Triple
T7985150
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Azure Event Hubs |
E185666
|
entity |
| Predicate | integratesWith |
P1075
|
FINISHED |
| Object |
Azure Event Grid
Azure Event Grid is a fully managed event routing service in Microsoft Azure that enables reliable, scalable, and reactive event-driven architectures by connecting event sources to event handlers.
|
E705286
|
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: Azure Event Grid | Statement: [Azure Event Hubs, integratesWith, Azure Event Grid]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Azure Event Grid Context triple: [Azure Event Hubs, integratesWith, Azure Event Grid]
-
A.
Azure Event Hubs
Azure Event Hubs is a fully managed, real-time data ingestion and streaming platform on Microsoft Azure designed to handle millions of events per second for analytics and processing.
-
B.
Eventarc
Eventarc is a Google Cloud service that routes events from various sources to Cloud Run and other targets, enabling event-driven architectures.
-
C.
Amazon EventBridge
Amazon EventBridge is a serverless event bus service from AWS that enables applications to connect using events from AWS services, integrated SaaS applications, and custom sources for event-driven architectures.
-
D.
Azure Service Bus
Azure Service Bus is a fully managed enterprise message broker on Microsoft Azure that enables reliable, asynchronous communication between distributed applications and services.
-
E.
CloudEvents
CloudEvents is a standardized, language- and platform-neutral specification for describing event data in a common, interoperable format across services 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: Azure Event Grid Triple: [Azure Event Hubs, integratesWith, Azure Event Grid]
Generated description
Azure Event Grid is a fully managed event routing service in Microsoft Azure that enables reliable, scalable, and reactive event-driven architectures by connecting event sources to event handlers.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Azure Event Grid Target entity description: Azure Event Grid is a fully managed event routing service in Microsoft Azure that enables reliable, scalable, and reactive event-driven architectures by connecting event sources to event handlers.
-
A.
Azure Event Hubs
Azure Event Hubs is a fully managed, real-time data ingestion and streaming platform on Microsoft Azure designed to handle millions of events per second for analytics and processing.
-
B.
Eventarc
Eventarc is a Google Cloud service that routes events from various sources to Cloud Run and other targets, enabling event-driven architectures.
-
C.
Amazon EventBridge
Amazon EventBridge is a serverless event bus service from AWS that enables applications to connect using events from AWS services, integrated SaaS applications, and custom sources for event-driven architectures.
-
D.
Azure Service Bus
Azure Service Bus is a fully managed enterprise message broker on Microsoft Azure that enables reliable, asynchronous communication between distributed applications and services.
-
E.
CloudEvents
CloudEvents is a standardized, language- and platform-neutral specification for describing event data in a common, interoperable format across services 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_69ca829a2cfc819083d591d58ec04075 |
completed | March 30, 2026, 2:03 p.m. |
| NER | Named-entity recognition | batch_69cb3c4a55b881909a96133e56c0dffa |
completed | March 31, 2026, 3:15 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cbe0e0b2748190930c22c6157d1b07 |
completed | March 31, 2026, 2:57 p.m. |
| NEDg | Description generation | batch_69cc46c221848190848c7e017e532a16 |
completed | March 31, 2026, 10:12 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69cc480d2f40819085046a1d0c9d05e0 |
completed | March 31, 2026, 10:17 p.m. |
Created at: March 30, 2026, 5:15 p.m.