|
--- |
|
license: cc-by-nc-nd-4.0 |
|
task_categories: |
|
- text-generation |
|
- text-classification |
|
language: |
|
- ja |
|
tags: |
|
- nlp |
|
- dialogue |
|
- dialogue-corpus |
|
- dialogue-system |
|
size_categories: |
|
- 100M<n<1B |
|
--- |
|
<div align="center"> |
|
<img src="./kokorochat_logo_.png" alt="KokoroChat Logo" width="500"/> |
|
</div> |
|
|
|
|
|
<!-- [](https://drive.google.com/file/d/1T6XgvZii8rZ1kKLgOUGqm3BMvqQAvxEM/view?usp=sharing) --> |
|
[](https://creativecommons.org/licenses/by-nc-nd/4.0/) |
|
[](https://huggingface.co/UEC-InabaLab/Llama-3.1-KokoroChat-High) |
|
[](https://github.com/UEC-InabaLab/KokoroChat) |
|
[](https://aclanthology.org/2025.acl-long.608/) |
|
|
|
|
|
|
|
# KokoroChat: A Japanese Psychological Counseling Dialogue Dataset Collected via Role-Playing by Trained Counselors |
|
|
|
**KokoroChat** is the largest human-collected Japanese psychological counseling dialogue dataset to date (as of June 2025). It was created through role-playing between trained counselors and includes rich, long-form dialogues and detailed client feedback on counseling quality. The dataset supports research on empathetic response generation, dialogue evaluation, and mental health-oriented language modeling. |
|
|
|
This work has been **accepted to the main conference of ACL 2025**. |
|
π [View Paper](https://aclanthology.org/2025.acl-long.608/) |
|
|
|
--- |
|
|
|
## π Key Features |
|
|
|
- 6,589 dialogues, collected between 2020 and 2024 |
|
- Avg. 91.2 utterances per dialogue |
|
- 480 trained counselors simulating online text-based counseling sessions |
|
- 20-dimension Likert-scale client feedback for every session |
|
- Broad topic coverage: mental health, school, family, workplace, romantic issues, etc. |
|
|
|
--- |
|
|
|
## π Dataset Statistics |
|
|
|
| Category | Total | Counselor | Client | |
|
|----------------------------|-----------|-----------|-----------| |
|
| **# Dialogues** | 6,589 | - | - | |
|
| **# Speakers** | 480 | 424 | 463 | |
|
| **# Utterances** | 600,939 | 306,495 | 294,444 | |
|
| **Avg. utterances/dialogue** | 91.20 | 46.52 | 44.69 | |
|
| **Avg. length/utterance** | 28.39 | 35.84 | 20.63 | |
|
|
|
--- |
|
|
|
## π Dataset Structure |
|
|
|
Each sample contains: |
|
- A full counseling dialogue with role labels (counselor / client) and message timestamps |
|
- Structured client feedback on 20 dimensions (0β5 Likert scale) |
|
- Flags for ethical concern checks (optional) |
|
- Predicted topic label (automatically annotated by GPT-4o-mini) |
|
|
|
π See the `kokorochat_dialogues` folder for the complete dataset. |
|
|
|
--- |
|
|
|
## π€ Models Trained on KokoroChat |
|
|
|
The following models were fine-tuned on subsets of the KokoroChat dataset with different feedback score ranges: |
|
|
|
- [**Llama-3.1-KokoroChat-Low**](https://huggingface.co/UEC-InabaLab/Llama-3.1-KokoroChat-Low): |
|
Fine-tuned on **3,870 dialogues** with client feedback scores **< 70** |
|
|
|
- [**Llama-3.1-KokoroChat-High**](https://huggingface.co/UEC-InabaLab/Llama-3.1-KokoroChat-High): |
|
Fine-tuned on **2,601 dialogues** with scores between **70 and 98** |
|
|
|
- [**Llama-3.1-KokoroChat-Full**](https://huggingface.co/UEC-InabaLab/Llama-3.1-KokoroChat-Full): |
|
Fine-tuned on **6,471 dialogues** (excluding 118 test samples with score β₯ 99), with scores **β€ 98** |
|
|
|
- π€ **Score Prediction Model**: |
|
- [Llama-3.1-KokoroChat-ScorePrediction](https://huggingface.co/UEC-InabaLab/Llama-3.1-KokoroChat-ScorePrediction): fine-tuned to **predict client feedback scores** based on the full counseling dialogue history. |
|
|
|
|
|
--- |
|
|
|
## π Citation |
|
|
|
If you use this dataset, please cite the following paper: |
|
|
|
```bibtex |
|
@inproceedings{qi2025kokorochat, |
|
title = {KokoroChat: A Japanese Psychological Counseling Dialogue Dataset Collected via Role-Playing by Trained Counselors}, |
|
author = {Zhiyang Qi and Takumasa Kaneko and Keiko Takamizo and Mariko Ukiyo and Michimasa Inaba}, |
|
booktitle = {Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics}, |
|
year = {2025}, |
|
url = {https://github.com/UEC-InabaLab/KokoroChat} |
|
} |
|
``` |
|
|
|
--- |
|
|
|
## βοΈ License |
|
|
|
KokoroChat is released under the [**Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)**](https://creativecommons.org/licenses/by-nc-nd/4.0/) license. |
|
|
|
[![CC BY-NC-ND 4.0][cc-by-nc-nd-image]][cc-by-nc-nd] |
|
|
|
[cc-by-nc-nd]: http://creativecommons.org/licenses/by-nc-nd/4.0/ |
|
[cc-by-nc-nd-image]: https://licensebuttons.net/l/by-nc-nd/4.0/88x31.png |
|
[cc-by-nc-nd-shield]: https://img.shields.io/badge/License-CC%20BY--NC--ND%204.0-lightgrey.svg |