Triple
T9899265
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Azure Cognitive Services |
E182244
|
entity |
| Predicate | includesService |
P1393
|
FINISHED |
| Object |
Language Understanding (LUIS)
Language Understanding (LUIS) is a cloud-based natural language processing service from Microsoft that enables developers to build applications which understand user intents and extract key information from text.
|
E182244
|
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: Language Understanding (LUIS) | Statement: [Azure Cognitive Services, includesService, Language Understanding (LUIS)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Language Understanding (LUIS) Context triple: [Azure Cognitive Services, includesService, Language Understanding (LUIS)]
-
A.
NLU
NLU is the IATA airport code for Felipe Ángeles International Airport, a major commercial airport serving the Mexico City metropolitan area.
-
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.
Azure Cognitive Services
Azure Cognitive Services is a suite of cloud-based AI APIs and tools that enable developers to add capabilities like vision, speech, language understanding, and decision-making to their applications without needing deep machine learning expertise.
-
D.
Google Natural Language API
Google Natural Language API is a cloud-based service that uses machine learning to analyze and understand text, offering features like sentiment analysis, entity recognition, syntax parsing, and content classification.
-
E.
Dialogflow
Dialogflow is a Google Cloud service for building conversational interfaces, such as chatbots and voice apps, that understand natural language.
- 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: Language Understanding (LUIS) Triple: [Azure Cognitive Services, includesService, Language Understanding (LUIS)]
Generated description
Language Understanding (LUIS) is a cloud-based natural language processing service from Microsoft that enables developers to build applications which understand user intents and extract key information from text.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Language Understanding (LUIS) Target entity description: Language Understanding (LUIS) is a cloud-based natural language processing service from Microsoft that enables developers to build applications which understand user intents and extract key information from text.
-
A.
NLU
NLU is the IATA airport code for Felipe Ángeles International Airport, a major commercial airport serving the Mexico City metropolitan area.
-
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.
Azure Cognitive Services
chosen
Azure Cognitive Services is a suite of cloud-based AI APIs and tools that enable developers to add capabilities like vision, speech, language understanding, and decision-making to their applications without needing deep machine learning expertise.
-
D.
Google Natural Language API
Google Natural Language API is a cloud-based service that uses machine learning to analyze and understand text, offering features like sentiment analysis, entity recognition, syntax parsing, and content classification.
-
E.
Dialogflow
Dialogflow is a Google Cloud service for building conversational interfaces, such as chatbots and voice apps, that understand natural language.
- F. None of above.
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.