suriyadeepan / Augmented_seq2seq
Licence: gpl-3.0
enhance seq2seq model for open ended dialog generation
Stars: ✭ 29
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python
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Augmented Seq2seq
- [x] Vanilla Seq2seq
- [x] Conditioning decoder on external context
- [x] Dynamic Decoder (teacher forcing removed)
- [x] Language Modeling with encoder
- [x] Bidirectional encoder
- [ ] RNNSearch : Soft Alignment
- [ ] Multi-turn Conversation Modeling with Hierarchical Recurrent Encoder-Decoder (HRED)
- [ ] Memory augmentation
Reference
- Ed Grefenstette, Beyond Sequence to Sequence with Augmented RNNs video, slides
- Neural Machine Translation by Jointly Learning to Align and Translate
- End-to-End Memory Networks
- Building End-To-End Dialogue Systems Using Generative Hierarchical Neural Network Models
- Advanced Seq2seq in tensorflow
- Beam Search
- Multi-task Learning in tensorflow
- Enhanced Attention-based Encoder-Decoder model for NMT
Credits
- thank you @ematvey, for helping me understand
raw_rnn
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