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Add SubjQA dataset #2302

Merged
merged 22 commits into from
May 10, 2021
Merged

Add SubjQA dataset #2302

merged 22 commits into from
May 10, 2021

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lewtun
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@lewtun lewtun commented May 2, 2021

Hello datasetters 🙂!

Here's an interesting dataset about extractive question-answering on subjective product / restaurant reviews. It's quite challenging for models fine-tuned on SQuAD and provides a nice example of domain adaptation (i.e. fine-tuning a SQuAD model on this domain gives better performance).

I found a bug in the start/end indices that I've proposed a fix for here: megagonlabs/SubjQA#2

Unfortunately, the dataset creators are unresponsive, so for now I am using my fork as the source. Will update the URL if/when the creators respond.

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lewtun commented May 2, 2021

I'm not sure why the windows test fails, but looking at the logs it looks like some caching issue on one of the metrics ... maybe re-run and 🤞 ?

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Awesome thank you !

Could you also try to reduce the size of the dummy data zip files ? Currently they're quite big (50KB+ each). To do so feel free to take a look inside the books dummy data zip file and remove all the csv files from the other domains, and only keep the files from the books domain. Thanks :)

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@yjernite
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yjernite commented May 5, 2021

Hi @lewtun, thanks for adding this dataset!

If the dataset is going to be referenced heavily, I think it's worth spending some time to make the dataset card really great :) To start, the information that is currently in the Data collection paragraph should probably be organized in the Dataset Creation section.

Here's a link to the relevant section of the guide, let me know if you have any questions!

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lewtun commented May 5, 2021

If the dataset is going to be referenced heavily, I think it's worth spending some time to make the dataset card really great :) To start, the information that is currently in the Data collection paragraph should probably be organized in the Dataset Creation section.

great idea @yjernite! i've added some extra information / moved things as you suggest and will wrap up the rest tomorrow :)

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lewtun commented May 6, 2021

hi @yjernite and @lhoestq, i've fleshed out the dataset card and think this is now ready for another round of review!

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Thanks !
I added my final comments:

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LGTM thank you !

Merging since the CI error is fixed on master

@lhoestq lhoestq merged commit e9d2d39 into huggingface:master May 10, 2021
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3 participants