Triple

T4279682
Position Surface form Disambiguated ID Type / Status
Subject Vertex AI E97118 entity
Predicate supports P516 FINISHED
Object AutoML
AutoML is a set of machine learning tools and services that automatically build, train, and optimize models with minimal manual coding or expertise.
E427705 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: AutoML | Statement: [Vertex AI, supports, AutoML]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: AutoML
Context triple: [Vertex AI, supports, AutoML]
  • A. AutoML: A Survey of the State-of-the-Art
    "AutoML: A Survey of the State-of-the-Art" is a comprehensive academic survey paper that reviews and synthesizes methods, tools, and challenges in automated machine learning, including model selection, hyperparameter optimization, and neural architecture search.
  • B. Neural Architecture Search
    Neural Architecture Search is an automated machine learning technique that uses algorithms to design and optimize neural network architectures without extensive human intervention.
  • C. AI2
    AI2 is a research institute founded by Paul Allen that advances artificial intelligence through open science, impactful AI systems, and large-scale scholarly resources.
  • D. 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.
  • E. Azure Machine Learning
    Azure Machine Learning is a cloud-based service from Microsoft for building, training, deploying, and managing machine learning models at scale on Azure.
  • 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: AutoML
Triple: [Vertex AI, supports, AutoML]
Generated description
AutoML is a set of machine learning tools and services that automatically build, train, and optimize models with minimal manual coding or expertise.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: AutoML
Target entity description: AutoML is a set of machine learning tools and services that automatically build, train, and optimize models with minimal manual coding or expertise.
  • A. AutoML: A Survey of the State-of-the-Art
    "AutoML: A Survey of the State-of-the-Art" is a comprehensive academic survey paper that reviews and synthesizes methods, tools, and challenges in automated machine learning, including model selection, hyperparameter optimization, and neural architecture search.
  • B. Neural Architecture Search
    Neural Architecture Search is an automated machine learning technique that uses algorithms to design and optimize neural network architectures without extensive human intervention.
  • C. AI2
    AI2 is a research institute founded by Paul Allen that advances artificial intelligence through open science, impactful AI systems, and large-scale scholarly resources.
  • D. 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.
  • E. Azure Machine Learning
    Azure Machine Learning is a cloud-based service from Microsoft for building, training, deploying, and managing machine learning models at scale on Azure.
  • 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_69b34544be3c819084d1ab82d29f90c5 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b350367da48190b735deef9b5d2d2e completed March 12, 2026, 11:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5b7b708b481908c1683741f84ee55 completed March 14, 2026, 7:32 p.m.
NEDg Description generation batch_69b5bb84ed808190891f2a75296c11c6 completed March 14, 2026, 7:48 p.m.
NED2 Entity disambiguation (via description) batch_69b5bc392228819089fe64b55bb572cc completed March 14, 2026, 7:51 p.m.
Created at: March 12, 2026, 11:07 p.m.