Implementation of "Teaching Machines to Read and Comprehend" proposed by Google DeepMind
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commit 8ad50e9f2562b1fd055939e8582f07e46f54b1ef
parent f31caf61be87850f3afcd367d6eb9521b2f613da
Author: Alex Auvolat <>
Date:   Sat,  5 Mar 2016 11:37:03 +0100

Update with more precise installation instructions.

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diff --git a/ b/ @@ -3,19 +3,123 @@ DeepMind : Teaching Machines to Read and Comprehend This repository contains an implementation of the two models (the Deep LSTM and the Attentive Reader) described in *Teaching Machines to Read and Comprehend* by Karl Moritz Hermann and al., NIPS, 2015. This repository also contains an implementation of a Deep Bidirectional LSTM. -Models are implemented using [Theano]( and [Blocks]( Datasets are implemented using [Fuel]( +The three models implemented in this repository are: -The corresponding dataset is provided by [DeepMind]( but if the script does not work you can check []( by [Kyunghyun Cho]( +- `deepmind_deep_lstm` reproduces the experimental settings of the DeepMind paper for the LSTM reader +- `deepmind_attentive_reader` reproduces the experimental settings of the DeepMind paper for the Attentive reader +- `deep_bidir_lstm_2x128` implements a two-layer bidirectional LSTM reader + +## Our results + +We trained the three models during 2 to 4 days on a Titan Black GPU. The following results were obtained: + + +<table width="416" cellpadding="2" cellspacing="2"> +<tr> +<td valign="top" align="center"> </td> +<td colspan="2" valign="top" align="center">DeepMind </td> +<td colspan="2" valign="top" align="center">Us </td> +</tr> +<tr> +<td valign="top" align="center"> </td> +<td colspan="2" valign="top" align="center">CNN </td> +<td colspan="2" valign="top" align="center">CNN </td> +</tr> +<tr> +<td valign="top" align="center"> </td> +<td valign="top" align="center">Valid </td> +<td valign="top" align="center">Test </td> +<td valign="top" align="center">Valid </td> +<td valign="top" align="center">Test </td> +</tr> +<tr> +<td valign="top" align="center">Attentive Reader </td> +<td valign="top" align="center"><b>61.6</b> </td> +<td valign="top" align="center"><b>63.0</b> </td> +<td valign="top" align="center">59.37 </td> +<td valign="top" align="center">61.07 </td> +</tr> +<tr> +<td valign="top" align="center">Deep Bidir LSTM </td> +<td valign="top" align="center">- </td> +<td valign="top" align="center">- </td> +<td valign="top" align="center"><b>59.76</b> </td> +<td valign="top" align="center"><b>61.62</b> </td> +</tr> +<tr> +<td valign="top" align="center">Deep LSTM Reader</td> +<td valign="top" align="center">55.0</td> +<td valign="top" align="center">57.0</td> +<td valign="top" align="center">46</td> +<td valign="top" align="center">47</td> +</tr> +</table> + +Here is an example of attention weights used by the attentive reader model on an example: + +<img src="" width="816px" height="652px" /> + + +## Requirements + +Software dependencies: + +* [Theano]( GPU computing library library +* [Blocks]( deep learning framework +* [Fuel]( data pipeline for Blocks + +Optional dependencies: + +* Blocks Extras and a Bokeh server for the plot + +We recommend using [Anaconda 2]( and installing them with the following commands (where `pip` refers to the `pip` command from Anaconda): + + pip install git+git:// + pip install git+git:// + pip install git+git:// -r + +Anaconda also includes a Bokeh server, but you still need to install `blocks-extras` if you want to have the plot: + + pip install git+git:// + +The corresponding dataset is provided by [DeepMind]( but if the script does not work (or you are tired of waiting) you can check [this preprocessed version of the dataset]( by [Kyunghyun Cho]( + + +## Running + +Set the environment variable `DATAPATH` to the folder containing the DeepMind QA dataset. The training questions are expected to be in `$DATAPATH/deepmind-qa/cnn/questions/training`. + +Run: + + cp deepmind-qa/* $DATAPATH/deepmind-qa/ + +This will copy our vocabulary list `vocab.txt`, which contains a subset of all the words appearing in the dataset. + +To train a model (see list of models at the beginning of this file), run: + + ./ model_name + +Be careful to set your `THEANO_FLAGS` correctly! For instance you might want to use `THEANO_FLAGS=device=gpu0` if you have a GPU (highly recommended!) + + +## Reference -Reference -========= [Teaching Machines to Read and Comprehend](, by Karl Moritz Hermann, Tomáš Kočiský, Edward Grefenstette, Lasse Espeholt, Will Kay, Mustafa Suleyman and Phil Blunsom, Neural Information Processing Systems, 2015. -Credits -======= +## Credits + [Thomas Mesnard]( [Alex Auvolat]( -[Étienne Simon]( \ No newline at end of file +[Étienne Simon]( + + +## Acknowledgments + +We would like to thank the developers of Theano, Blocks and Fuel at MILA for their excellent work. + +We thank Simon Lacoste-Julien from SIERRA team at INRIA, for providing us access to two Titan Black GPUs. + + diff --git a/deepmind-qa/cnn/stats/training/vocab.txt b/deepmind-qa/cnn/stats/training/vocab.txt @@ -0,0 +1,29406 @@ +yesteryear +pandemonium +talks +idealized +unconstitutionally +increased +finest +grain +motorists +franc +billowed +earn +exclude +purchase +excerpts 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