SGD
E1555013
UNEXPLORED
SGD (Stochastic Gradient Descent) is a fundamental optimization algorithm widely used in machine learning to iteratively update model parameters using randomly sampled data points or mini-batches.
All labels observed (1)
| Label | Occurrences |
|---|---|
| SGD canonical | 2 |
How this entity was disambiguated
This entity first appeared as the object of triple T22819719 — resolving that mention is where its identity was fixed. The disambiguator weighed these candidate entities and picked the highlighted one (or “None”, minting a new entity). This is how homonymy is resolved: the same surface form can point to different entities.
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: SGD Context triple: [AdaGrad, comparedWith, SGD]
-
A.
SGD
SGD is the official currency code for the Singapore dollar, the national currency of Singapore used in domestic and international transactions.
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B.
SGD
SGD is the commonly used abbreviation and nickname for the German football club Dynamo Dresden.
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C.
GDN
GDN is the vehicle registration code assigned to motor vehicles registered in the Pomeranian Voivodeship of Poland.
-
D.
GDN
GDN is the National Rail station code for Godstone railway station in Surrey, England.
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E.
GRU
GRU is Russia’s military intelligence agency, known for conducting espionage, cyber operations, and covert activities abroad.
- 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: SGD Target entity description: SGD (Stochastic Gradient Descent) is a fundamental optimization algorithm widely used in machine learning to iteratively update model parameters using randomly sampled data points or mini-batches.
-
A.
SGD
SGD is the official currency code for the Singapore dollar, the national currency of Singapore used in domestic and international transactions.
-
B.
SGD
SGD is the commonly used abbreviation and nickname for the German football club Dynamo Dresden.
-
C.
GDN
GDN is the vehicle registration code assigned to motor vehicles registered in the Pomeranian Voivodeship of Poland.
-
D.
GDN
GDN is the National Rail station code for Godstone railway station in Surrey, England.
-
E.
GRU
GRU is Russia’s military intelligence agency, known for conducting espionage, cyber operations, and covert activities abroad.
- F. None of above. chosen
Referenced by (2)
Full triples — surface form annotated when it differs from this entity's canonical label.