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.