Triple

T23155480
Position Surface form Disambiguated ID Type / Status
Subject Brian Marick E578424 entity
Predicate hasRoleIn P161 FINISHED
Object Agile software development movement — NE NERFINISHED

How this triple was built (2 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: Agile software development movement | Statement: [Brian Marick, hasRoleIn, Agile software development movement]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Agile software development movement
Context triple: [Brian Marick, hasRoleIn, Agile software development movement]
  • A. Agile software development chosen
    Agile software development is an iterative, collaborative approach to creating software that emphasizes flexibility, customer feedback, and continuous improvement.
  • B. Agile Software Development, Principles, Patterns, and Practices
    "Agile Software Development, Principles, Patterns, and Practices" is a foundational software engineering book by Robert C. Martin that explains agile methodologies through object-oriented design principles, design patterns, and best practices for building maintainable code.
  • C. Agile Software Development Ecosystems
    Agile Software Development Ecosystems is a seminal book by Jim Highsmith that explores agile principles, practices, and organizational environments needed to successfully implement agile methodologies at scale.
  • D. Agile Manifesto
    The Agile Manifesto is a foundational document in software development that outlines core values and principles favoring collaboration, adaptability, and customer-focused iterative delivery over rigid processes and extensive documentation.
  • E. Agile project management
    Agile project management is an iterative, flexible approach to planning and executing work that emphasizes collaboration, customer feedback, and rapid adaptation to change.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (2 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_69e245fb8de081908f0eba7b5fd75bc4 completed April 17, 2026, 2:38 p.m.
NER Named-entity recognition batch_69f18efca1f081908ff1c34ba25f40c3 completed April 29, 2026, 4:54 a.m.
Created at: April 17, 2026, 4:01 p.m.