Cleaned code for paper "Natural Language Inference over Interaction Space"
Switch branches/tags
Nothing to show
Clone or download
Latest commit cb2c23b Feb 11, 2018
Failed to load latest commit information.
data fix data missing Feb 11, 2018
python add utf-8 support Feb 11, 2018
LICENSE.txt first commit Oct 10, 2017 fix data missing Feb 11, 2018
requirements.txt fix data missing Feb 11, 2018

Densely Interactive Inference Network (DIIN)

This is the code to reproduce the model in Natural Language Inference over Interaction Space.


python 3.6
tensorflow = 1.3


$ git clone
$ cd Densely-Interactive-Inference-Network
$ pip install -r requirements.txt

Download Data

First, run for the datasets and the preprocessed file:

$ cd data
$ python

Then, manually download download MultiNLI 0.9 matched and mismatched test set under data/multinli_0.9 folder

If any of the auto download fails, you can manually download them from:

When you finish downloading, your data folder should look like this:

    $ tree data
    ├── glove.840B.300d.txt
    ├── multinli_0.9
    │   ├── Icon\015
    │   ├── multinli_0.9_dev_matched.jsonl
    │   ├── multinli_0.9_dev_matched.txt
    │   ├── multinli_0.9_dev_mismatched.jsonl
    │   ├── multinli_0.9_dev_mismatched.txt
    │   ├── multinli_0.9_test_matched_sample_submission.csv
    │   ├── multinli_0.9_test_mismatched_sample_submission.csv
    │   ├── multinli_0.9_train.jsonl
    │   ├── multinli_0.9_train.txt
    │   └── paper.pdf
    ├── shared.jsonl
    └── snli_1.0
        ├── Icon\015
        ├── README.txt
        ├── snli_1.0_dev.jsonl
        ├── snli_1.0_dev.txt
        ├── snli_1.0_test.jsonl
        ├── snli_1.0_test.txt
        ├── snli_1.0_train.jsonl
        └── snli_1.0_train.txt

I don't recommend you to use multinli_1.0 here because the id doesn't match the id in preprocessed sample id.

To run the code

$ cd python 
# on MultiNLI
$ PYTHONHASHSEED=0 python DIIN demo_testing 
# on SNLI
$ PYTHONHASHSEED=0 python DIIN demo_testing_SNLI --training_completely_on_snli


Licensed under the Apache License, Version 2.0 (the "License"); you may not use these files except in compliance with the License. You may obtain a copy of the License at

Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.