Triple
T14439631
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Spring Framework |
E358052
|
entity |
| Predicate | component |
P35
|
FINISHED |
| Object |
Spring AOP
Spring AOP is the aspect-oriented programming module of the Spring Framework that enables cross-cutting concerns like logging, security, and transactions to be modularized and applied declaratively.
|
E1099359
|
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: Spring AOP | Statement: [Spring Framework, component, Spring AOP]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Spring AOP Context triple: [Spring Framework, component, Spring AOP]
-
A.
AOP
AOP (Appellation d’Origine Protégée) is a European quality label that guarantees agricultural and food products are produced, processed, and prepared in a specific geographical area using recognized local know-how.
-
B.
Spring Framework
Spring Framework is a widely used open-source Java application framework that provides comprehensive infrastructure support for building enterprise-grade, modular, and testable applications.
-
C.
Inversion of Control
Inversion of Control is a software design principle where the flow of control is delegated from custom code to a framework or container, enabling more modular, testable, and loosely coupled systems.
-
D.
Spring Boot
Spring Boot is a Java-based framework that simplifies building and deploying production-ready Spring applications with minimal configuration.
-
E.
OSGi
OSGi is a modular system and service platform for Java that enables dynamic deployment, versioning, and management of components in long-running applications.
- 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: Spring AOP Triple: [Spring Framework, component, Spring AOP]
Generated description
Spring AOP is the aspect-oriented programming module of the Spring Framework that enables cross-cutting concerns like logging, security, and transactions to be modularized and applied declaratively.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Spring AOP Target entity description: Spring AOP is the aspect-oriented programming module of the Spring Framework that enables cross-cutting concerns like logging, security, and transactions to be modularized and applied declaratively.
-
A.
AOP
AOP (Appellation d’Origine Protégée) is a European quality label that guarantees agricultural and food products are produced, processed, and prepared in a specific geographical area using recognized local know-how.
-
B.
Spring Framework
Spring Framework is a widely used open-source Java application framework that provides comprehensive infrastructure support for building enterprise-grade, modular, and testable applications.
-
C.
Inversion of Control
Inversion of Control is a software design principle where the flow of control is delegated from custom code to a framework or container, enabling more modular, testable, and loosely coupled systems.
-
D.
Spring Boot
Spring Boot is a Java-based framework that simplifies building and deploying production-ready Spring applications with minimal configuration.
-
E.
OSGi
OSGi is a modular system and service platform for Java that enables dynamic deployment, versioning, and management of components in long-running applications.
- 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_69d8279402a88190821ffa39ae15bccf |
completed | April 9, 2026, 10:26 p.m. |
| NER | Named-entity recognition | batch_69de914c1398819090fa2a74d257ba3e |
completed | April 14, 2026, 7:11 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fd5bd7f46881908df1a1cea7b6af9b |
completed | May 8, 2026, 3:43 a.m. |
| NEDg | Description generation | batch_69fd5d585cc08190908bc5f9b8abdb82 |
completed | May 8, 2026, 3:49 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fd5e0bbd6c8190b14039b3335692c7 |
completed | May 8, 2026, 3:52 a.m. |
Created at: April 10, 2026, 1:18 a.m.