Triple

T4654868
Position Surface form Disambiguated ID Type / Status
Subject TensorFlow Extended E102383 entity
Predicate hasComponent P35 FINISHED
Object Transform
Transform is a TensorFlow Extended (TFX) component used for scalable data preprocessing and feature engineering in machine learning pipelines.
E457346 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: Transform | Statement: [TensorFlow Extended, hasComponent, Transform]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Transform
Context triple: [TensorFlow Extended, hasComponent, Transform]
  • A. Transformation
    Transformation is the British title of Nathaniel Hawthorne’s novel "The Marble Faun," a romantic and psychological tale set in Italy exploring art, guilt, and moral ambiguity.
  • B. Transformations
    "Transformations" is an influential art-critical work by British critic Roger Fry that explores the nature and evolution of modern art and aesthetic experience.
  • C. Transformations
    Transformations is a 1971 poetry collection by Anne Sexton that retells and darkly reimagines Grimm fairy tales through a confessional, feminist lens.
  • D. Metamorphōsēs
    Metamorphōsēs is the original Latin title of Ovid’s epic poem that recounts mythological tales of transformation from Greek and Roman mythology.
  • E. Transformer
    Transformer is a neural network architecture based on self-attention mechanisms that has become the foundation for modern large language models and many state-of-the-art systems in natural language processing.
  • 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: Transform
Triple: [TensorFlow Extended, hasComponent, Transform]
Generated description
Transform is a TensorFlow Extended (TFX) component used for scalable data preprocessing and feature engineering in machine learning pipelines.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Transform
Target entity description: Transform is a TensorFlow Extended (TFX) component used for scalable data preprocessing and feature engineering in machine learning pipelines.
  • A. Transformation
    Transformation is the British title of Nathaniel Hawthorne’s novel "The Marble Faun," a romantic and psychological tale set in Italy exploring art, guilt, and moral ambiguity.
  • B. Transformations
    "Transformations" is an influential art-critical work by British critic Roger Fry that explores the nature and evolution of modern art and aesthetic experience.
  • C. Transformations
    Transformations is a 1971 poetry collection by Anne Sexton that retells and darkly reimagines Grimm fairy tales through a confessional, feminist lens.
  • D. Metamorphōsēs
    Metamorphōsēs is the original Latin title of Ovid’s epic poem that recounts mythological tales of transformation from Greek and Roman mythology.
  • E. Transformer
    Transformer is a neural network architecture based on self-attention mechanisms that has become the foundation for modern large language models and many state-of-the-art systems in natural language processing.
  • 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_69bd43d823288190952279faa0d1d066 completed March 20, 2026, 12:55 p.m.
NER Named-entity recognition batch_69bd6317ba70819089145766d3462e57 completed March 20, 2026, 3:09 p.m.
NED1 Entity disambiguation (via context triple) batch_69bdfaef125c819097d79f25608302dc completed March 21, 2026, 1:57 a.m.
NEDg Description generation batch_69bdfc0964c881909e6b98a1c8ea747f completed March 21, 2026, 2:01 a.m.
NED2 Entity disambiguation (via description) batch_69bdfce1be788190ae3418df301e5136 completed March 21, 2026, 2:05 a.m.
Created at: March 20, 2026, 1:14 p.m.