Triple

T18705216
Position Surface form Disambiguated ID Type / Status
Subject BulkInferrer E457350 entity
Predicate compatibleWith P203 FINISHED
Object TFX pipelines
TFX pipelines are end-to-end, production-ready machine learning workflows built with TensorFlow Extended that orchestrate data ingestion, validation, training, evaluation, and deployment.
E1342297 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: TFX pipelines | Statement: [BulkInferrer, compatibleWith, TFX pipelines]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: TFX pipelines
Context triple: [BulkInferrer, compatibleWith, TFX pipelines]
  • 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. TensorFlow Transform
    TensorFlow Transform is a TensorFlow-based library for performing scalable, full-pass data preprocessing and feature engineering that can be applied consistently in both training and serving.
  • C. Pipeline
    Pipeline is a scikit-learn utility that chains multiple data processing and modeling steps into a single composite estimator for streamlined machine learning workflows.
  • D. Pipeline
    Pipeline, commonly referring to the Banzai Pipeline, is a world-famous surf reef break on Oʻahu’s North Shore in Hawaii known for its powerful, hollow waves that break over a shallow coral reef.
  • E. Pipeline
    Pipeline is a contemporary stage play by Dominique Morisseau that explores race, class, and the school-to-prison pipeline through the story of an inner-city teacher and her son.
  • 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: TFX pipelines
Triple: [BulkInferrer, compatibleWith, TFX pipelines]
Generated description
TFX pipelines are end-to-end, production-ready machine learning workflows built with TensorFlow Extended that orchestrate data ingestion, validation, training, evaluation, and deployment.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: TFX pipelines
Target entity description: TFX pipelines are end-to-end, production-ready machine learning workflows built with TensorFlow Extended that orchestrate data ingestion, validation, training, evaluation, and deployment.
  • 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. TensorFlow Transform
    TensorFlow Transform is a TensorFlow-based library for performing scalable, full-pass data preprocessing and feature engineering that can be applied consistently in both training and serving.
  • C. Pipeline
    Pipeline is a scikit-learn utility that chains multiple data processing and modeling steps into a single composite estimator for streamlined machine learning workflows.
  • D. Pipeline
    Pipeline, commonly referring to the Banzai Pipeline, is a world-famous surf reef break on Oʻahu’s North Shore in Hawaii known for its powerful, hollow waves that break over a shallow coral reef.
  • E. Pipeline
    Pipeline is a contemporary stage play by Dominique Morisseau that explores race, class, and the school-to-prison pipeline through the story of an inner-city teacher and her son.
  • 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_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_6a054706d9a081909e40d1fa35549ead completed May 14, 2026, 3:52 a.m.
NEDg Description generation batch_6a0547f9e1f08190b799cc931edf08d5 completed May 14, 2026, 3:56 a.m.
NED2 Entity disambiguation (via description) batch_6a0548ae7fec8190a8b7196ca4d537c3 completed May 14, 2026, 3:59 a.m.
Created at: April 10, 2026, 11:49 a.m.