Copyright © 2021 CoAI Group, Tsinghua University. All rights reserved. Data and codes are for academic research use only.
Codes for the ACL 2021 paper: Towards Emotional Support Dialog Systems
If you request for the ESConv dataset, please contact us through E-mail:
- Chujie Zheng (郑楚杰): zcj16 AT tsinghua DOT org DOT cn
- Minlie Huang (黄民烈): aihuang AT tsinghua DOT edu DOT cn
If you use our codes or your research is related to our paper, please kindly cite our paper:
@inproceedings{liu-etal-2021-towards,
title={Towards Emotional Support Dialog Systems},
author={Liu, Siyang and
Zheng, Chujie and
Demasi, Orianna and
Sabour, Sahand and
Li, Yu and
Yu, Zhou and
Jiang, Yong and
Huang, Minlie},
booktitle={Proceedings of the 59th annual meeting of the Association for Computational Linguistics},
year={2021}
}
The corpus file is ESConv.json
. We have collected more conversations with more problem topics. ESConv now contians 1,300 conversations with 10 topic problems.
Problem Category | ongoing depression | breakup with partner | job crisis | problems with friends | academic pressure | procras- tination* |
alcohol abuse* | issues with parent* | sleep problems* | appearance anxiety* | school bullying* | issues with children* |
---|---|---|---|---|---|---|---|---|---|---|---|---|
Number | 351 | 239 | 280 | 179 | 156 | 13 | 12 | 18 | 28 | 12 | 2 | 10 |
* denotes the new topics added during the second collection. We hope new data supports the future research in transferring the ability of models from old topics to new ones.
Strategy Category | Number |
---|---|
Questions | 3801(20.7%) |
Self-disclosure | 1713(9.3%) |
Affirmation and Reassurance | 2827(15.4%) |
Providing Suggestions | 2954(16.1%) |
Other | 3661(18.3%) / 3341(18.2%) |
Reflection of feelings | 1436(7.8%) |
Information | 1215(6.6%) |
Restatement or Paraphrasing | 1089(5.9%) |
We provide two versions of model implementation:
codes
is the version that we used in the original experimentscodes_zcj
is the version reproduced by @chujiezheng