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localminimum / R-net

A Tensorflow Implementation of R-net: Machine reading comprehension with self matching networks
MIT License
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Can we do transfer learning on R-net? #22

Closed jenniferzhu closed 6 years ago

jenniferzhu commented 6 years ago

i.e. how can we add new paragraphs for R-net to generate answer from in real practice? Thanks

theSage21 commented 6 years ago

It would be nice to have a separate branch containing a simple demo page. I can write it and maybe you could help?

On 17-Feb-2018 05:49, "Jennifer Zhu" notifications@github.com wrote:

i.e. how can we add new paragraphs for R-net to generate answer from in real practice? Thanks

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ghost commented 6 years ago

That would be awesome if you could add your own paragraphs and questions for testing. @theSage21 do you have ideas on how you would approach this? I save word2index dictionary in dictionary.pkl file which could be used to convert user input to indexes for input. Example could be: >> paragraph("The Facebook AI Research (FAIR) Residency Program is a one-year research training program with Facebook’s AI Research group, designed to give you hands-on experience of machine learning research. The program will pair you with a researcher or engineer in FAIR, who will act as your mentor. Together, you will pick a research problem of mutual interest and then devise new deep learning techniques to solve it. We also encourage collaborations beyond the assigned mentor.") and this line could be parsed to feed the user input information to the network. >> How long is Facebook AI Research Residency Program? one-year >> etc

theSage21 commented 6 years ago

If we were to do this it would be nice if we had a web interface for it. That way people can spice it according to taste. Something similar to the bidaf demo page should be ok I guess.

I'll give it thought and action once I'm near a laptop.

Edit

I had no idea email replies were this cluttered. Cleaned

theSage21 commented 6 years ago

So a very simple way of getting this done would be a new mode (maybe demo?) which is very close to what the test mode does and call the sess.run within an API call. This along with some simple HTML should allow a basic web based demo to work. Should I submit a PR?

theSage21 commented 6 years ago

I'd also suggest changing the issue title to something along the line of live evaluation/demo since transfer learning can be misleading here.

ghost commented 6 years ago

Yup if you have an initial idea or proof of concept of html web please submit a PR and I'll start working on it too :)

ghost commented 6 years ago

Opened #23 Thanks everyone :)