Triple
T6231512
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Agile Manifesto |
E139363
|
entity |
| Predicate | influenced |
P9
|
FINISHED |
| Object |
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.
|
E578420
|
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: Agile project management | Statement: [Agile Manifesto, influenced, Agile project management]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Agile project management Context triple: [Agile Manifesto, influenced, Agile project management]
-
A.
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.
-
B.
Extreme Programming (XP)
Extreme Programming (XP) is an agile software development methodology that emphasizes frequent releases, close customer collaboration, continuous testing, and the flexibility to adapt to changing requirements.
-
C.
Team Software Process
Team Software Process is a structured software development methodology designed to help teams plan, track, and improve their engineering practices for higher quality and productivity.
-
D.
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.
-
E.
Getting Things Done methodology
The Getting Things Done methodology is a popular productivity system created by David Allen that focuses on capturing, clarifying, organizing, reviewing, and doing tasks to reduce stress and increase efficiency.
- 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: Agile project management Triple: [Agile Manifesto, influenced, Agile project management]
Generated description
Agile project management is an iterative, flexible approach to planning and executing work that emphasizes collaboration, customer feedback, and rapid adaptation to change.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Agile project management Target entity description: Agile project management is an iterative, flexible approach to planning and executing work that emphasizes collaboration, customer feedback, and rapid adaptation to change.
-
A.
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.
-
B.
Extreme Programming (XP)
Extreme Programming (XP) is an agile software development methodology that emphasizes frequent releases, close customer collaboration, continuous testing, and the flexibility to adapt to changing requirements.
-
C.
Team Software Process
Team Software Process is a structured software development methodology designed to help teams plan, track, and improve their engineering practices for higher quality and productivity.
-
D.
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.
-
E.
Getting Things Done methodology
The Getting Things Done methodology is a popular productivity system created by David Allen that focuses on capturing, clarifying, organizing, reviewing, and doing tasks to reduce stress and increase efficiency.
- 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.