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DOC: How does it work?

Open MartinThoma opened this issue 3 years ago • 3 comments

It would be amazing if you could create documentation / a YouTube video / a podcast where you explain on a high level how it works.

I know and understand how CNNs work, but I haven't worked with attention-based models and I think I miss a couple of papers to understand Attend, Copy, Parse End-to-end information extraction from documents. Maybe you could just tell me what you think are good resources to understand this paper? Or blog posts about this paper?

MartinThoma avatar Aug 21 '20 13:08 MartinThoma

I have been trying to write a blog post explaining the working of the Attend, Copy, Parse Framework and the internal working of InvoiceNet, things like data preparation and input pipeline in detail. I've been a little swamped at work for the past few weeks so a final issue is still not ready. Need some more time to get everything together, I hope that's alright! But do keep an eye on this repo in the coming weeks, I shall link the blog post whenever it's out.

I've not come across any good resources on the original paper. However, I do still think that the original paper itself is extremely well explained though it does require a reading on attention as a prerequisite.

naiveHobo avatar Aug 25 '20 05:08 naiveHobo

I love the original paper, but I also felt that I didn't understand crucial parts.

I have been trying to write a blog

Cool, I'm looking forward to it! If you use Medium and want somebody to review it, you can sent me a draft link ([email protected])

MartinThoma avatar Aug 25 '20 07:08 MartinThoma

I also felt like the paper was too fast/superficial on the crucial parts.

Please let us know whenever you do that explanation.

victor-ab avatar Aug 28 '20 13:08 victor-ab