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Paper Figures

Starts with the Key-Recall task. Then, perhaps the associative retrieval task from Ba & Hinton, repeated sequences, or even the baby names or short stories datasets. Might consider hyperparameter sweeps or a search for the ideal effective update magnitude.
Created on January 18|Last edited on January 19

Key-Recall

A synthetic dataset is constructed for simple, single character retrieval. The sequence contains a character, '?', indicating that the next input contains a value to be stored. Later in the sequence, another character, '!', requests the stored value. The gaps are filled with 0s. Some examples:
0000?10!1
00000?200!2
00?,00!,
00?.0!.

05001k1.5k2kStep110010000
05001k1.5k2kStep0.50.60.70.80.912
Run set
4


Repeated Sequences

Simple next-character prediction on a repeated sequence of four random characters.

Run set
2