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The problem of reproducibility. #5

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huybery opened this issue Apr 27, 2021 · 2 comments
Closed

The problem of reproducibility. #5

huybery opened this issue Apr 27, 2021 · 2 comments

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@huybery
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huybery commented Apr 27, 2021

Hi,
Thank you for your excellent paper and open source code.
But I re-train the default configuration code directly, and did not reproduce excellent performance.

Here is my result:

                     easy                 medium               hard                 extra                all
count                248                  446                  174                  166                  1034
=====================   EXECUTION ACCURACY     =====================
execution            0.867                0.776                0.644                0.524                0.735

====================== EXACT MATCHING ACCURACY =====================
exact match          0.879                0.787                0.644                0.500                0.739

What did I miss? I've run three times and it's almost the nearly result.

@OhadRubin
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OhadRubin commented Apr 27, 2021

This is expected. SmBoP has a mean accuracy on the development set of 0.739365 with a std of 0.005093 (n=7).
Note that this is probably a consequence of using RATSQL, see here.

@huybery
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huybery commented Apr 27, 2021

The instability of RAT training is really a tough problem.
Thank you again for your timely reply :)

@huybery huybery closed this as completed Apr 27, 2021
@OhadRubin OhadRubin pinned this issue Apr 27, 2021
@OhadRubin OhadRubin unpinned this issue Apr 27, 2021
@OhadRubin OhadRubin pinned this issue Apr 27, 2021
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