Triple
T3413910
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | GPCE |
E71962
|
entity |
| Predicate | fullName |
P16
|
FINISHED |
| Object |
Generative Programming: Concepts & Experiences
Generative Programming: Concepts & Experiences is an academic conference focused on research in generative and component-based software development, programming languages, and software engineering techniques.
|
E355612
|
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: Generative Programming: Concepts & Experiences | Statement: [GPCE, fullName, Generative Programming: Concepts & Experiences]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Generative Programming: Concepts & Experiences Context triple: [GPCE, fullName, Generative Programming: Concepts & Experiences]
-
A.
Touch of Class: Learning to Program Well with Objects and Contracts
"Touch of Class: Learning to Program Well with Objects and Contracts" is a computer science textbook by Bertrand Meyer that teaches object-oriented programming and software correctness using the Design by Contract methodology.
-
B.
Types and Programming Languages (research contributions)
Types and Programming Languages (research contributions) refers to Tobias Nipkow’s influential work advancing the theory and mechanization of type systems and programming language semantics, particularly through formal verification and theorem proving.
-
C.
Interactive Software Engineering
Interactive Software Engineering was a software company founded by Bertrand Meyer, best known for developing the Eiffel programming language and promoting object-oriented software engineering methods.
-
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.
Algorithms + Data Structures = Programs
"Algorithms + Data Structures = Programs" is a classic computer science textbook by Niklaus Wirth that systematically teaches how combining appropriate data structures with algorithms leads to effective and efficient programs.
- 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: Generative Programming: Concepts & Experiences Triple: [GPCE, fullName, Generative Programming: Concepts & Experiences]
Generated description
Generative Programming: Concepts & Experiences is an academic conference focused on research in generative and component-based software development, programming languages, and software engineering techniques.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Generative Programming: Concepts & Experiences Target entity description: Generative Programming: Concepts & Experiences is an academic conference focused on research in generative and component-based software development, programming languages, and software engineering techniques.
-
A.
Touch of Class: Learning to Program Well with Objects and Contracts
"Touch of Class: Learning to Program Well with Objects and Contracts" is a computer science textbook by Bertrand Meyer that teaches object-oriented programming and software correctness using the Design by Contract methodology.
-
B.
Types and Programming Languages (research contributions)
Types and Programming Languages (research contributions) refers to Tobias Nipkow’s influential work advancing the theory and mechanization of type systems and programming language semantics, particularly through formal verification and theorem proving.
-
C.
Interactive Software Engineering
Interactive Software Engineering was a software company founded by Bertrand Meyer, best known for developing the Eiffel programming language and promoting object-oriented software engineering methods.
-
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.
Algorithms + Data Structures = Programs
"Algorithms + Data Structures = Programs" is a classic computer science textbook by Niklaus Wirth that systematically teaches how combining appropriate data structures with algorithms leads to effective and efficient programs.
- 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_69ad85ac312481909e7027ced1456a9f |
completed | March 8, 2026, 2:20 p.m. |
| NER | Named-entity recognition | batch_69adb927e8d081908a5ab283da93beb2 |
completed | March 8, 2026, 6 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b34be16dd48190a51f4e13a6a13a4f |
completed | March 12, 2026, 11:27 p.m. |
| NEDg | Description generation | batch_69b34e4972008190af3b84f26b4a3629 |
completed | March 12, 2026, 11:37 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b34fc6c3f88190ba1a08243232df05 |
completed | March 12, 2026, 11:44 p.m. |
Created at: March 8, 2026, 3:15 p.m.