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EMNLP 2020: Personalized Dialog Generation with Commonsense

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# Code for "Like hiking? You probably enjoy nature: Persona-grounded Dialog with Commonsense Expansions"

[Like hiking? You probably enjoy nature: Persona-grounded Dialog with Commonsense Expansions](https://www.aclweb.org/anthology/2020.emnlp-main.739.pdf)

Bodhisattwa Prasad Majumder, Harsh Jhamtani, Taylor Berg-Kirkpatrick, Julian McAuley

Published at EMNLP 2020.

![compac](https://github.com/majumderb/compac/blob/master/image/compac.png?raw=true)

# Data

Huggingface cleaned dataset

`wget https://s3.amazonaws.com/datasets.huggingface.co/personachat/personachat_self_original.json`

(Optional) Personachat Download:
http://parl.ai/downloads/personachat/personachat.tgz

## COMET-expanded PersonaChat

You can download PersonaChat dataset with added COMET expansions from [here](https://drive.google.com/file/d/1tJih0IecAmP3IlP6TYvDjy3kOpIbMUIH/view?usp=sharing).

# Training

The training script is [here](https://github.com/majumderb/compac/blob/master/models/reinforce_model/train.py). Please download the data (mainly COMET expansions) before training. The training may require 4 2080Tis or higher.

# Citation
If you find `compac` useful for your research, please cite our paper:
```BibTex
@inproceedings{MajumderJBM20,
  author    = {Bodhisattwa Prasad Majumder and
               Harsh Jhamtani and
               Taylor Berg{-}Kirkpatrick and
               Julian J. McAuley},
  title     = {Like hiking? You probably enjoy nature: Persona-grounded Dialog with Commonsense Expansions},
  booktitle = {EMNLP},
  year      = {2020},
  url       = {https://doi.org/10.18653/v1/2020.emnlp-main.739},
  doi       = {10.18653/v1/2020.emnlp-main.739},
}
```

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