Create README.md
Browse files
README.md
ADDED
|
@@ -0,0 +1,96 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: cc-by-sa-4.0
|
| 3 |
+
language:
|
| 4 |
+
- ko
|
| 5 |
+
tags:
|
| 6 |
+
- motivational-interviewing
|
| 7 |
+
- mi
|
| 8 |
+
- chatbot
|
| 9 |
+
- mental-health
|
| 10 |
+
- korean
|
| 11 |
+
- annomi
|
| 12 |
+
- fine-tuned
|
| 13 |
+
- llama
|
| 14 |
+
- gguf
|
| 15 |
+
datasets:
|
| 16 |
+
- AnnoMI
|
| 17 |
+
model-index:
|
| 18 |
+
- name: MI-BLOSSOM (Korean Motivational Interviewing Chatbot)
|
| 19 |
+
results: []
|
| 20 |
+
---
|
| 21 |
+
|
| 22 |
+
# ๐ฌ MI-BLOSSOM: Korean Motivational Interviewing Chatbot (AnnoMI-based)
|
| 23 |
+
|
| 24 |
+
## ๐ง ๋ชจ๋ธ ๊ฐ์
|
| 25 |
+
|
| 26 |
+
**MI-BLOSSOM**์ Transtheoretical Model (TTM)์ **Contemplation ๋จ๊ณ**๋ฅผ ์ํ
|
| 27 |
+
**ํ๊ตญ์ด ๋๊ธฐ๊ฐํ๋ฉด๋ด(Motivational Interviewing, MI)** ์ฑ๋ด ๋ชจ๋ธ์
๋๋ค.
|
| 28 |
+
๋ณธ ๋ชจ๋ธ์ **GPT ์์ฑ ๋ฐ์ดํฐ๋ฅผ ์ฌ์ฉํ์ง ์๊ณ **,
|
| 29 |
+
**์ค์ ์๋ด ๋ํ๋ฅผ ๊ธฐ๋ฐ์ผ๋ก ํ ๊ณต๊ฐ ๋ฐ์ดํฐ์
์ธ [AnnoMI](https://github.com/RUCAIBox/AnnoMI)**๋ง์ ์ด์ฉํด ํ์ต๋์์ต๋๋ค.
|
| 30 |
+
|
| 31 |
+
- โ
๋๊ธฐ ํ์, ์๊ฐ๊ฐ์ ํด์, ๋ณํ๋ฅผ ํฅํ ์ง๋ฌธ์ ์ต์ ํ
|
| 32 |
+
- โ
์ค์ ์๋ด๊ฐ ๋ฐํ ์ ํ(label: reflection, question ๋ฑ)์ ๊ธฐ๋ฐํ fine-tuning
|
| 33 |
+
- โ
GGUF ํฌ๋งท์ผ๋ก llama.cpp ๋ฐ ๋ค์ํ ํ๊ฒฝ์์ ์คํ ๊ฐ๋ฅ
|
| 34 |
+
|
| 35 |
+
---
|
| 36 |
+
|
| 37 |
+
## ๐ ๋ฐ์ดํฐ ์ถ์ฒ
|
| 38 |
+
|
| 39 |
+
- ๐ **AnnoMI Dataset (Wu et al., ICASSP 2022)**
|
| 40 |
+
- ์ค์ ์๋ด ๋ํ์์ ์ถ์ถ๋ ๋ค์คํด ์ฝํผ์ค
|
| 41 |
+
- ์๋ด๊ฐ ๋ฐํ ์ ํ: reflection, question ๋ฑ
|
| 42 |
+
- ๋ด๋ด์ ์ธ์ด: change talk, sustain talk ๊ตฌ๋ถ ํฌํจ
|
| 43 |
+
- ์๋ฌธ ๋งํฌ: [https://github.com/RUCAIBox/AnnoMI](https://github.com/RUCAIBox/AnnoMI)
|
| 44 |
+
|
| 45 |
+
---
|
| 46 |
+
|
| 47 |
+
## ๐งพ ์ฌ์ฉ ๋ชฉ์
|
| 48 |
+
|
| 49 |
+
