Triple

T7938613
Position Surface form Disambiguated ID Type / Status
Subject Katello E184339 entity
Predicate usesMessageBroker P27590 FINISHED
Object ActiveMQ
ActiveMQ is an open-source message broker written in Java that supports multiple messaging protocols and enables reliable, asynchronous communication between distributed applications.
E699786 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: ActiveMQ | Statement: [Katello, usesMessageBroker, ActiveMQ]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: ActiveMQ
Context triple: [Katello, usesMessageBroker, ActiveMQ]
  • A. JMS
    JMS (Java Message Service) is a Java API specification that enables applications to create, send, receive, and read messages in a loosely coupled, asynchronous, and reliable messaging system.
  • B. AMQP
    AMQP (Advanced Message Queuing Protocol) is an open standard application layer protocol for message-oriented middleware that enables reliable, interoperable messaging between distributed systems.
  • C. Amazon MQ
    Amazon MQ is a managed message broker service that simplifies setting up and operating popular open-source message brokers like Apache ActiveMQ and RabbitMQ in the cloud.
  • D. Apache Kafka
    Apache Kafka is a distributed event streaming platform widely used for building real-time data pipelines and streaming applications.
  • E. IBM MQ
    IBM MQ is an enterprise-grade messaging middleware that enables reliable, secure, and asynchronous communication between distributed applications and systems.
  • 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: ActiveMQ
Triple: [Katello, usesMessageBroker, ActiveMQ]
Generated description
ActiveMQ is an open-source message broker written in Java that supports multiple messaging protocols and enables reliable, asynchronous communication between distributed applications.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: ActiveMQ
Target entity description: ActiveMQ is an open-source message broker written in Java that supports multiple messaging protocols and enables reliable, asynchronous communication between distributed applications.
  • A. JMS
    JMS (Java Message Service) is a Java API specification that enables applications to create, send, receive, and read messages in a loosely coupled, asynchronous, and reliable messaging system.
  • B. AMQP
    AMQP (Advanced Message Queuing Protocol) is an open standard application layer protocol for message-oriented middleware that enables reliable, interoperable messaging between distributed systems.
  • C. Amazon MQ
    Amazon MQ is a managed message broker service that simplifies setting up and operating popular open-source message brokers like Apache ActiveMQ and RabbitMQ in the cloud.
  • D. Apache Kafka
    Apache Kafka is a distributed event streaming platform widely used for building real-time data pipelines and streaming applications.
  • E. IBM MQ
    IBM MQ is an enterprise-grade messaging middleware that enables reliable, secure, and asynchronous communication between distributed applications and systems.
  • 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_69ca8290c21c8190906a5ca6fe2b03c4 completed March 30, 2026, 2:02 p.m.
NER Named-entity recognition batch_69cb3af0a2048190838d1aeda59fda0b completed March 31, 2026, 3:09 a.m.
NED1 Entity disambiguation (via context triple) batch_69cb5c0e868481908748d340244ea8ea completed March 31, 2026, 5:30 a.m.
NEDg Description generation batch_69cb7634f4dc8190b5e537f24bccd651 completed March 31, 2026, 7:22 a.m.
NED2 Entity disambiguation (via description) batch_69cbb67e77a48190b93c6ba61becfac4 completed March 31, 2026, 11:56 a.m.
Created at: March 30, 2026, 5:08 p.m.