Implementation of Papers

Implementation of Selected Paper Published in Conferences such as ACL, NeurIPS, ICLR, ICML, EMNLP, ACM, and reputed Journals

Papers Details

• LSTM based Sequence-to-Sequence model
• Pointer mechanism for handling Out of Vocabulary (OOV) words See et al. (2017) (ACL)
• Deliberation Networks: Sequence Generation Beyond One Pass Decoder Y Xia et.al.(2019). (Ongoing) (NeurIPS)
• Hindi-to English Neural Machine Translation using Attention Model Paper (2019) (Ongoing)

Requirements

• PyTorch
• Tensorflow
• Python 2 & 3

LSTM based Sequence-to-Sequence Model

A end-to-end sequence to sequence LSTM based model tp perform tasks such as text generation, basic chatbots, machine translation, etc.

python seq2seq.py --gpuid 0 --rnntype 1

A evaluation and graph visualization on tensorboard iby using:

tensorboard --logdir logs