{"id":38453,"date":"2025-05-20T13:02:47","date_gmt":"2025-05-20T05:02:47","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/38453.html"},"modified":"2025-05-20T13:02:47","modified_gmt":"2025-05-20T05:02:47","slug":"%e4%bb%8e-word2vec-%e5%88%b0-bert%ef%bc%9aai-%e4%b8%8d%e6%ad%a2%e6%98%af%e8%af%8d%e5%90%91%e9%87%8f%ef%bc%8c%e6%9b%b4%e6%98%af%e8%af%ad%e8%a8%80%e7%90%86%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/38453.html","title":{"rendered":"\u4ece Word2Vec \u5230 BERT\uff1aAI \u4e0d\u6b62\u662f\u8bcd\u5411\u91cf\uff0c\u66f4\u662f\u8bed\u8a00\u7406\u89e3"},"content":{"rendered":"<h2>\u4e00\u3001\u524d\u8a00<\/h2>\n<p>\u5728\u4e0a\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86Word2Vec\u4ee5\u53ca\u5b83\u7684\u4f5c\u7528\uff0c\u603b\u7684\u6765\u8bf4\uff1a<\/p>\n<ul>\n<li>\n<p>Word2Vec\u662f\u6211\u4eec\u7406\u89e3NLP\u7684\u7b2c\u4e00\u7ad9<\/p>\n<\/li>\n<li>\n<p>Word2Vec\u5c06\u8bcd\u53d8\u6210\u4e86\u201c\u5411\u91cf\u201d\u2014\u2014 \u7ec8\u4e8e\u53ef\u4ee5\u7528\u673a\u5668\u7406\u89e3\u8bcd\u8bed\u7684\u76f8\u4f3c\u5ea6<\/p>\n<\/li>\n<li>\n<p>\u6211\u4eec\u83b7\u5f97\u4e86\u4f8b\u5982\u201c\u56fd\u738b &#8211; \u7537\u4eba + \u5973\u4eba \u2248 \u5973\u738b\u201d \u7684\u7c7b\u6bd4\u80fd\u529b<\/p>\n<\/li>\n<li>\n<p>\u6211\u4eec\u53ef\u4ee5\u5c06Word2Vec\u8fd9\u79cd\u7b97\u6cd5\u80fd\u529b\uff0c\u5e94\u7528\u5230\u5404\u79cd\u521b\u65b0\u573a\u666f\uff0c\u4f8b\u5982\u57fa\u4e8eGraph\u7684\u63a8\u8350\u7cfb\u7edf\uff0c\u540e\u7eed\u5982\u679c\u5c0f\u4f19\u4f34\u6709\u9700\u8981\uff0c\u53ef\u4ee5\u4e00\u8d77\u6df1\u5165\u4ea4\u6d41\u3002<\/p>\n<\/p>\n<\/li>\n<\/ul>\n<p>\u4f46\u540c\u65f6\u4e5f\u6307\u51fa\u4e86\u5b83\u7684\u4e0d\u8db3\uff1a<\/p>\n<ul>\n<li>\n<p>\u4e00\u4e2a\u8bcd=\u4e00\u4e2a\u56fa\u5b9a\u5411\u91cf\uff08\u9759\u6001\u8bcd\u5411\u91cf\uff09<\/p>\n<\/li>\n<li>\n<p>\u4e0a\u4e0b\u6587\u65e0\u611f\u77e5\uff1a\u201c\u82f9\u679c\u201d\u65e0\u8bba\u662f\u624b\u673a\u8fd8\u662f\u6c34\u679c\uff0c\u5411\u91cf\u76f8\u540c<\/p>\n<\/li>\n<li>\n<p>\u662f\u8bcd\u7684\u6620\u5c04\uff0c\u4e0d\u662f\u5bf9\u8bed\u8a00\u7684\u7406\u89e3<\/p>\n<\/li>\n<\/ul>\n<p>\u90a3\u5982\u679c\u8ba9\u6211\u4eec\u6765\u8bbe\u8ba1\u4e0b\u4e00\u4ee3\u7684\u7b