Triple
T7666326
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Effective software development series |
E173631
|
entity |
| Predicate | hasPart |
P35
|
FINISHED |
| Object |
Effective Java (as a conceptually related title, not authored by Scott Meyers)
Effective Java is a widely respected programming book by Joshua Bloch that presents best practices and design patterns for writing robust, maintainable Java code.
|
E679900
|
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 Java (as a conceptually related title, not authored by Scott Meyers) | Statement: [Effective software development series, hasPart, Effective Java (as a conceptually related title, not authored by Scott Meyers)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Effective Java (as a conceptually related title, not authored by Scott Meyers) Context triple: [Effective software development series, hasPart, Effective Java (as a conceptually related title, not authored by Scott Meyers)]
-
A.
Effective C++
Effective C++ is a widely respected programming book by Scott Meyers that presents practical guidelines and best practices for writing robust, efficient C++ code.
-
B.
Exceptional C++ Style
Exceptional C++ Style is a programming book by Herb Sutter that focuses on advanced C++ design, idioms, and best practices for writing high-quality, modern C++ code.
-
C.
Exceptional C++
Exceptional C++ is a widely respected C++ programming book by Herb Sutter that presents challenging problems and in-depth explanations to teach advanced language features and best practices.
-
D.
The Elements of Programming Style
The Elements of Programming Style is a classic software engineering book that promotes clear, concise, and readable code through practical examples and principles.
-
E.
Design Patterns: Elements of Reusable Object-Oriented Software
Design Patterns: Elements of Reusable Object-Oriented Software is a seminal software engineering book by the "Gang of Four" that catalogues foundational object-oriented design patterns widely used in software development.
- 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 Java (as a conceptually related title, not authored by Scott Meyers) Triple: [Effective software development series, hasPart, Effective Java (as a conceptually related title, not authored by Scott Meyers)]
Generated description
Effective Java is a widely respected programming book by Joshua Bloch that presents best practices and design patterns for writing robust, maintainable Java code.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Effective Java (as a conceptually related title, not authored by Scott Meyers) Target entity description: Effective Java is a widely respected programming book by Joshua Bloch that presents best practices and design patterns for writing robust, maintainable Java code.
-
A.
Effective C++
Effective C++ is a widely respected programming book by Scott Meyers that presents practical guidelines and best practices for writing robust, efficient C++ code.
-
B.
Exceptional C++ Style
Exceptional C++ Style is a programming book by Herb Sutter that focuses on advanced C++ design, idioms, and best practices for writing high-quality, modern C++ code.
-
C.
Exceptional C++
Exceptional C++ is a widely respected C++ programming book by Herb Sutter that presents challenging problems and in-depth explanations to teach advanced language features and best practices.
-
D.
The Elements of Programming Style
The Elements of Programming Style is a classic software engineering book that promotes clear, concise, and readable code through practical examples and principles.
-
E.
Design Patterns: Elements of Reusable Object-Oriented Software
Design Patterns: Elements of Reusable Object-Oriented Software is a seminal software engineering book by the "Gang of Four" that catalogues foundational object-oriented design patterns widely used in software development.
- 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_69c699562484819086752091e3164a27 |
completed | March 27, 2026, 2:51 p.m. |
| NER | Named-entity recognition | batch_69c701c1383c8190ab5bf803bd6211a9 |
completed | March 27, 2026, 10:16 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c89b1fdccc8190a69b4745dc3b2347 |
completed | March 29, 2026, 3:23 a.m. |
| NEDg | Description generation | batch_69c89d513af88190b453bf3bf1adcbfb |
completed | March 29, 2026, 3:32 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c89ddd81a88190924d41529e94b06b |
completed | March 29, 2026, 3:34 a.m. |
Created at: March 27, 2026, 4 p.m.