Triple

T9899264
Position Surface form Disambiguated ID Type / Status
Subject Azure Cognitive Services E182244 entity
Predicate includesService P1393 FINISHED
Object Azure Speech Services
Azure Speech Services is a cloud-based suite of speech recognition, text-to-speech, translation, and speaker-related AI capabilities provided as part of Microsoft Azure.
 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: Azure Speech Services | Statement: [Azure Cognitive Services, includesService, Azure Speech Services]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Azure Speech Services
Context triple: [Azure Cognitive Services, includesService, Azure Speech Services]
  • A. Microsoft Azure Text to Speech
    Microsoft Azure Text to Speech is a cloud-based service from Microsoft that converts written text into natural-sounding spoken audio using advanced neural speech synthesis.
  • B. Amazon Polly
    Amazon Polly is a cloud-based text-to-speech service from Amazon Web Services that converts written text into natural-sounding speech using advanced deep learning.
  • 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 Cloud Text-to-Speech
    Google Cloud Text-to-Speech is a cloud-based service that converts text into natural-sounding speech using advanced deep learning models.
  • E. Alexa Voice Service
    Alexa Voice Service is Amazon’s cloud-based voice recognition and natural language processing platform that powers Alexa-enabled devices and allows developers to integrate voice control into their products.
  • 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 Speech Services
Triple: [Azure Cognitive Services, includesService, Azure Speech Services]
Generated description
Azure Speech Services is a cloud-based suite of speech recognition, text-to-speech, translation, and speaker-related AI capabilities provided as part of Microsoft Azure.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Azure Speech Services
Target entity description: Azure Speech Services is a cloud-based suite of speech recognition, text-to-speech, translation, and speaker-related AI capabilities provided as part of Microsoft Azure.
  • A. Microsoft Azure Text to Speech
    Microsoft Azure Text to Speech is a cloud-based service from Microsoft that converts written text into natural-sounding spoken audio using advanced neural speech synthesis.
  • B. Amazon Polly
    Amazon Polly is a cloud-based text-to-speech service from Amazon Web Services that converts written text into natural-sounding speech using advanced deep learning.
  • 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 Cloud Text-to-Speech
    Google Cloud Text-to-Speech is a cloud-based service that converts text into natural-sounding speech using advanced deep learning models.
  • E. Alexa Voice Service
    Alexa Voice Service is Amazon’s cloud-based voice recognition and natural language processing platform that powers Alexa-enabled devices and allows developers to integrate voice control into their products.
  • 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.