Triple

T14439633
Position Surface form Disambiguated ID Type / Status
Subject Spring Framework E358052 entity
Predicate component P35 FINISHED
Object 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.
 E1099360 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 Transaction Management | Statement: [Spring Framework, component, Spring Transaction Management]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Spring Transaction Management
Context triple: [Spring Framework, component, Spring Transaction Management]
  • A. Java Transaction API
    Java Transaction API is a Java specification that provides a standard interface for managing distributed transactions across multiple resources in enterprise applications.
  • B. Jakarta Transactions
    Jakarta Transactions is the Jakarta EE specification that defines a standard API and infrastructure for managing distributed transactions in Java enterprise applications.
  • C. javax.transaction.Transaction
    javax.transaction.Transaction is a core Java interface representing a transactional context, providing operations to control and manage distributed transactions in the Java Transaction API (JTA).
  • D. EntityTransaction
    EntityTransaction is a Java Persistence API interface that manages the boundaries and lifecycle of resource-local transactions for entity managers.
  • E. 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.
  • 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 Transaction Management
Triple: [Spring Framework, component, Spring Transaction Management]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Spring Transaction Management
Target entity description: 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.
  • A. Java Transaction API
    Java Transaction API is a Java specification that provides a standard interface for managing distributed transactions across multiple resources in enterprise applications.
  • B. Jakarta Transactions
    Jakarta Transactions is the Jakarta EE specification that defines a standard API and infrastructure for managing distributed transactions in Java enterprise applications.
  • C. javax.transaction.Transaction
    javax.transaction.Transaction is a core Java interface representing a transactional context, providing operations to control and manage distributed transactions in the Java Transaction API (JTA).
  • D. EntityTransaction
    EntityTransaction is a Java Persistence API interface that manages the boundaries and lifecycle of resource-local transactions for entity managers.
  • E. 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.
  • 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.