Triple
T9899276
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Azure Cognitive Services |
E182244
|
entity |
| Predicate | integratesWith |
P1075
|
FINISHED |
| Object |
Bot Framework
Bot Framework is a Microsoft platform for building, deploying, and managing conversational bots across multiple channels such as web, mobile, and messaging apps.
|
E828320
|
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: Bot Framework | Statement: [Azure Cognitive Services, integratesWith, Bot Framework]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Bot Framework Context triple: [Azure Cognitive Services, integratesWith, Bot Framework]
-
A.
Dialogflow
Dialogflow is a Google Cloud service for building conversational interfaces, such as chatbots and voice apps, that understand natural language.
-
B.
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.
-
C.
Microsoft Chat
Microsoft Chat is an early Windows-based chat client from Microsoft that provided graphical, comic-style online conversations using IRC-like services.
-
D.
UiPath
UiPath is a leading global software company specializing in robotic process automation (RPA) platforms that help organizations automate repetitive digital tasks.
-
E.
ChatGPT Enterprise
ChatGPT Enterprise is OpenAI’s business-grade version of ChatGPT, offering enhanced security, admin controls, and scalable access to advanced AI capabilities for organizations.
- 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: Bot Framework Triple: [Azure Cognitive Services, integratesWith, Bot Framework]
Generated description
Bot Framework is a Microsoft platform for building, deploying, and managing conversational bots across multiple channels such as web, mobile, and messaging apps.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Bot Framework Target entity description: Bot Framework is a Microsoft platform for building, deploying, and managing conversational bots across multiple channels such as web, mobile, and messaging apps.
-
A.
Dialogflow
Dialogflow is a Google Cloud service for building conversational interfaces, such as chatbots and voice apps, that understand natural language.
-
B.
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.
-
C.
Microsoft Chat
Microsoft Chat is an early Windows-based chat client from Microsoft that provided graphical, comic-style online conversations using IRC-like services.
-
D.
UiPath
UiPath is a leading global software company specializing in robotic process automation (RPA) platforms that help organizations automate repetitive digital tasks.
-
E.
ChatGPT Enterprise
ChatGPT Enterprise is OpenAI’s business-grade version of ChatGPT, offering enhanced security, admin controls, and scalable access to advanced AI capabilities for organizations.
- 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.