nebchi commited on
Commit
65b7bd8
ยท
verified ยท
1 Parent(s): c08c0c7

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +82 -3
README.md CHANGED
@@ -1,3 +1,82 @@
1
- ---
2
- license: gemma
3
- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: gemma
3
+ language:
4
+ - ko
5
+ pipeline_tag: text-generation
6
+ ---
7
+ <p align="left">
8
+ <img src="<data:image/jpeg;base64,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>" width="50%"/>
9
+ </p>
10
+
11
+ # Devocean-06/Spam_Filter-gemma
12
+ > Update @ 2025.10.19: First release of Spam filter XAI
13
+ <!-- Provide a quick summary of what the model is/does. -->
14
+
15
+ **Resources and Technical Documentation**:
16
+ * [Gemma3 Model](https://huggingface.co/google/gemma-3-4b-it)
17
+
18
+ **Citation**
19
+
20
+ ```bibtex
21
+ @misc {Devocean-06/Spam_Filter-gemma,
22
+ author = { {SK Devoceon-06 On device LLM} },
23
+ title = { Spam filter & XAI },
24
+ year = 2025,
25
+ url = { https://huggingface.co/Devocean-06/Spam_Filter-gemma },
26
+ publisher = { Hugging Face }
27
+ }
28
+ ```
29
+
30
+ **Model Developers**: SK Devoceon-06 On device LLM
31
+
32
+ # Model Information
33
+ **Skitty**๋Š” ๋‹ค์–‘ํ•œ ํ˜•ํƒœ์˜ ์ŠคํŒธ ๋ฌธ์ž๋ฅผ ํ•„ํ„ฐ๋งํ•˜๊ณ ,
34
+ โ€œ์™œ ์ŠคํŒธ์œผ๋กœ ๋ถ„๋ฅ˜๋˜์—ˆ๋Š”๊ฐ€โ€๋ฅผ **๋…ผ๋ฆฌ์ ์œผ๋กœ ์„ค๋ช…ํ•  ์ˆ˜ ์žˆ๋Š” sLLM** (Small Language Model)์ž…๋‹ˆ๋‹ค.
35
+ ๋ชจ๋ธ์€ ๋‹จ์ˆœ ๋ถ„๋ฅ˜๋ฅผ ๋„˜์–ด, ํŒ๋‹จ ๊ทผ๊ฑฐ(reason)๋ฅผ ๋ช…์‹œ์ ์œผ๋กœ ์ถœ๋ ฅํ•˜๋„๋ก ์„ค๊ณ„๋˜์—ˆ์Šต๋‹ˆ๋‹ค.
36
+
37
+ ---
38
+
39
+ ## ๐Ÿง  Description
40
+ ์ด ๋ชจ๋ธ์€ **์Šค๋งˆํŠธ ์น˜์•ˆ ๋น…๋ฐ์ดํ„ฐ ํ”Œ๋žซํผ(2025)**๏ฟฝ๏ฟฝ ํ†ตํ•ด ํ™•๋ณดํ•œ
41
+ ์ตœ์‹  ์ŠคํŒธ ๋ฌธ์ž ๋ฐ์ดํ„ฐ์…‹์„ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•™์Šต๋˜์—ˆ์Šต๋‹ˆ๋‹ค.
