Triple
T1531573
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Effective C++ |
E32453
|
entity |
| Predicate | partOfSeries |
P1761
|
FINISHED |
| Object |
Effective software development series
Effective software development series is a collection of programming and software engineering books by Scott Meyers that provide practical guidelines and best practices for writing high-quality code.
|
E173631
|
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: Effective software development series | Statement: [Effective C++, partOfSeries, Effective software development series]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Effective software development series Context triple: [Effective C++, partOfSeries, Effective software development series]
-
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.
Clean Code: A Handbook of Agile Software Craftsmanship
Clean Code: A Handbook of Agile Software Craftsmanship is a highly influential software engineering book by Robert C. Martin that teaches principles and practices for writing readable, maintainable, and high-quality code.
-
C.
The Pragmatic Programmer
The Pragmatic Programmer is a highly influential software development book that offers practical advice, best practices, and philosophical guidance for writing maintainable, high-quality code and growing as a professional programmer.
-
D.
Working Effectively with Legacy Code
Working Effectively with Legacy Code is a widely respected software engineering book by Michael Feathers that teaches practical techniques for understanding, testing, and safely modifying existing codebases.
-
E.
Master of Software Engineering – Scalable Systems
The Master of Software Engineering – Scalable Systems is a specialized graduate program at Carnegie Mellon University focused on designing, building, and managing large-scale, high-performance software systems.
- 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: Effective software development series Triple: [Effective C++, partOfSeries, Effective software development series]
Generated description
Effective software development series is a collection of programming and software engineering books by Scott Meyers that provide practical guidelines and best practices for writing high-quality code.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Effective software development series Target entity description: Effective software development series is a collection of programming and software engineering books by Scott Meyers that provide practical guidelines and best practices for writing high-quality code.
-
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.
Clean Code: A Handbook of Agile Software Craftsmanship
Clean Code: A Handbook of Agile Software Craftsmanship is a highly influential software engineering book by Robert C. Martin that teaches principles and practices for writing readable, maintainable, and high-quality code.
-
C.
The Pragmatic Programmer
The Pragmatic Programmer is a highly influential software development book that offers practical advice, best practices, and philosophical guidance for writing maintainable, high-quality code and growing as a professional programmer.
-
D.
Working Effectively with Legacy Code
Working Effectively with Legacy Code is a widely respected software engineering book by Michael Feathers that teaches practical techniques for understanding, testing, and safely modifying existing codebases.
-
E.
Master of Software Engineering – Scalable Systems
The Master of Software Engineering – Scalable Systems is a specialized graduate program at Carnegie Mellon University focused on designing, building, and managing large-scale, high-performance software systems.
- 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_69a885ea86308190998f6bc14bb91f8e |
completed | March 4, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69a90816b5e88190aa92a8558e35744b |
completed | March 5, 2026, 4:35 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ad2957e6e4819087504a16bc32d60b |
completed | March 8, 2026, 7:46 a.m. |
| NEDg | Description generation | batch_69ad2a18a79c81908f04ba9aa55d52a0 |
completed | March 8, 2026, 7:49 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad2a8deae8819095731fdd1b4bd310 |
completed | March 8, 2026, 7:51 a.m. |
Created at: March 4, 2026, 7:26 p.m.