๐Ÿ’ฌ MI-BLOSSOM: Korean Motivational Interviewing Chatbot (AnnoMI-based)

๐Ÿง  ๋ชจ๋ธ ๊ฐœ์š”

MI-BLOSSOM์€ Transtheoretical Model (TTM)์˜ Contemplation ๋‹จ๊ณ„๋ฅผ ์œ„ํ•œ
ํ•œ๊ตญ์–ด ๋™๊ธฐ๊ฐ•ํ™”๋ฉด๋‹ด(Motivational Interviewing, MI) ์ฑ—๋ด‡ ๋ชจ๋ธ์ž…๋‹ˆ๋‹ค.
๋ณธ ๋ชจ๋ธ์€ GPT ์ƒ์„ฑ ๋ฐ์ดํ„ฐ๋ฅผ ์‚ฌ์šฉํ•˜์ง€ ์•Š๊ณ ,
**์‹ค์ œ ์ƒ๋‹ด ๋Œ€ํ™”๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•œ ๊ณต๊ฐœ ๋ฐ์ดํ„ฐ์…‹์ธ AnnoMI**๋งŒ์„ ์ด์šฉํ•ด ํ•™์Šต๋˜์—ˆ์Šต๋‹ˆ๋‹ค.

  • โœ… ๋™๊ธฐ ํƒ์ƒ‰, ์–‘๊ฐ€๊ฐ์ • ํ•ด์†Œ, ๋ณ€ํ™”๋ฅผ ํ–ฅํ•œ ์งˆ๋ฌธ์— ์ตœ์ ํ™”
  • โœ… ์‹ค์ œ ์ƒ๋‹ด๊ฐ€ ๋ฐœํ™” ์œ ํ˜•(label: reflection, question ๋“ฑ)์— ๊ธฐ๋ฐ˜ํ•œ fine-tuning
  • โœ… GGUF ํฌ๋งท์œผ๋กœ llama.cpp ๋ฐ ๋‹ค์–‘ํ•œ ํ™˜๊ฒฝ์—์„œ ์‹คํ–‰ ๊ฐ€๋Šฅ

๐Ÿ—ƒ ๋ฐ์ดํ„ฐ ์ถœ์ฒ˜

  • ๐Ÿ“š AnnoMI Dataset (Wu et al., ICASSP 2022)
    • ์‹ค์ œ ์ƒ๋‹ด ๋Œ€ํ™”์—์„œ ์ถ”์ถœ๋œ ๋‹ค์ค‘ํ„ด ์ฝ”ํผ์Šค
    • ์ƒ๋‹ด๊ฐ€ ๋ฐœํ™” ์œ ํ˜•: reflection, question ๋“ฑ
    • ๋‚ด๋‹ด์ž ์–ธ์–ด: change talk, sustain talk ๊ตฌ๋ถ„ ํฌํ•จ
    • ์›๋ฌธ ๋งํฌ: https://github.com/RUCAIBox/AnnoMI

๐Ÿงพ ์‚ฌ์šฉ ๋ชฉ์ 

  • ๐Ÿ”Ž ์‚ฌ์šฉ์ž์˜ ๋‚ด์  ๊ฐˆ๋“ฑ, ์ €ํ•ญ, ๋ชจํ˜ธํ•จ์„ ๋น„ํŒ๋‹จ์ ์œผ๋กœ ํƒ์ƒ‰
  • ๐Ÿ’ฌ ๋‚ด๋‹ด์ž์˜ ๋ณ€ํ™” ๋™๊ธฐ๋ฅผ ์Šค์Šค๋กœ ๋ฐœ๊ฒฌํ•  ์ˆ˜ ์žˆ๋„๋ก ๋•๋Š” ์งˆ๋ฌธ ์œ ๋„
  • ๐Ÿ™ ์„ค๋“์ด ์•„๋‹Œ ๊ฒฝ์ฒญ๊ณผ ๋ฐ˜์˜ ์ค‘์‹ฌ์˜ ์ƒ๋‹ด ๋Œ€ํ™” ๊ตฌํ˜„

