Triple
T6231511
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Agile Manifesto |
E139363
|
entity |
| Predicate | influenced |
P9
|
FINISHED |
| Object | Lean software development |
E578418
|
NE FINISHED |
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: Lean software development | Statement: [Agile Manifesto, influenced, Lean software development]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Lean software development Context triple: [Agile Manifesto, influenced, Lean software development]
-
A.
Lean software development
chosen
Lean software development is an agile methodology that focuses on maximizing customer value while minimizing waste through continuous improvement, fast feedback, and streamlined workflows.
-
B.
Lean
Lean is a surname most famously associated with British film director David Lean, renowned for epic classics like "Lawrence of Arabia" and "Doctor Zhivago."
-
C.
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.
-
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 (3 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_69c243f785dc819084d2a11151d84227 |
completed | March 24, 2026, 7:57 a.m. |
Created at: March 22, 2026, 4:22 p.m.