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license: apache-2.0
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這是一個**繁體中文**命名實體識別 (NER) 模型,可用於提取**商品名稱**中的各種屬性,例如品牌、名稱、顏色等。
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關於如何使用模型,請參考 [Product-Name-NER-for-EE5327701](https://github.com/clw8998/Product-Name-NER-for-EE5327701)。
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| 16 | **功能與規格** | 產品的用途與特殊規格,如 USB 3.0、陽光防曬、防水 | 0.7960 |
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| 17 | **Macro F1-score** | | 0.7807 |
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license: apache-2.0
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---
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[中文](#中文版本) | [English](#english-version)
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## 中文版本
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這是一個**繁體中文**命名實體識別 (NER) 模型,可用於提取**商品名稱**中的各種屬性,例如品牌、名稱、顏色等。
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關於如何使用模型,請參考 [Product-Name-NER-for-EE5327701](https://github.com/clw8998/Product-Name-NER-for-EE5327701)。
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| 16 | **功能與規格** | 產品的用途與特殊規格,如 USB 3.0、陽光防曬、防水 | 0.7960 |
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| 17 | **Macro F1-score** | | 0.7807 |
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## English Version
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This is a **Traditional Chinese** Named Entity Recognition (NER) model designed for extracting various attributes from **product names**, such as brand, name, color, etc.
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For details on how to use the model, please refer to [Product-Name-NER-for-EE5327701](https://github.com/clw8998/Product-Name-NER-for-EE5327701).
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The following table provides the annotation rules for various attributes, along with the F1-scores for each attribute:
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| No. | Attribute (English) | Description | F1-score |
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|------|-------------------------------|-------------------------------------------------------------------------------------------------|----------|
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| 1 | **品牌 (brand)** | The product's brand name, such as Asus, LG | 0.8770 |
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| 2 | **名稱 (name)** | The "product series" or name created by the seller for special purposes. Excludes special topics or product types. Does not include advertisements. For example, iPhone 12, ROG 3060Ti | 0.5941 |
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| 3 | **產品 (product)** | The actual product name (type), such as computer, mouse, keyboard, monitor, toy, snack, tissue | 0.8001 |
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| 4 | **產品序號 (product serial number)** | The product's unique alphanumeric code, excluding series names | 0.8443 |
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| 5 | **顏色 (color)** | The color information, including cosmetics and brightness. For example, floral red, blue, crystal | 0.8898 |
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| 6 | **材質 (material)** | The material used in the product, not ingredients. For example, wood, PVC, 304 stainless steel | 0.7810 |
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| 7 | **對象與族群 (target group)** | The target audience, such as newborns, pets, seniors | 0.8755 |
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| 8 | **適用物體、事件與場所 (applicable item, event, or place)** | The item, event, or place the product is applicable for. For example, hand-use, cycling, kitchen | 0.7614 |
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| 9 | **特殊主題 (special topic)** | Special themes or brands. For example, One Piece, J.K. Rowling | 0.4979 |
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| 10 | **形狀 (shape)** | The product's shape and appearance description. For example, round, button shape, bear shape | 0.7793 |
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| 11 | **圖案 (pattern)** | Patterns on the product, such as round or spiral patterns | 0.5731 |
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| 12 | **尺寸 (size)** | Product size, often in numerical or specific form. For example, 120x80x10cm (LxWxH), XL, ATX | 0.8420 |
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| 13 | **重量 (weight)** | Product weight, often in numerical or specific form. For example, 10g, ultra-light | 0.9105 |
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| 14 | **容量 (capacity)** | Product capacity, often in numerical or specific form. For example, 128GB (computer), large capacity | 0.9220 |
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| 15 | **包裝組合 (package combination)** | The product's packaging method or combination. For example, 10 pieces, 10g/package, keyboard & mouse combo, battery included | 0.7478 |
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| 16 | **功能與規格 (function & specifications)** | The product's functions and special specifications. For example, USB3.0, sun protection, waterproof | 0.7960 |
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| 17 | **Macro F1-score** | Overall F1-score | 0.7807 |
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