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Model: melikegks/turkish-pii-guard-qwen2.5-1.5b Source: Original Platform
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68
README.md
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README.md
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---
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language:
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- tr
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license: apache-2.0
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base_model: Qwen/Qwen2.5-1.5B-Instruct
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pipeline_tag: text-generation
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tags:
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- pii
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- pii-detection
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- data-masking
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- privacy
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- turkish
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- qwen2.5
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---
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# Turkish PII Guard 1.5B
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Turkish PII Guard 1.5B, Türkçe metinlerdeki kişisel verileri tespit etmek ve
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maskelemek amacıyla geliştirilmiş bir dil modelidir.
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Model, `Qwen/Qwen2.5-1.5B-Instruct` taban modeli üzerine fine-tune edilmiştir.
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TCKN, IBAN, telefon numarası, ad soyad, adres ve finansal bilgiler dahil olmak
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üzere toplam 50 kişisel veri türünü destekler.
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Model hem metindeki tüm kişisel verilerin maskelenmesini hem de talimata bağlı
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seçici maskeleme işlemlerini destekler.
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## Kullanım
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Model, Hugging Face Transformers ile aşağıdaki model adı kullanılarak
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yüklenebilir:
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melikegks/turkish-pii-guard-1.5b-v16
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Model girdisi; sistem mesajı, maskeleme talimatı ve maskelenecek metinden
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oluşmalıdır.
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Örnek girdi:
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Metindeki tüm kişisel verileri maskele.
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Ben Melike Tanrıverdi. Bana 0532 111 22 33 numarasından ulaşabilirsiniz.
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Beklenen çıktı:
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Ben [AD]. Bana [TEL] numarasından ulaşabilirsiniz.
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## Değerlendirme
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Her iki model de aynı Türkçe PII maskeleme benchmark'ı üzerinde
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değerlendirilmiştir.
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| Model | Şema-nötr tam eşleşme |
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|---|---:|
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| [Turkish PII Guard 0.8B](https://huggingface.co/saturday-labs/turkish-pii-guard-0.8b) | 0.922 |
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| Turkish PII Guard 1.5B | 0.857 |
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Şema-nötr değerlendirmede, modelin desteklediği 50 etiket arasında bulunmayan
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etiketleri içeren benchmark örnekleri değerlendirme dışında bırakılmıştır.
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## Sınırlılıklar
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Model bazı seçici maskeleme talimatlarında, özellikle belirli bir kişisel veri
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türünün açık bırakılması istendiğinde hata yapabilir.
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Yüksek riskli veya düzenlemeye tabi iş akışlarında model çıktılarının ayrıca
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doğrulanması önerilir.
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54
chat_template.jinja
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chat_template.jinja
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{%- if tools %}
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{{- '<|im_start|>system\n' }}
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{%- if messages[0]['role'] == 'system' %}
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{{- messages[0]['content'] }}
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{%- else %}
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{{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
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{%- endif %}
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62
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|
||||
"chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0]['role'] == 'system' %}\n {{- messages[0]['content'] }}\n {%- else %}\n {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}\n {%- endif %}\n {{- \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0]['role'] == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0]['content'] + '<|im_end|>\\n' }}\n {%- else %}\n {{- '<|im_start|>system\\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role }}\n {%- if message.content %}\n {{- '\\n' + message.content }}\n {%- endif %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n<tool_call>\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {{- tool_call.arguments | tojson }}\n {{- '}\\n</tool_call>' }}\n {%- endfor %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- message.content }}\n {{- '\\n</tool_response>' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n"
|
||||
}
|
||||
Reference in New Issue
Block a user