Triple

T6231520
Position Surface form Disambiguated ID Type / Status
Subject Agile Manifesto E139363 entity
Predicate author P4 FINISHED
Object 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.
E582251 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: Alistair Cockburn | Statement: [Agile Manifesto, author, Alistair Cockburn]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Alistair Cockburn
Context triple: [Agile Manifesto, author, Alistair Cockburn]
  • A. Martin Fowler
    Martin Fowler is a prominent software engineer and author known for his influential work on software design, refactoring, and agile methodologies.
  • B. 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.
  • C. Richard P. Gabriel
    Richard P. Gabriel is a computer scientist and writer best known for his work on Lisp, software patterns, and his influential essay "Worse Is Better."
  • D. 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.
  • E. Grady Booch
    Grady Booch is an American software engineer and author best known as a co-developer of the Unified Modeling Language (UML) and a pioneer in object-oriented design.
  • 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: Alistair Cockburn
Triple: [Agile Manifesto, author, Alistair Cockburn]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Alistair Cockburn
Target entity description: 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.
  • A. Martin Fowler
    Martin Fowler is a prominent software engineer and author known for his influential work on software design, refactoring, and agile methodologies.
  • B. 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.
  • C. Richard P. Gabriel
    Richard P. Gabriel is a computer scientist and writer best known for his work on Lisp, software patterns, and his influential essay "Worse Is Better."
  • D. 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.
  • E. Grady Booch
    Grady Booch is an American software engineer and author best known as a co-developer of the Unified Modeling Language (UML) and a pioneer in object-oriented design.
  • 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_69c5190757648190a73575e680a35684 completed March 26, 2026, 11:31 a.m.
NEDg Description generation batch_69c51ceaef308190b58b08aafd94b016 completed March 26, 2026, 11:47 a.m.
NED2 Entity disambiguation (via description) batch_69c583cf8c588190a9c31078704af064 completed March 26, 2026, 7:06 p.m.
Created at: March 22, 2026, 4:22 p.m.