Triple
T14439638
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Spring Framework |
E358052
|
entity |
| Predicate | relatedProject |
P2830
|
FINISHED |
| Object |
Spring Data
Spring Data is a Spring ecosystem project that simplifies data access by providing consistent, high-level abstractions and repository support for a wide range of databases and persistence technologies.
|
E1101622
|
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 Data | Statement: [Spring Framework, relatedProject, Spring Data]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Spring Data Context triple: [Spring Framework, relatedProject, Spring Data]
-
A.
spring-boot-starter-data-jpa
spring-boot-starter-data-jpa is a Spring Boot starter dependency that simplifies integrating Spring Data JPA and Hibernate for database access in Java applications.
-
B.
Spring Boot
Spring Boot is a Java-based framework that simplifies building and deploying production-ready Spring applications with minimal configuration.
-
C.
Jhiben Hot Spring
Jhiben Hot Spring is a popular hot spring resort area in southeastern Taiwan known for its natural thermal waters, scenic mountain surroundings, and spa facilities.
-
D.
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.
-
E.
Spring Transaction Management
Spring Transaction Management is a core feature of the Spring Framework that provides a consistent, declarative programming model for managing database and other transactional resources across various underlying transaction APIs.
- 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 Data Triple: [Spring Framework, relatedProject, Spring Data]
Generated description
Spring Data is a Spring ecosystem project that simplifies data access by providing consistent, high-level abstractions and repository support for a wide range of databases and persistence technologies.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Spring Data Target entity description: Spring Data is a Spring ecosystem project that simplifies data access by providing consistent, high-level abstractions and repository support for a wide range of databases and persistence technologies.
-
A.
spring-boot-starter-data-jpa
spring-boot-starter-data-jpa is a Spring Boot starter dependency that simplifies integrating Spring Data JPA and Hibernate for database access in Java applications.
-
B.
Spring Boot
Spring Boot is a Java-based framework that simplifies building and deploying production-ready Spring applications with minimal configuration.
-
C.
Jhiben Hot Spring
Jhiben Hot Spring is a popular hot spring resort area in southeastern Taiwan known for its natural thermal waters, scenic mountain surroundings, and spa facilities.
-
D.
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.
-
E.
Spring Transaction Management
Spring Transaction Management is a core feature of the Spring Framework that provides a consistent, declarative programming model for managing database and other transactional resources across various underlying transaction APIs.
- 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_69fd648d8904819084d720a0fd2ddb4b |
completed | May 8, 2026, 4:20 a.m. |
| NEDg | Description generation | batch_69fd69a2ff888190a46761a10d9aaf25 |
completed | May 8, 2026, 4:42 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fd69f5fc888190aea304dc59e8f725 |
completed | May 8, 2026, 4:43 a.m. |
Created at: April 10, 2026, 1:18 a.m.