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.