Triple

T9899270
Position Surface form Disambiguated ID Type / Status
Subject Azure Cognitive Services E182244 entity
Predicate includesService P1393 FINISHED
Object Anomaly Detector
Anomaly Detector is an Azure Cognitive Services offering that uses machine learning to automatically detect unusual patterns and outliers in time-series or other data.
E828319 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: Anomaly Detector | Statement: [Azure Cognitive Services, includesService, Anomaly Detector]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Anomaly Detector
Context triple: [Azure Cognitive Services, includesService, Anomaly Detector]
  • A. NeuVector
    NeuVector is a Kubernetes-native container security platform that provides real-time network visibility, threat detection, and runtime protection for cloud-native applications.
  • B. Robust.AI
    Robust.AI is a robotics company focused on building practical, intelligent robot systems for real-world environments, co-founded by renowned roboticist Rodney Brooks.
  • C. ILD detector concept
    The ILD detector concept is a proposed high-precision particle physics detector design for the International Linear Collider, optimized for detailed reconstruction of complex collision events.
  • D. Tornado IDS
    The Tornado IDS is a ground-attack and strike variant of the Panavia Tornado multirole combat aircraft, optimized for low-level penetration and precision bombing missions.
  • E. PredictionEngine
    PredictionEngine is an ML.NET API component that provides a simple, strongly typed interface for making single-record predictions with trained machine learning models in .NET applications.
  • 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: Anomaly Detector
Triple: [Azure Cognitive Services, includesService, Anomaly Detector]
Generated description
Anomaly Detector is an Azure Cognitive Services offering that uses machine learning to automatically detect unusual patterns and outliers in time-series or other data.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Anomaly Detector
Target entity description: Anomaly Detector is an Azure Cognitive Services offering that uses machine learning to automatically detect unusual patterns and outliers in time-series or other data.
  • A. NeuVector
    NeuVector is a Kubernetes-native container security platform that provides real-time network visibility, threat detection, and runtime protection for cloud-native applications.
  • B. Robust.AI
    Robust.AI is a robotics company focused on building practical, intelligent robot systems for real-world environments, co-founded by renowned roboticist Rodney Brooks.
  • C. ILD detector concept
    The ILD detector concept is a proposed high-precision particle physics detector design for the International Linear Collider, optimized for detailed reconstruction of complex collision events.
  • D. Tornado IDS
    The Tornado IDS is a ground-attack and strike variant of the Panavia Tornado multirole combat aircraft, optimized for low-level penetration and precision bombing missions.
  • E. PredictionEngine
    PredictionEngine is an ML.NET API component that provides a simple, strongly typed interface for making single-record predictions with trained machine learning models in .NET applications.
  • 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.