Triple

T7665719
Position Surface form Disambiguated ID Type / Status
Subject Observer E173618 entity
Predicate alternativeName P39 FINISHED
Object Publish–Subscribe pattern
The Publish–Subscribe pattern is a messaging design pattern in which senders (publishers) broadcast messages without knowledge of specific receivers, and subscribers receive only the messages they have expressed interest in.
 E679878 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: Publish–Subscribe pattern | Statement: [Observer, alternativeName, Publish–Subscribe pattern]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Publish–Subscribe pattern
Context triple: [Observer, alternativeName, Publish–Subscribe pattern]
  • A. Pub/Sub Lite
    Pub/Sub Lite is a lower-cost, high-throughput messaging service on Google Cloud designed for streaming data workloads that can tolerate more operational management compared to standard Pub/Sub.
  • B. Google Cloud Pub/Sub
    Google Cloud Pub/Sub is a fully managed real-time messaging service that enables asynchronous, scalable communication between independent applications and services.
  • C. 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.
  • D. CSP (Communicating Sequential Processes)
    CSP (Communicating Sequential Processes) is a formal model for describing and analyzing concurrent systems based on independent processes that interact solely through message-passing communication.
  • E. MQTT
    MQTT is a lightweight, publish-subscribe messaging protocol commonly used for reliable communication in IoT and constrained network environments.
  • 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: Publish–Subscribe pattern
Triple: [Observer, alternativeName, Publish–Subscribe pattern]
Generated description
The Publish–Subscribe pattern is a messaging design pattern in which senders (publishers) broadcast messages without knowledge of specific receivers, and subscribers receive only the messages they have expressed interest in.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Publish–Subscribe pattern
Target entity description: The Publish–Subscribe pattern is a messaging design pattern in which senders (publishers) broadcast messages without knowledge of specific receivers, and subscribers receive only the messages they have expressed interest in.
  • A. Pub/Sub Lite
    Pub/Sub Lite is a lower-cost, high-throughput messaging service on Google Cloud designed for streaming data workloads that can tolerate more operational management compared to standard Pub/Sub.
  • B. Google Cloud Pub/Sub
    Google Cloud Pub/Sub is a fully managed real-time messaging service that enables asynchronous, scalable communication between independent applications and services.
  • C. 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.
  • D. CSP (Communicating Sequential Processes)
    CSP (Communicating Sequential Processes) is a formal model for describing and analyzing concurrent systems based on independent processes that interact solely through message-passing communication.
  • E. MQTT
    MQTT is a lightweight, publish-subscribe messaging protocol commonly used for reliable communication in IoT and constrained network environments.
  • 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_69c699562484819086752091e3164a27 completed March 27, 2026, 2:51 p.m.
NER Named-entity recognition batch_69c701bfb67c81908b416802eaf0faac completed March 27, 2026, 10:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69c89b1fdccc8190a69b4745dc3b2347 completed March 29, 2026, 3:23 a.m.
NEDg Description generation batch_69c89d513af88190b453bf3bf1adcbfb completed March 29, 2026, 3:32 a.m.
NED2 Entity disambiguation (via description) batch_69c89ddd81a88190924d41529e94b06b completed March 29, 2026, 3:34 a.m.
Created at: March 27, 2026, 4 p.m.