17 a.m.
NED2 Entity disambiguation (via description) batch_69c605c0db308190960370a81ff8123b completed March 27, 2026, 4:21 a.m.
Created at: March 22, 2026, 4:22 p.m.