Triple

T18704817
Position Surface form Disambiguated ID Type / Status
Subject TFX E457341 entity
Predicate integratesWith P1075 FINISHED
Object Kubeflow
Kubeflow is an open-source machine learning toolkit for Kubernetes that streamlines building, deploying, and managing scalable ML workflows.
E457355 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: Kubeflow | Statement: [TFX, integratesWith, Kubeflow]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Kubeflow
Context triple: [TFX, integratesWith, Kubeflow]
  • A. Kubeflow Pipelines
    Kubeflow Pipelines is a platform for building, deploying, and managing end-to-end machine learning workflows on Kubernetes using containerized components.
  • B. Anyscale
    Anyscale is a company that builds tools and infrastructure to simplify and scale distributed computing and AI applications in the cloud.
  • C. TensorFlow Cloud
    TensorFlow Cloud is a library that simplifies running and scaling TensorFlow training workloads on Google Cloud directly from local or notebook-based development environments.
  • D. NVIDIA NGC
    NVIDIA NGC is a cloud-based catalog of GPU-optimized software, including containers, pretrained models, and SDKs, designed to accelerate AI, data science, and HPC development and deployment.
  • E. Google Kubernetes Engine
    Google Kubernetes Engine is a managed Kubernetes service that lets users deploy, manage, and scale containerized applications on Google Cloud infrastructure.
  • 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: Kubeflow
Triple: [TFX, integratesWith, Kubeflow]
Generated description
Kubeflow is an open-source machine learning toolkit for Kubernetes that streamlines building, deploying, and managing scalable ML workflows.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Kubeflow
Target entity description: Kubeflow is an open-source machine learning toolkit for Kubernetes that streamlines building, deploying, and managing scalable ML workflows.
  • A. Kubeflow Pipelines chosen
    Kubeflow Pipelines is a platform for building, deploying, and managing end-to-end machine learning workflows on Kubernetes using containerized components.
  • B. Anyscale
    Anyscale is a company that builds tools and infrastructure to simplify and scale distributed computing and AI applications in the cloud.
  • C. TensorFlow Cloud
    TensorFlow Cloud is a library that simplifies running and scaling TensorFlow training workloads on Google Cloud directly from local or notebook-based development environments.
  • D. NVIDIA NGC
    NVIDIA NGC is a cloud-based catalog of GPU-optimized software, including containers, pretrained models, and SDKs, designed to accelerate AI, data science, and HPC development and deployment.
  • E. Google Kubernetes Engine
    Google Kubernetes Engine is a managed Kubernetes service that lets users deploy, manage, and scale containerized applications on Google Cloud infrastructure.
  • 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_69d8d392aad081909fe31aa03e6e97d1 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e5671665bc8190b9b4a4ce4ec5b2eb completed April 19, 2026, 11:36 p.m.
NED1 Entity disambiguation (via context triple) batch_6a052b38ab548190b46ecda128e93c9b completed May 14, 2026, 1:54 a.m.
NEDg Description generation batch_6a052c9486908190a5cdb60f7cb65888 completed May 14, 2026, 1:59 a.m.
NED2 Entity disambiguation (via description) batch_6a052cec9c788190a0c9396b35dd95c0 completed May 14, 2026, 2:01 a.m.
Created at: April 10, 2026, 11:49 a.m.