42
+
43
+ ### ๐Ÿ” ๋ฐ์ดํ„ฐ ๋ฐ ์ „์ฒ˜๋ฆฌ
44
+
45
+ - **๋ฐ์ดํ„ฐ ์ถœ์ฒ˜**: 2025๋…„๋„ ์Šค๋งˆํŠธ ์น˜์•ˆ ๋น…๋ฐ์ดํ„ฐ ํ”Œ๋žซํผ ์ŠคํŒธ ๋ฌธ์ž ๋ฐ์ดํ„ฐ์…‹
46
+ - **์ค‘๋ณต ์ œ๊ฑฐ**: `SimHash` ๊ธฐ๋ฐ˜์˜ ๊ทผ์‚ฌ ์ค‘๋ณต ํ•„ํ„ฐ๋ง์„ ์ˆ˜ํ–‰ํ•˜์—ฌ ์œ ์‚ฌํ•œ ๋ฉ”์‹œ์ง€ ์ œ๊ฑฐ
47
+ - **์ƒ˜ํ”Œ๋ง ์ „๋žต**: `Curriculum Sampling`์„ ์ ์šฉํ•˜์—ฌ ์‰ฌ์šด ์˜ˆ์ œ โ†’ ์–ด๋ ค์šด ์˜ˆ์ œ ์ˆœ์œผ๋กœ ํ•™์Šต
48
+ - **๋ผ๋ฒจ๋ง ๋ฐฉ์‹**: ๋ผ๋ฒจ ์‹ ๋ขฐ๋„ ๋ณด์ •์„ ๊ฑฐ์นœ **Hard Label ๊ธฐ๋ฐ˜ ์ง€๋„ํ•™์Šต**
49
+
50
+ ### ๐Ÿง  ํ•™์Šต ๋ฐ ์ฆ๋ฅ˜ (Distillation)
51
+
52
+ - **Off-Policy Distillation**์„ ์ ์šฉํ•˜์—ฌ Teacher LLM์˜ ์˜์‚ฌ๊ฒฐ์ • ๊ทผ๊ฑฐ๋ฅผ ํšจ์œจ์ ์œผ๋กœ ์••์ถ•
53
+ - ๋‹จ์ˆœ ์ƒ์„ฑ ๋ชจ๋ฐฉ์ด ์•„๋‹Œ, Teacher์˜ **๋…ผ๋ฆฌ์  ๋ถ„๋ฅ˜ ๊ทผ๊ฑฐ(reasoning trace)**๋ฅผ distill
54
+ - ๋‚œ์ด๋„๋ณ„ Curriculum + Hard Label Distillation์„ ๊ฒฐํ•ฉํ•˜์—ฌ
55
+ **์ •ํ™•๋„โ€“ํ•ด์„๋ ฅโ€“์ผ๋ฐ˜ํ™” ์„ฑ๋Šฅ**์˜ ๊ท ํ˜•์„ ๋‹ฌ์„ฑ
56
+
57
+ ### ๐Ÿงพ ํ•ต์‹ฌ ํŠน์ง•
58
+
59
+ | ํ•ญ๋ชฉ | ์„ค๋ช… |
60
+ |------|------|
61
+ | **๋ชจ๋ธ ์œ ํ˜•** | sLLM (Small Language Model for Spam Classification & Explanation) |
62
+ | **ํ•ต์‹ฌ ๊ธฐ๋Šฅ** | ์ŠคํŒธ/๋น„์ŠคํŒธ ๋ถ„๋ฅ˜ + ๊ทผ๊ฑฐ(reason) ์ƒ์„ฑ |
63
+ | **ํ•™์Šต ๋ฐฉ์‹** | Off-policy knowledge distillation + Curriculum sampling |
64
+ | **๋ฐ์ดํ„ฐ ์ •์ œ** | SimHash ๊ธฐ๋ฐ˜ ์ค‘๋ณต ์ œ๊ฑฐ ๋ฐ ํ’ˆ์งˆ ํ•„ํ„ฐ๋ง |
65
+ | **๋ชฉํ‘œ** | ๋‹จ์ˆœ ๋ถ„๋ฅ˜๋ฅผ ๋„˜์–ด โ€œ์™œ ์ŠคํŒธ์ธ์ง€โ€๋ฅผ ์„ค๋ช…ํ•  ์ˆ˜ ์žˆ๋Š” ๋ชจ๋ธ |
66
+
67
+ ---
68
+ ## ๐Ÿš€ Quick Start
69
+
70
+ ```python
71
+ from transformers import AutoTokenizer, AutoModelForSequenceClassification, pipeline
72
+
73
+ MODEL_ID = "Devocean-06/Spam_Filter-gemma"
74
+
75
+ tokenizer = AutoTokenizer.from_pretrained(MODEL_ID)
76
+ model = AutoModelForSequenceClassification.from_pretrained(MODEL_ID)
77
+
78
+ pipe = pipeline("text-classification", model=model, tokenizer=tokenizer)
79
+
80
+ text = "๋ฌด๋ฃŒ ์ฟ ํฐ ์ง€๊ธ‰! ์ง€๊ธˆ ๋ฐ”๋กœ ํด๋ฆญํ•˜์„ธ์š” ๐Ÿ‘‰ https://spam.link ํ•ด๋‹น ๋ฌธ์ž ์ŠคํŒธ์ธ๊ฐ€์š”?"
81
+ result = pipe(text, top_k=2)
82
+ print(result)