Triple

T18724107
Position Surface form Disambiguated ID Type / Status
Subject Noam Shazeer E457852 entity
Predicate knownFor P22 FINISHED
Object Switch Transformer NE NERFINISHED

How this triple was built (3 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: Switch Transformer | Statement: [Noam Shazeer, knownFor, Switch Transformer]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Switch Transformer
Context triple: [Noam Shazeer, knownFor, Switch Transformer]
  • A. Ring Transformer
    Ring Transformer is an outdoor low-voltage power and control unit designed to supply and manage electricity for Ring Smart Lighting devices.
  • B. Transform
    Transform is a TensorFlow Extended (TFX) component used for scalable data preprocessing and feature engineering in machine learning pipelines.
  • C. 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.
  • D. Transformer
    Transformer is a 1972 glam rock album by Lou Reed, co-produced by David Bowie and Mick Ronson, known for its influential sound and iconic tracks like "Walk on the Wild Side."
  • E. "Tranzform"
    Tranzform is likely a segment, feature, or component associated with a keynote speaker event, such as a themed session, presentation module, or branded experience within the keynote.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Switch Transformer
Target entity description: Switch Transformer is a sparsely activated mixture-of-experts neural network architecture that dramatically scales model capacity while reducing computation per input token.
  • A. Ring Transformer
    Ring Transformer is an outdoor low-voltage power and control unit designed to supply and manage electricity for Ring Smart Lighting devices.
  • B. Transform
    Transform is a TensorFlow Extended (TFX) component used for scalable data preprocessing and feature engineering in machine learning pipelines.
  • C. Transformer chosen
    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.
  • D. Transformer
    Transformer is a 1972 glam rock album by Lou Reed, co-produced by David Bowie and Mick Ronson, known for its influential sound and iconic tracks like "Walk on the Wild Side."
  • E. "Tranzform"
    Tranzform is likely a segment, feature, or component associated with a keynote speaker event, such as a themed session, presentation module, or branded experience within the keynote.
  • F. None of above.

Provenance (2 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_69d8d393ba9c8190a8b03b04ddbb0a09 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e56abcfc048190a01dee959e768768 completed April 19, 2026, 11:52 p.m.
Created at: April 10, 2026, 11:50 a.m.