目前只對拍賣商品的標題進行文件自動分類，對於只有品牌名稱或是中文字 數較少的標題，會增加自動分類的困難度，這時候如果可以對拍賣商品資訊中的商 品圖片找出特徵，以商品標題搭配商品圖片的方式進行自動分類，以提升分類的準 確性，還可以找出標題與圖片不符合的商品。
另外對於在使用 WordNet 必須將中文翻譯成英文，在將英文詞彙消除歧義，
如果能加強中翻英的部分，勢必能找到更正確的語意，但因為語言文化的差異拍賣 商品的關鍵詞不一定都能翻譯成英文。而 WordNet 本身就是一個本體論的架構具 有分類能力，如果可以運用 WordNet 自身的分類架構進行語意消歧義，例如商品 都是實體的物品而對於抽象的語意進行過濾，在挑選中文詞彙語意的時候可以更 精準。
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附錄一 中研院平衡語料庫詞類標記集
Vt VF VF1, VF2 /*動作謂賓動詞*/