๐Ÿ›  ๋ชจ๋ธ ์ •๋ณด

ํ•ญ๋ชฉ ์„ค๋ช…
Base model llama-3-Korean-Bllossom-8B
Fine-tuned on AnnoMI ๋Œ€ํ™” ๋ฐ์ดํ„ฐ์…‹
Format GGUF (merged-mi-chat-q4_k_m.gguf)
Compatibility llama.cpp, text-generation-webui, koboldcpp ๋“ฑ
Tokenization SentencePiece (ํ•œ๊ตญ์–ด BPE ๊ธฐ๋ฐ˜)

๐Ÿ’ฌ ์˜ˆ์‹œ ๋Œ€ํ™”

[์‚ฌ์šฉ์ž] ํ•ด์•ผ ํ•œ๋‹ค๋Š” ๊ฑด ์•Œ์ง€๋งŒ, ์†”์งํžˆ ๊ท€์ฐฎ๊ณ  ์ž์‹ ๋„ ์—†์–ด์š”.

[์ฑ—๋ด‡] ๊ทธ๋Ÿฐ ๋งˆ์Œ์ด ๋“œ๋Š” ์ด์œ ๊ฐ€ ๋ถ„๋ช… ์žˆ์œผ์‹ค ๊ฒƒ ๊ฐ™์•„์š”.  
๊ทธ๋Ÿผ์—๋„ ๋ถˆ๊ตฌํ•˜๊ณ  ์˜ˆ์ „์— ์Šค์Šค๋กœ ๋ณ€ํ™”์— ์„ฑ๊ณตํ–ˆ๋˜ ์ ์ด ์žˆ๋‹ค๋ฉด, ์–ด๋–ค ๊ฒฝํ—˜์ด ๋– ์˜ค๋ฅด์‹œ๋‚˜์š”?

โš ๏ธ ์œ ์˜์‚ฌํ•ญ

  • ๋ณธ ๋ชจ๋ธ์€ ์ „๋ฌธ ์‹ฌ๋ฆฌ์ƒ๋‹ด์„ ๋Œ€์ฒดํ•˜์ง€ ์•Š์œผ๋ฉฐ, ์—ฐ๊ตฌยท๊ต์œกยท๋น„์ƒ์—…์  ์‚ฌ์šฉ์„ ๊ถŒ์žฅํ•ฉ๋‹ˆ๋‹ค.
  • ํ•™์Šต ๋ฐ์ดํ„ฐ๋Š” ์‹ค์ œ ์ƒ๋‹ด ๋ฐœํ™” ๊ธฐ๋ฐ˜์ด์ง€๋งŒ, ์ถœ๋ ฅ ๊ฒฐ๊ณผ์— ๋Œ€ํ•œ ์ž„์ƒ์  ๊ฒ€ํ† ๋Š” ํฌํ•จ๋˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค.

๐Ÿ‘ฉโ€๐Ÿ’ป ๊ฐœ๋ฐœ์ž ์ •๋ณด

  • ์ด๋ฆ„: ์œค์†Œ์˜ (SoYoung Yun)
  • ์†Œ์†: ์„ฑ๊ท ๊ด€๋Œ€ํ•™๊ต (Sungkyunkwan University)
  • ์ด๋ฉ”์ผ: thdud041113@g.skku.edu
  • GitHub: @yunsoyoung2004

๐Ÿง  MI-BLOSSOM์€ ๋ณ€ํ™”์˜ ๊ฐ€๋Šฅ์„ฑ์„ ์‚ฌ์šฉ์ž์˜ ์–ธ์–ด ์†์—์„œ ๋ฐœ๊ฒฌํ•˜๋„๋ก ๋„์™€์ฃผ๋Š”
ํ•œ๊ตญ์–ด ๋™๊ธฐ๊ฐ•ํ™”๋ฉด๋‹ด(MI) ํŠนํ™” ์ฑ—๋ด‡ ๋ชจ๋ธ์ž…๋‹ˆ๋‹ค.

AnnoMI ๊ธฐ๋ฐ˜์œผ๋กœ ์‹ ๋ขฐ์„ฑ๊ณผ ์ƒ๋‹ด ์ผ๊ด€์„ฑ์„ ํ™•๋ณดํ–ˆ์Šต๋‹ˆ๋‹ค.

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