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1.basic-seq2seq.ipynb
1.basic-seq2seq.ipynb
 
 
10.basic-birnn-seq2seq-contrib-greedy.ipynb
10.basic-birnn-seq2seq-contrib-greedy.ipynb
 
 
11.lstm-birnn-seq2seq-contrib-greedy.ipynb
11.lstm-birnn-seq2seq-contrib-greedy.ipynb
 
 
12.gru-birnn-seq2seq-contrib-greedy.ipynb
12.gru-birnn-seq2seq-contrib-greedy.ipynb
 
 
13.basic-seq2seq-luong.ipynb
13.basic-seq2seq-luong.ipynb
 
 
14.lstm-seq2seq-luong.ipynb
14.lstm-seq2seq-luong.ipynb
 
 
16.basic-seq2seq-bahdanau.ipynb
16.basic-seq2seq-bahdanau.ipynb
 
 
17.lstm-seq2seq-bahdanau.ipynb
17.lstm-seq2seq-bahdanau.ipynb
 
 
18.gru-seq2seq-bahdanau.ipynb
18.gru-seq2seq-bahdanau.ipynb
 
 
19.basic-birnn-seq2seq-bahdanau.ipynb
19.basic-birnn-seq2seq-bahdanau.ipynb
 
 
2.lstm-seq2seq.ipynb
2.lstm-seq2seq.ipynb
 
 
20.lstm-birnn-seq2seq-bahdanau.ipynb
20.lstm-birnn-seq2seq-bahdanau.ipynb
 
 
21.gru-birnn-seq2seq-bahdanau.ipynb
21.gru-birnn-seq2seq-bahdanau.ipynb
 
 
22.basic-birnn-seq2seq-luong.ipynb
22.basic-birnn-seq2seq-luong.ipynb
 
 
23.lstm-birnn-seq2seq-luong.ipynb
23.lstm-birnn-seq2seq-luong.ipynb
 
 
24.gru-birnn-seq2seq-luong.ipynb
24.gru-birnn-seq2seq-luong.ipynb
 
 
25.lstm-seq2seq-contrib-greedy-luong.ipynb
25.lstm-seq2seq-contrib-greedy-luong.ipynb
 
 
26.gru-seq2seq-contrib-greedy-luong.ipynb
26.gru-seq2seq-contrib-greedy-luong.ipynb
 
 
27.lstm-seq2seq-contrib-greedy-bahdanau.ipynb
27.lstm-seq2seq-contrib-greedy-bahdanau.ipynb
 
 
28.gru-seq2seq-contrib-greedy-bahdanau.ipynb
28.gru-seq2seq-contrib-greedy-bahdanau.ipynb
 
 
29.lstm-seq2seq-contrib-beam-bahdanau.ipynb
29.lstm-seq2seq-contrib-beam-bahdanau.ipynb
 
 
3.gru-seq2seq.ipynb
3.gru-seq2seq.ipynb
 
 
30.gru-seq2seq-contrib-beam-bahdanau.ipynb
30.gru-seq2seq-contrib-beam-bahdanau.ipynb
 
 
31.lstm-birnn-seq2seq-contrib-beam-luong.ipynb
31.lstm-birnn-seq2seq-contrib-beam-luong.ipynb
 
 
32.gru-birnn-seq2seq-contrib-beam-luong.ipynb
32.gru-birnn-seq2seq-contrib-beam-luong.ipynb
 
 
33.lstm-birnn-seq2seq-contrib-luong-bahdanau-beam.ipynb
33.lstm-birnn-seq2seq-contrib-luong-bahdanau-beam.ipynb
 
 
34.gru-birnn-seq2seq-contrib-luong-bahdanau-beam.ipynb
34.gru-birnn-seq2seq-contrib-luong-bahdanau-beam.ipynb
 
 
35.bytenet-greedy.ipynb
35.bytenet-greedy.ipynb
 
 
36.capsule-lstm-seq2seq-contrib-greedy.ipynb
36.capsule-lstm-seq2seq-contrib-greedy.ipynb
 
 
37.capsule-gru-seq2seq-contrib-greedy.ipynb
37.capsule-gru-seq2seq-contrib-greedy.ipynb
 
 
38.dnc-seq2seq-bahdanau-greedy.ipynb
38.dnc-seq2seq-bahdanau-greedy.ipynb
 
 
39.dnc-seq2seq-luong-greedy.ipynb
39.dnc-seq2seq-luong-greedy.ipynb
 
 
4.basic-seq2seq-contrib-greedy.ipynb
4.basic-seq2seq-contrib-greedy.ipynb
 
 
40.lstm-birnn-seq2seq-beam-luongmonotic.ipynb
40.lstm-birnn-seq2seq-beam-luongmonotic.ipynb
 
 
41.lstm-birnn-seq2seq-beam-bahdanaumonotic.ipynb
41.lstm-birnn-seq2seq-beam-bahdanaumonotic.ipynb
 
 
42.memory-network-lstm-seq2seq-contrib.ipynb
42.memory-network-lstm-seq2seq-contrib.ipynb
 
