Triple
T23155449
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Jim Highsmith |
E578423
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Agile Project Management: Creating Innovative Products
"Agile Project Management: Creating Innovative Products" is a influential book by Jim Highsmith that outlines adaptive, iterative approaches to managing projects and delivering innovative products in fast-changing environments.
|
E1574287
|
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: Creating Innovative Products | Statement: [Jim Highsmith, notableWork, Agile Project Management: Creating Innovative Products]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Agile Project Management: Creating Innovative Products Context triple: [Jim Highsmith, notableWork, Agile Project Management: Creating Innovative Products]
-
A.
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.
-
B.
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.
-
C.
Clean Agile: Back to Basics
Clean Agile: Back to Basics is a book by Robert C. Martin that revisits and clarifies the core principles and practices of Agile software development.
-
D.
Agile software development
Agile software development is an iterative, collaborative approach to creating software that emphasizes flexibility, customer feedback, and continuous improvement.
-
E.
The Business of Innovation
The Business of Innovation is a television program hosted by financial journalist Maria Bartiromo that explores how companies and leaders drive creativity, technology, and competitive advantage in the modern economy.
- 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: Creating Innovative Products Triple: [Jim Highsmith, notableWork, Agile Project Management: Creating Innovative Products]
Generated description
"Agile Project Management: Creating Innovative Products" is a influential book by Jim Highsmith that outlines adaptive, iterative approaches to managing projects and delivering innovative products in fast-changing environments.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Agile Project Management: Creating Innovative Products Target entity description: "Agile Project Management: Creating Innovative Products" is a influential book by Jim Highsmith that outlines adaptive, iterative approaches to managing projects and delivering innovative products in fast-changing environments.
-
A.
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.
-
B.
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.
-
C.
Clean Agile: Back to Basics
Clean Agile: Back to Basics is a book by Robert C. Martin that revisits and clarifies the core principles and practices of Agile software development.
-
D.
Agile software development
Agile software development is an iterative, collaborative approach to creating software that emphasizes flexibility, customer feedback, and continuous improvement.
-
E.
The Business of Innovation
The Business of Innovation is a television program hosted by financial journalist Maria Bartiromo that explores how companies and leaders drive creativity, technology, and competitive advantage in the modern economy.
- 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_69e245fb8de081908f0eba7b5fd75bc4 |
completed | April 17, 2026, 2:38 p.m. |
| NER | Named-entity recognition | batch_69f18efca1f081908ff1c34ba25f40c3 |
completed | April 29, 2026, 4:54 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0c309c3da48190b07c64b10fda58ff |
completed | May 19, 2026, 9:42 a.m. |
| NEDg | Description generation | batch_6a0c31dd458c8190b8e98870dd5e19c5 |
completed | May 19, 2026, 9:48 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0c325f5c248190b35e2c88b384ac31 |
completed | May 19, 2026, 9:50 a.m. |
Created at: April 17, 2026, 4:01 p.m.