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TableQA #165

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lefnire opened this issue Jun 26, 2023 · 2 comments
Open

TableQA #165

lefnire opened this issue Jun 26, 2023 · 2 comments
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📊Behaviors Fields / influencers issues 💎Premium

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@lefnire
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lefnire commented Jun 26, 2023

For Behaviors users, I'll add a Table Question Answering feature. Similar to Prompt (and also Premium), it will let users ask questions about their behaviors in natural language. "Which behavior impacts my sleep the most" - though it might have to be rephrased like "which column impacts the sleep column most" (I'll add helper text to that effect). Here are the models, I'll first explore tapas-base-finetuned-wtq and (tapex-base)[https://huggingface.co/microsoft/tapex-base].

I'll probably get working on this in short order. I know a lot of people use Behaviors (aka Fields), probably more than even journal entries. A lot of users are coming from Habitica, just to get some correlation insights on their Tasks there. I'm hoping this will be a fun feature; even if it's less powerful than manually architected statistical models, like we have with the correlations feature via XGBoost currently; and the upcoming #23 (DoWhy). But it will be fun to explore nonetheless.

@lefnire lefnire added the 📊Behaviors Fields / influencers issues label Jun 26, 2023
@lefnire lefnire self-assigned this Jun 26, 2023
lefnire added a commit that referenced this issue Jun 27, 2023
…, though small context-limit. Wire up UI/backend #165
lefnire added a commit that referenced this issue Jun 27, 2023
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lefnire commented Jun 27, 2023

Done

@lefnire
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lefnire commented Jul 22, 2023

ToDo: look into TableGPT proper. TableQA was a bit of a simple add-in which gives 1 word responses, I'd like something a bit more advanced. https://www.marktechpost.com/2023/07/20/meet-tablegpt-a-unified-fine-tuned-framework-that-enables-llms-to-understand-and-operate-on-tables-using-external-functional-commands/

@lefnire lefnire reopened this Jul 22, 2023
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