Triple
T7874744
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Adam optimizer |
E182821
|
entity |
| Predicate | hasVariant |
P455
|
FINISHED |
| Object | AMSGrad |
E565192
|
NE FINISHED |
How this triple was built (2 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: AMSGrad | Statement: [Adam optimizer, hasVariant, AMSGrad]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: AMSGrad Context triple: [Adam optimizer, hasVariant, AMSGrad]
-
A.
Ann Arbor staging system
The Ann Arbor staging system is a clinical classification method used to determine the extent and spread of lymphomas, particularly Hodgkin and non-Hodgkin lymphomas, within the body.
-
B.
GBM
GBM is the Gamma-ray Burst Monitor, an instrument on NASA’s Fermi Gamma-ray Space Telescope designed to detect and study gamma-ray bursts across a wide field of view.
-
C.
AdaGrad
chosen
AdaGrad is an adaptive gradient descent optimization algorithm that adjusts learning rates for individual parameters based on their historical gradients, often improving convergence in sparse settings.
-
D.
Breslow
Breslow is a surname most notably associated with Ronald Breslow, an influential American chemist recognized for his pioneering work in organic and biomimetic chemistry.
-
E.
AUC
AUC is a leading English-language, American-accredited liberal arts university based in Cairo, Egypt, known for its strong programs in the humanities, social sciences, and business.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69ca828a17248190b46defe758bc5ad3 |
completed | March 30, 2026, 2:02 p.m. |
| NER | Named-entity recognition | batch_69cb39a961188190b2f12f8fe5d66641 |
completed | March 31, 2026, 3:04 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cb5b79705c8190955e128081048ebe |
completed | March 31, 2026, 5:28 a.m. |
Created at: March 30, 2026, 4:56 p.m.