Triple

T14439635
Position Surface form Disambiguated ID Type / Status
Subject Spring Framework E358052 entity
Predicate component P35 FINISHED
Object Spring WebFlux
Spring WebFlux is a reactive, non-blocking web framework in the Spring ecosystem designed for building scalable, event-driven web applications and APIs.
E1099361 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 WebFlux | Statement: [Spring Framework, component, Spring WebFlux]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Spring WebFlux
Context triple: [Spring Framework, component, Spring WebFlux]
  • A. Spring Boot
    Spring Boot is a Java-based framework that simplifies building and deploying production-ready Spring applications with minimal configuration.
  • B. Quarkus
    Quarkus is a Kubernetes-native Java framework optimized for fast startup times and low memory usage, designed primarily for building cloud-native and serverless applications.
  • C. Eclipse Vert.x
    Eclipse Vert.x is a high-performance, event-driven application framework for the Java Virtual Machine designed for building reactive, scalable, and polyglot networked applications.
  • D. Akka HTTP
    Akka HTTP is a toolkit for building asynchronous, high-performance HTTP-based services and clients on the JVM, leveraging Akka’s actor and streaming capabilities.
  • E. Play Framework
    Play Framework is a high-velocity, stateless web application framework for Java and Scala that emphasizes developer productivity and reactive, scalable architectures.
  • 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 WebFlux
Triple: [Spring Framework, component, Spring WebFlux]
Generated description
Spring WebFlux is a reactive, non-blocking web framework in the Spring ecosystem designed for building scalable, event-driven web applications and APIs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Spring WebFlux
Target entity description: Spring WebFlux is a reactive, non-blocking web framework in the Spring ecosystem designed for building scalable, event-driven web applications and APIs.
  • A. Spring Boot
    Spring Boot is a Java-based framework that simplifies building and deploying production-ready Spring applications with minimal configuration.
  • B. Quarkus
    Quarkus is a Kubernetes-native Java framework optimized for fast startup times and low memory usage, designed primarily for building cloud-native and serverless applications.
  • C. Eclipse Vert.x
    Eclipse Vert.x is a high-performance, event-driven application framework for the Java Virtual Machine designed for building reactive, scalable, and polyglot networked applications.
  • D. Akka HTTP
    Akka HTTP is a toolkit for building asynchronous, high-performance HTTP-based services and clients on the JVM, leveraging Akka’s actor and streaming capabilities.
  • E. Play Framework
    Play Framework is a high-velocity, stateless web application framework for Java and Scala that emphasizes developer productivity and reactive, scalable architectures.
  • 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.