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ethancaballero / Improved-Dynamic-Memory-Networks-DMN-plus

Theano Implementation of DMN+ (Improved Dynamic Memory Networks) from the paper by Xiong, Merity, & Socher at MetaMind, http://arxiv.org/abs/1603.01417 (Dynamic Memory Networks for Visual and Textual Question Answering)
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Accuracy of other tasks. #1

Closed tyler7585 closed 7 years ago

tyler7585 commented 8 years ago

Hello. In DMN+, task 19(pathfinding) is almost solved. Can you tell me the your repo's accuracy of task 19? Did you reach that high accuracy? Thank you very much.

ethancaballero commented 8 years ago

I didn't test task 19 yet. If you want to test it for me, download repo and run this command in terminal while in Improved-Dynamic-Memory-Networks-DMN-plus folder: python main.py --network dmn_tied --mode train --babi_id 19

It takes about a day to finish training on a normal laptop.

Make sure you redownload the repo. I just updated the parse argument in utils.py so that it pulls babi data from en-10k folder (the one the paper used when benchmarking tasks such as 19) instead of en (1k) folder.

Also, there's probably a way to increase the accuracy by a few percents by implementing dropout on the inputs in a manner similar to @therne's repo.