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. Author manuscript; available in PMC: 2021 Jul 21.
Published in final edited form as: Proc Conf. 2021 Jun;2021:4515–4532. doi: 10.18653/v1/2021.naacl-main.357

Table 5:

First k to peak (fkp) for each set of tasks: the least value of k that performed statistically equivalent (p > .05) to the best performing setup (peak). Integer shown is the exponential median of the set of tasks. This table summarizes comprehensive testing and we suggest its results, fkp, can be used as a recommendation for the number of dimensions to use given a task domain and training set size.

Nta demographics (3 tasks) personality (2 tasks) mental health (2 tasks)
50 16 16 16
100 128 16 22
200 512 32 45
500 768 64 64
1000 768 90 64