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README.md
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license: gemma
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---
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license: gemma
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language:
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- ko
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pipeline_tag: text-generation
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---
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<p align="left">
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<img src="<data:image/jpeg;base64,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width="50%"/>
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</p>
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# Devocean-06/Spam_Filter-gemma
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> Update @ 2025.10.19: First release of Spam filter XAI
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<!-- Provide a quick summary of what the model is/does. -->
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**Resources and Technical Documentation**:
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* [Gemma3 Model](https://huggingface.co/google/gemma-3-4b-it)
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**Citation**
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```bibtex
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@misc {Devocean-06/Spam_Filter-gemma,
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author = { {SK Devoceon-06 On device LLM} },
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title = { Spam filter & XAI },
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year = 2025,
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url = { https://huggingface.co/Devocean-06/Spam_Filter-gemma },
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publisher = { Hugging Face }
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}
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```
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**Model Developers**: SK Devoceon-06 On device LLM
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# Model Information
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**Skitty**๋ ๋ค์ํ ํํ์ ์คํธ ๋ฌธ์๋ฅผ ํํฐ๋งํ๊ณ ,
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โ์ ์คํธ์ผ๋ก ๋ถ๋ฅ๋์๋๊ฐโ๋ฅผ **๋
ผ๋ฆฌ์ ์ผ๋ก ์ค๋ช
ํ ์ ์๋ sLLM** (Small Language Model)์
๋๋ค.
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๋ชจ๋ธ์ ๋จ์ ๋ถ๋ฅ๋ฅผ ๋์ด, ํ๋จ ๊ทผ๊ฑฐ(reason)๋ฅผ ๋ช
์์ ์ผ๋ก ์ถ๋ ฅํ๋๋ก ์ค๊ณ๋์์ต๋๋ค.
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---
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## ๐ง Description
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์ด ๋ชจ๋ธ์ **์ค๋งํธ ์น์ ๋น
๋ฐ์ดํฐ ํ๋ซํผ(2025)**๏ฟฝ๏ฟฝ ํตํด ํ๋ณดํ
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์ต์ ์คํธ ๋ฌธ์ ๋ฐ์ดํฐ์
์ ๊ธฐ๋ฐ์ผ๋ก ํ์ต๋์์ต๋๋ค.
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### ๐ ๋ฐ์ดํฐ ๋ฐ ์ ์ฒ๋ฆฌ
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- **๋ฐ์ดํฐ ์ถ์ฒ**: 2025๋
๋ ์ค๋งํธ ์น์ ๋น
๋ฐ์ดํฐ ํ๋ซํผ ์คํธ ๋ฌธ์ ๋ฐ์ดํฐ์
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- **์ค๋ณต ์ ๊ฑฐ**: `SimHash` ๊ธฐ๋ฐ์ ๊ทผ์ฌ ์ค๋ณต ํํฐ๋ง์ ์ํํ์ฌ ์ ์ฌํ ๋ฉ์์ง ์ ๊ฑฐ
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- **์ํ๋ง ์ ๋ต**: `Curriculum Sampling`์ ์ ์ฉํ์ฌ ์ฌ์ด ์์ โ ์ด๋ ค์ด ์์ ์์ผ๋ก ํ์ต
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- **๋ผ๋ฒจ๋ง ๋ฐฉ์**: ๋ผ๋ฒจ ์ ๋ขฐ๋ ๋ณด์ ์ ๊ฑฐ์น **Hard Label ๊ธฐ๋ฐ ์ง๋ํ์ต**
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### ๐ง ํ์ต ๋ฐ ์ฆ๋ฅ (Distillation)
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- **Off-Policy Distillation**์ ์ ์ฉํ์ฌ Teacher LLM์ ์์ฌ๊ฒฐ์ ๊ทผ๊ฑฐ๋ฅผ ํจ์จ์ ์ผ๋ก ์์ถ
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- ๋จ์ ์์ฑ ๋ชจ๋ฐฉ์ด ์๋, Teacher์ **๋
ผ๋ฆฌ์ ๋ถ๋ฅ ๊ทผ๊ฑฐ(reasoning trace)**๋ฅผ distill
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- ๋์ด๋๋ณ Curriculum + Hard Label Distillation์ ๊ฒฐํฉํ์ฌ
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**์ ํ๋โํด์๋ ฅโ์ผ๋ฐํ ์ฑ๋ฅ**์ ๊ท ํ์ ๋ฌ์ฑ
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### ๐งพ ํต์ฌ ํน์ง
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| ํญ๋ชฉ | ์ค๋ช
|
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|------|------|
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| **๋ชจ๋ธ ์ ํ** | sLLM (Small Language Model for Spam Classification & Explanation) |
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| **ํต์ฌ ๊ธฐ๋ฅ** | ์คํธ/๋น์คํธ ๋ถ๋ฅ + ๊ทผ๊ฑฐ(reason) ์์ฑ |
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| **ํ์ต ๋ฐฉ์** | Off-policy knowledge distillation + Curriculum sampling |
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| **๋ฐ์ดํฐ ์ ์ ** | SimHash ๊ธฐ๋ฐ ์ค๋ณต ์ ๊ฑฐ ๋ฐ ํ์ง ํํฐ๋ง |
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| **๋ชฉํ** | ๋จ์ ๋ถ๋ฅ๋ฅผ ๋์ด โ์ ์คํธ์ธ์งโ๋ฅผ ์ค๋ช
ํ ์ ์๋ ๋ชจ๋ธ |
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---
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## ๐ Quick Start
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```python
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from transformers import AutoTokenizer, AutoModelForSequenceClassification, pipeline
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MODEL_ID = "Devocean-06/Spam_Filter-gemma"
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tokenizer = AutoTokenizer.from_pretrained(MODEL_ID)
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model = AutoModelForSequenceClassification.from_pretrained(MODEL_ID)
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pipe = pipeline("text-classification", model=model, tokenizer=tokenizer)
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text = "๋ฌด๋ฃ ์ฟ ํฐ ์ง๊ธ! ์ง๊ธ ๋ฐ๋ก ํด๋ฆญํ์ธ์ ๐ https://spam.link ํด๋น ๋ฌธ์ ์คํธ์ธ๊ฐ์?"
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result = pipe(text, top_k=2)
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print(result)
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