Triple

T4279660
Position Surface form Disambiguated ID Type / Status
Subject Google Cloud Dataflow E97117 entity
Predicate resourceType P3729 FINISHED
Object Dataflow worker
A Dataflow worker is a compute instance in Google Cloud Dataflow that executes the parallel processing tasks of a data pipeline.
E427704 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: Dataflow worker | Statement: [Google Cloud Dataflow, resourceType, Dataflow worker]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dataflow worker
Context triple: [Google Cloud Dataflow, resourceType, Dataflow worker]
  • A. Google Cloud Dataflow
    Google Cloud Dataflow is a fully managed service for developing and executing batch and streaming data processing pipelines, based on Apache Beam, within the Google Cloud ecosystem.
  • B. Web workers
    Web workers are a web platform feature that enable running JavaScript in background threads separate from the main UI thread to perform computationally intensive or asynchronous tasks without blocking user interactions.
  • C. NVIDIA AI Workflows
    NVIDIA AI Workflows are pre-built, end-to-end AI pipelines from NVIDIA that streamline the development, deployment, and scaling of AI applications across common enterprise use cases.
  • D. Workflow Builder
    Workflow Builder is Slack’s no-code tool that lets users automate routine tasks and create custom workflows directly within their Slack workspace.
  • E. Management and the Worker
    Management and the Worker is a landmark 1939 book by Elton Mayo and colleagues that analyzes the Hawthorne studies and helped establish the human relations movement in industrial and organizational psychology.
  • 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: Dataflow worker
Triple: [Google Cloud Dataflow, resourceType, Dataflow worker]
Generated description
A Dataflow worker is a compute instance in Google Cloud Dataflow that executes the parallel processing tasks of a data pipeline.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dataflow worker
Target entity description: A Dataflow worker is a compute instance in Google Cloud Dataflow that executes the parallel processing tasks of a data pipeline.
  • A. Google Cloud Dataflow
    Google Cloud Dataflow is a fully managed service for developing and executing batch and streaming data processing pipelines, based on Apache Beam, within the Google Cloud ecosystem.
  • B. Web workers
    Web workers are a web platform feature that enable running JavaScript in background threads separate from the main UI thread to perform computationally intensive or asynchronous tasks without blocking user interactions.
  • C. NVIDIA AI Workflows
    NVIDIA AI Workflows are pre-built, end-to-end AI pipelines from NVIDIA that streamline the development, deployment, and scaling of AI applications across common enterprise use cases.
  • D. Workflow Builder
    Workflow Builder is Slack’s no-code tool that lets users automate routine tasks and create custom workflows directly within their Slack workspace.
  • E. 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.
  • 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.