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disentangle's Introduction

Disentangle

This repository contains the source code and data for the paper: DialBERT: A Hierarchical Pre-Trained Model for Conversation Disentanglement https://arxiv.org/abs/2004.03760

Dependencies

Python 3.6 Tensorflow 1.14.0

Results

Get adaptation and Pre-train checkpoints

This is Adaptation model

https://drive.google.com/drive/folders/1n6ymYqM1xv08mWW0I-kHIBylK4VR6W-F?usp=sharing

This is BERT-base Pre-trained checkpoints

https://drive.google.com/drive/folders/13Q0OtsRKSAEilt4U-ycQBa4CWFsGHbpv?usp=sharingcd ..

Train a new model

cd Disentangle/scripts/bash_file/
bash train_exloss.sh

Get the results of all evaluation matrics

cd Disentangle/scripts/ckpt/your_ckpt
base valid.sh

Cite

@article{DBLP:journals/corr/abs-2004-03760,
  author    = {Tianda Li and
               Jia{-}Chen Gu and
               Xiaodan Zhu and
               Quan Liu and
               Zhen{-}Hua Ling and
               Zhiming Su and
               Si Wei},
  title     = {DialBERT: {A} Hierarchical Pre-Trained Model for Conversation Disentanglement},
  journal   = {CoRR},
  volume    = {abs/2004.03760},
  year      = {2020},
  url       = {https://arxiv.org/abs/2004.03760},
  archivePrefix = {arXiv},
  eprint    = {2004.03760},
  timestamp = {Tue, 14 Apr 2020 16:40:34 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/abs-2004-03760.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

disentangle's People

Contributors

teddli avatar

Stargazers

Gabriel Lesperance avatar Arseni Zemskov avatar  avatar KV Aditya Srivatsa avatar Suyu Liu avatar Yaxin Fan avatar zeyu li avatar gaojingsheng avatar Kexun Zhang avatar Jia-Chen Gu avatar

Watchers

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