- ๐ ์ฌ์ฉ์์ ๋ด์ ๊ฐ๋ฑ, ์ ํญ, ๋ชจํธํจ์ ๋นํ๋จ์ ์ผ๋ก ํ์
|
| 50 |
+
- ๐ฌ ๋ด๋ด์์ **๋ณํ ๋๊ธฐ**๋ฅผ ์ค์ค๋ก ๋ฐ๊ฒฌํ ์ ์๋๋ก ๋๋ ์ง๋ฌธ ์ ๋
|
| 51 |
+
- ๐ ์ค๋์ด ์๋ **๊ฒฝ์ฒญ๊ณผ ๋ฐ์ ์ค์ฌ**์ ์๋ด ๋ํ ๊ตฌํ
|
| 52 |
+
|
| 53 |
+
---
|
| 54 |
+
|
| 55 |
+
## ๐ ๋ชจ๋ธ ์ ๋ณด
|
| 56 |
+
|
| 57 |
+
| ํญ๋ชฉ | ์ค๋ช
|
|
| 58 |
+
|------------------|------|
|
| 59 |
+
| Base model | llama-3-Korean-Bllossom-8B |
|
| 60 |
+
| Fine-tuned on | AnnoMI ๋ํ ๋ฐ์ดํฐ์
|
|
| 61 |
+
| Format | GGUF (`merged-mi-chat-q4_k_m.gguf`) |
|
| 62 |
+
| Compatibility | llama.cpp, text-generation-webui, koboldcpp ๋ฑ |
|
| 63 |
+
| Tokenization | SentencePiece (ํ๊ตญ์ด BPE ๊ธฐ๋ฐ) |
|
| 64 |
+
|
| 65 |
+
---
|
| 66 |
+
|
| 67 |
+
## ๐ฌ ์์ ๋ํ
|
| 68 |
+
|
| 69 |
+
```plaintext
|
| 70 |
+
[์ฌ์ฉ์] ํด์ผ ํ๋ค๋ ๊ฑด ์์ง๋ง, ์์งํ ๊ท์ฐฎ๊ณ ์์ ๋ ์์ด์.
|
| 71 |
+
|
| 72 |
+
[์ฑ๋ด] ๊ทธ๋ฐ ๋ง์์ด ๋๋ ์ด์ ๊ฐ ๋ถ๋ช
์์ผ์ค ๊ฒ ๊ฐ์์.
|
| 73 |
+
๊ทธ๋ผ์๋ ๋ถ๊ตฌํ๊ณ ์์ ์ ์ค์ค๋ก ๋ณํ์ ์ฑ๊ณตํ๋ ์ ์ด ์๋ค๋ฉด, ์ด๋ค ๊ฒฝํ์ด ๋ ์ค๋ฅด์๋์?
|
| 74 |
+
```
|
| 75 |
+
|
| 76 |
+
---
|
| 77 |
+
|
| 78 |
+
## โ ๏ธ ์ ์์ฌํญ
|
| 79 |
+
|
| 80 |
+
- ๋ณธ ๋ชจ๋ธ์ ์ ๋ฌธ ์ฌ๋ฆฌ์๋ด์ ๋์ฒดํ์ง ์์ผ๋ฉฐ, ์ฐ๊ตฌยท๊ต์กยท๋น์์
์ ์ฌ์ฉ์ ๊ถ์ฅํฉ๋๋ค.
|
| 81 |
+
- ํ์ต ๋ฐ์ดํฐ๋ ์ค์ ์๋ด ๋ฐํ ๊ธฐ๋ฐ์ด์ง๋ง, ์ถ๋ ฅ ๊ฒฐ๊ณผ์ ๋ํ ์์์ ๊ฒํ ๋ ํฌํจ๋์ง ์์ต๋๋ค.
|
| 82 |
+
|
| 83 |
+
---
|
| 84 |
+
|
| 85 |
+
## ๐ฉโ๐ป ๊ฐ๋ฐ์ ์ ๋ณด
|
| 86 |
+
|
| 87 |
+
- ์ด๋ฆ: ์ค์์ (SoYoung Yun)
|
| 88 |
+
- ์์: ์ฑ๊ท ๊ด๋ํ๊ต (Sungkyunkwan University)
|
| 89 |
+
- ์ด๋ฉ์ผ: thdud041113@g.skku.edu
|
| 90 |
+
- GitHub: [@yunsoyoung2004](https://github.com/yunsoyoung2004)
|
| 91 |
+
|
| 92 |
+
---
|
| 93 |
+
|
| 94 |
+
> ๐ง *MI-BLOSSOM์ ๋ณํ์ ๊ฐ๋ฅ์ฑ์ ์ฌ์ฉ์์ ์ธ์ด ์์์ ๋ฐ๊ฒฌํ๋๋ก ๋์์ฃผ๋
|
| 95 |
+
> ํ๊ตญ์ด ๋๊ธฐ๊ฐํ๋ฉด๋ด(MI) ํนํ ์ฑ๋ด ๋ชจ๋ธ์
๋๋ค.*
|
| 96 |
+
> AnnoMI ๊ธฐ๋ฐ์ผ๋ก ์ ๋ขฐ์ฑ๊ณผ ์๋ด ์ผ๊ด์ฑ์ ํ๋ณดํ์ต๋๋ค.
|