Triple
T6231531
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Agile Manifesto |
E139363
|
entity |
| Predicate | author |
P4
|
FINISHED |
| Object |
Ken Schwaber
Ken Schwaber is a software development expert best known as a co-creator of Scrum and a key figure in the Agile software movement.
|
E578425
|
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: Ken Schwaber | Statement: [Agile Manifesto, author, Ken Schwaber]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ken Schwaber Context triple: [Agile Manifesto, author, Ken Schwaber]
-
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.
Andrew Hunt
Andrew Hunt is a prominent software developer and author best known for co-writing the influential book "The Pragmatic Programmer."
-
C.
Ward Cunningham
Ward Cunningham is an American computer programmer best known for creating the first wiki and contributing significantly to agile software development practices.
-
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.
Alex Heineman
Alex Heineman is a film producer known for his work on the historical thriller "Operation Finale" and other feature films.
- 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: Ken Schwaber Triple: [Agile Manifesto, author, Ken Schwaber]
Generated description
Ken Schwaber is a software development expert best known as a co-creator of Scrum and a key figure in the Agile software movement.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ken Schwaber Target entity description: Ken Schwaber is a software development expert best known as a co-creator of Scrum and a key figure in the Agile software movement.
-
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.
Andrew Hunt
Andrew Hunt is a prominent software developer and author best known for co-writing the influential book "The Pragmatic Programmer."
-
C.
Ward Cunningham
Ward Cunningham is an American computer programmer best known for creating the first wiki and contributing significantly to agile software development practices.
-
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.
Alex Heineman
Alex Heineman is a film producer known for his work on the historical thriller "Operation Finale" and other feature films.
- 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.