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.