Triple

T14439632
Position Surface form Disambiguated ID Type / Status
Subject Spring Framework E358052 entity
Predicate component P35 FINISHED
Object Spring Data Access
Spring Data Access is a module of the Spring Framework that simplifies and standardizes interaction with relational and non-relational data stores through a consistent, high-level programming model.
E486216 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 Access | Statement: [Spring Framework, component, Spring Data Access]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Spring Data Access
Context triple: [Spring Framework, component, Spring Data Access]
  • A. 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.
  • 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. Spring Boot
    Spring Boot is a Java-based framework that simplifies building and deploying production-ready Spring applications with minimal configuration.
  • D. Java Persistence API
    Java Persistence API is a Java specification that standardizes object-relational mapping and data persistence for Java applications, enabling developers to manage relational data using plain Java objects.
  • E. Hibernate
    Hibernate is a widely used Java-based object-relational mapping (ORM) framework that simplifies database access by mapping Java objects to relational tables and handling persistence logic.
  • 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 Access
Triple: [Spring Framework, component, Spring Data Access]
Generated description
Spring Data Access is a module of the Spring Framework that simplifies and standardizes interaction with relational and non-relational data stores through a consistent, high-level programming model.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Spring Data Access
Target entity description: Spring Data Access is a module of the Spring Framework that simplifies and standardizes interaction with relational and non-relational data stores through a consistent, high-level programming model.
  • A. 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.
  • B. Spring Framework chosen
    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. Spring Boot
    Spring Boot is a Java-based framework that simplifies building and deploying production-ready Spring applications with minimal configuration.
  • D. Java Persistence API
    Java Persistence API is a Java specification that standardizes object-relational mapping and data persistence for Java applications, enabling developers to manage relational data using plain Java objects.
  • E. Hibernate
    Hibernate is a widely used Java-based object-relational mapping (ORM) framework that simplifies database access by mapping Java objects to relational tables and handling persistence logic.
  • F. None of above.

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.