Triple
T9899267
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Azure Cognitive Services |
E182244
|
entity |
| Predicate | includesService |
P1393
|
FINISHED |
| Object |
QnA Maker
QnA Maker is a cloud-based Azure Cognitive Service that lets developers build, train, and deploy question-answering knowledge bases from FAQs and other content using natural language processing.
|
E828316
|
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: QnA Maker | Statement: [Azure Cognitive Services, includesService, QnA Maker]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: QnA Maker Context triple: [Azure Cognitive Services, includesService, QnA Maker]
-
A.
Power Virtual Agents
Power Virtual Agents is a Microsoft low-code platform service for building and deploying AI-powered chatbots that can interact with users across websites, apps, and messaging channels.
-
B.
Dialogflow
Dialogflow is a Google Cloud service for building conversational interfaces, such as chatbots and voice apps, that understand natural language.
-
C.
Meta AI assistant
Meta AI assistant is an artificial intelligence–powered virtual assistant created by Meta to help users with tasks like answering questions, generating content, and interacting across Meta’s platforms.
-
D.
Libera Chat
Libera Chat is a prominent free and open-source–focused IRC network that hosts real-time discussion channels for numerous software projects and online communities.
-
E.
OpenAI Chat Completions API
The OpenAI Chat Completions API is a cloud-based interface that lets developers integrate advanced conversational AI models into their applications for tasks like dialogue, assistance, and content generation.
- 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: QnA Maker Triple: [Azure Cognitive Services, includesService, QnA Maker]
Generated description
QnA Maker is a cloud-based Azure Cognitive Service that lets developers build, train, and deploy question-answering knowledge bases from FAQs and other content using natural language processing.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: QnA Maker Target entity description: QnA Maker is a cloud-based Azure Cognitive Service that lets developers build, train, and deploy question-answering knowledge bases from FAQs and other content using natural language processing.
-
A.
Power Virtual Agents
Power Virtual Agents is a Microsoft low-code platform service for building and deploying AI-powered chatbots that can interact with users across websites, apps, and messaging channels.
-
B.
Dialogflow
Dialogflow is a Google Cloud service for building conversational interfaces, such as chatbots and voice apps, that understand natural language.
-
C.
Meta AI assistant
Meta AI assistant is an artificial intelligence–powered virtual assistant created by Meta to help users with tasks like answering questions, generating content, and interacting across Meta’s platforms.
-
D.
Libera Chat
Libera Chat is a prominent free and open-source–focused IRC network that hosts real-time discussion channels for numerous software projects and online communities.
-
E.
OpenAI Chat Completions API
The OpenAI Chat Completions API is a cloud-based interface that lets developers integrate advanced conversational AI models into their applications for tasks like dialogue, assistance, and content generation.
- 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_69ca82876f8081909cf75df0f99bb13f |
completed | March 30, 2026, 2:02 p.m. |
| NER | Named-entity recognition | batch_69cdb4adc03481909e0f657db01e5bab |
completed | April 2, 2026, 12:13 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d1eb1b9534819093c5150f1ed8f685 |
completed | April 5, 2026, 4:54 a.m. |
| NEDg | Description generation | batch_69d1ecb3e4a08190add9b971d96f331d |
completed | April 5, 2026, 5:01 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d1ed413edc81908177be16d5127a58 |
completed | April 5, 2026, 5:04 a.m. |
Created at: March 30, 2026, 8:40 p.m.