 
43.attention-is-all-you-need-beam.ipynb
43.attention-is-all-you-need-beam.ipynb
 
 
44.conv-seq2seq.ipynb
44.conv-seq2seq.ipynb
 
 
45.conv-encoder-lstm-decoder.ipynb
45.conv-encoder-lstm-decoder.ipynb
 
 
46.dilated-conv-seq2seq.ipynb
46.dilated-conv-seq2seq.ipynb
 
 
47.gru-birnn-esidual-seq2seq-greedy.ipynb
47.gru-birnn-esidual-seq2seq-greedy.ipynb
 
 
47.gru-birnn-seq2seq-greedy-residual.ipynb
47.gru-birnn-seq2seq-greedy-residual.ipynb
 
 
48.google-nmt.ipynb
48.google-nmt.ipynb
 
 
49.bert-multilanguage-transformer-decoder-beam.ipynb
49.bert-multilanguage-transformer-decoder-beam.ipynb
 
 
5.lstm-seq2seq-contrib-greedy.ipynb
5.lstm-seq2seq-contrib-greedy.ipynb
 
 
50.xlnet-base-transformer-decoder-beam.ipynb
50.xlnet-base-transformer-decoder-beam.ipynb
 
 
6.gru-seq2seq-contrib-greedy.ipynb
6.gru-seq2seq-contrib-greedy.ipynb
 
 
7.basic-birnn-seq2seq.ipynb
7.basic-birnn-seq2seq.ipynb
 
 
8.lstm-birnn-seq2seq.ipynb
8.lstm-birnn-seq2seq.ipynb
 
 
9.gru-birnn-seq2seq.ipynb
9.gru-birnn-seq2seq.ipynb
 
 
README.md
README.md
 
 
access.py
access.py
 
 
addressing.py
addressing.py
 
 
bert-preprocessing.ipynb
bert-preprocessing.ipynb
 
 
dnc.py
dnc.py
 
 
download-preprocess-dataset.ipynb
download-preprocess-dataset.ipynb
 
 
gpt_2.py
gpt_2.py
 
 
util.py
util.py
 
 
xlnet-preprocessing.ipynb
xlnet-preprocessing.ipynb
 
 

README.md

How-to

  1. Run download-preprocess-dataset.ipynb to download dataset and preprocessing.
  2. Run any notebook using Jupyter Notebook.

Accuracy, not sorted

  1. Trainset to train, validation and test set to test
  2. Based on 20 epochs
  3. Accuracy based on word positions
  4. Some results are empty because the models are slow to train, still waiting for the results
  5. Sort from shortest length to longest length and do bucketing from it will improve the accuracy by a lot.
name accuracy
1.basic-seq2seq 0.103391
2.lstm-seq2seq 0.118877
3.gru-seq2seq 0.115032
4.basic-seq2seq-contrib-greedy 0.252812
5.lstm-seq2seq-contrib-greedy 0.330939
6.gru-seq2seq-greedy 0.312779
7.basic-birnn-seq2seq-manual 0.125462
8.lstm-birnn-seq2seq-manual 0.121065
9.gru-birnn-seq2seq-manual 0.119774
10.basic-birnn-seq2seq-greedy 0.274987
11.lstm-birnn-seq2seq-greedy 0.342469
12.gru-birnn-seq2seq-greedy 0.325840
13.basic-seq2seq-luong 0.023959
14.lstm-seq2seq-luong 0.130840
15.gru-seq2seq-luong 0.073492
16.basic-seq2seq-bahdanau 0.132169
17.lstm-seq2seq-bahdanau 0.133821
18.gru-seq2seq-bahdanau 0.140176
19.basic-birnn-seq2seq-bahdanau 0.138824
20.lstm-birnn-seq2seq-bahdanau 0.131571
21.gru-birnn-seq2seq-bahdanau 0.134661
22.basic-birnn-seq2seq-luong 0.074942
23.lstm-birnn-seq2seq-luong 0.132617
24.gru-birnn-seq2seq-luong 0.137604
25.lstm-seq2seq-contrib-greedy-luong 0.455244
26.gru-seq2seq-contrib-greedy-luong 0.081386
27.lstm-seq2seq-contrib-greedy-bahdanau 0.438774
28.gru-seq2seq-contrib-greedy-bahdanau 0.441251
29.lstm-seq2seq-contrib-beam-bahdanau 0.244880
30.gru-seq2seq-contrib-beam-bahdanau 0.222577
31.lstm-birnn-seq2seq-contrib-beam-luong 0.241488
32.gru-birnn-seq2seq-contrib-beam-luong 0.223249
33.lstm-birnn-seq2seq-contrib-luong-bahdanau-beam
34.gru-birnn-seq2seq-contrib-luong-bahdanau-beam
35.bytenet-greedy
36.capsule-lstm-seq2seq-contrib-greedy
37.capsule-gru-seq2seq-contrib-greedy
38.dnc-seq2seq-bahdanau-greedy
39.dnc-seq2seq-luong-greedy
40.lstm-birnn-seq2seq-beam-luongmonotic 0.272306
41.lstm-birnn-seq2seq-beam-bahdanaumonotic 0.263432
42.memory-network-lstm-seq2seq-contrib 0.280245
43.attention-is-all-you-need-beam 0.378041
44.conv-seq2seq 0.337291
45.conv-encoder-lstm-decoder 0.329069
46.dilated-conv-seq2seq 0.331730
47.gru-birnn-seq2seq-greedy-residual 0.343508
48.google-nmt 0.330886
49.bert-transformer-decoder-beam 0.446938
50.xlnet-base-transformer-decoder-beam 0.288339