Triple
T7666484
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Robert C. Martin |
E173635
|
entity |
| Predicate | hasNotableWork |
P4
|
FINISHED |
| Object |
UML for Java Programmers
UML for Java Programmers is a practical guide that teaches Java developers how to effectively apply Unified Modeling Language (UML) to design and communicate object-oriented software systems.
|
E679171
|
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: UML for Java Programmers | Statement: [Robert C. Martin, hasNotableWork, UML for Java Programmers]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: UML for Java Programmers Context triple: [Robert C. Martin, hasNotableWork, UML for Java Programmers]
-
A.
Unified Modeling Language
Unified Modeling Language (UML) is a standardized visual modeling language used in software engineering to specify, design, and document software systems through diagrams.
-
B.
Booch method
The Booch method is an early object-oriented analysis and design methodology created by Grady Booch that helped shape modern software modeling practices.
-
C.
On to Java (programming book)
"On to Java" is a programming textbook by Patrick Henry Winston that introduces and explains the Java language and object-oriented programming concepts.
-
D.
object-oriented software construction
Object-oriented Software Construction is a foundational book by Bertrand Meyer that systematically presents the principles, methods, and best practices of object-oriented software engineering.
-
E.
Object Modeling Technique
Object Modeling Technique (OMT) is an early object-oriented analysis and design methodology that introduced structured notations for modeling systems, helping lay the groundwork for what became the Unified Modeling Language (UML).
- 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: UML for Java Programmers Triple: [Robert C. Martin, hasNotableWork, UML for Java Programmers]
Generated description
UML for Java Programmers is a practical guide that teaches Java developers how to effectively apply Unified Modeling Language (UML) to design and communicate object-oriented software systems.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: UML for Java Programmers Target entity description: UML for Java Programmers is a practical guide that teaches Java developers how to effectively apply Unified Modeling Language (UML) to design and communicate object-oriented software systems.
-
A.
Unified Modeling Language
Unified Modeling Language (UML) is a standardized visual modeling language used in software engineering to specify, design, and document software systems through diagrams.
-
B.
Booch method
The Booch method is an early object-oriented analysis and design methodology created by Grady Booch that helped shape modern software modeling practices.
-
C.
On to Java (programming book)
"On to Java" is a programming textbook by Patrick Henry Winston that introduces and explains the Java language and object-oriented programming concepts.
-
D.
object-oriented software construction
Object-oriented Software Construction is a foundational book by Bertrand Meyer that systematically presents the principles, methods, and best practices of object-oriented software engineering.
-
E.
Object Modeling Technique
Object Modeling Technique (OMT) is an early object-oriented analysis and design methodology that introduced structured notations for modeling systems, helping lay the groundwork for what became the Unified Modeling Language (UML).
- 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_69c89b260000819088d744ea8dc53cd2 |
completed | March 29, 2026, 3:23 a.m. |
| NEDg | Description generation | batch_69c89c037d188190ace1c5e80a43aba0 |
completed | March 29, 2026, 3:26 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c89c698f2c8190b5d2717835bd1d82 |
completed | March 29, 2026, 3:28 a.m. |
Created at: March 27, 2026, 4 p.m.