97\u6cd5\uff0c\u4ec0\u4e48\u6700\u91cd\u8981\uff1f<\/p>\n<p>\u2014\u2014\u6211\u4eec\u9700\u8981\u201c\u80fd\u8bfb\u61c2\u53e5\u5b50\u201d\u7684\u6a21\u578b\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u6211\u4eec\u4e00\u6b65\u6b65\u5b9e\u73b0\uff0c\u76f4\u81f3\u5f15\u51fabert\u3002<\/p>\n<h2>&nbsp;\u4e8c\u3001Word2Vec\u662f\u600e\u4e48\u5de5\u4f5c\u7684\uff1f<\/h2>\n<p>\u5728\u4e0a\u6587\uff0c\u6211\u4eec\u4ecb\u7ecd\u5230Word2Vec\u4f7f\u7528\u5468\u56f4\u8bcd\u9884\u6d4b\u4e2d\u95f4\u8bcd\u6765\u83b7\u53d6\u8bcd\u5411\u91cf\u80fd\u529b\uff0c\u8fd9\u4e2a\u88ab\u79f0\u4e3aCBOW\uff0c\u540c\u7406\u4e5f\u53ef\u4ee5\u7528\u4e2d\u95f4\u8bcd\u9884\u6d4b\u5468\u56f4\u8bcd\uff0c\u8fd9\u4e2a\u79f0\u4e3aSkip-Gram\u3002\u672c\u8d28\u6765\u8bb2\uff0cWord2Vec\u662f\u4e00\u4e2a\u6d45\u5c42\u795e\u7ecf\u7f51\u7edc\uff0c\u7ed3\u6784\u5982\u4e0b\uff1a<\/p>\n<p>from torch import nn<br \/>\nclass Word2VecModel(nn.Module):<br \/>\n    def __init__(self, vocab_size,<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb425\u6b21\uff0c\u70b9\u8d5e17\u6b21\uff0c\u6536\u85cf15\u6b21\u3002\u5728\u4e0a\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86Word2Vec\u4ee5\u53ca\u5b83\u7684\u4f5c\u7528\uff0c\u603b\u7684\u6765\u8bf4\uff1aWord2Vec\u662f\u6211\u4eec\u7406\u89e3NLP\u7684\u7b2c\u4e00\u7ad9Word2Vec\u5c06\u8bcd\u53d8\u6210\u4e86\u201c\u5411\u91cf\u201d\u2014\u2014 \u7ec8\u4e8e\u53ef\u4ee5\u7528\u673a\u5668\u7406\u89e3\u8bcd\u8bed\u7684\u76f8\u4f3c\u5ea6\u6211\u4eec\u83b7\u5f97\u4e86\u4f8b\u5982\u201c\u56fd\u738b &#8211; \u7537\u4eba + \u5973\u4eba \u2248 \u5973\u738b\u201d \u7684\u7c7b\u6bd4\u80fd\u529b\u6211\u4eec\u53ef\u4ee5\u5c06Word2Vec\u8fd9\u79cd\u7b97\u6cd5\u80fd\u529b\uff0c\u5e94\u7528\u5230\u5404\u79cd\u521b\u65b0\u573a\u666f\uff0c\u4f8b\u5982\u57fa\u4e8eGraph\u7684\u63a8\u8350\u7cfb\u7edf\uff0c\u540e\u7eed\u5982\u679c\u5c0f\u4f19\u4f34\u6709\u9700\u8981\uff0c\u53ef\u4ee5\u4e00\u8d77\u6df1\u5165\u4ea4\u6d41\u3002\u4f46\u540c\u65f6\u4e5f\u6307\u51fa\u4e86\u5b83\u7684\u4e0d\u8db3\uff1a\u4e00\u4e2a\u8bcd=\u4e00\u4e2a\u56fa\u5b9a\u5411\u91cf\uff08\u9759\u6001\u8bcd\u5411\u91cf\uff09\u4e0a\u4e0b\u6587\u65e0\u611f\u77e5\uff1a\u201c\u82f9\u679c\u201d\u65e0\u8bba\u662f\u624b\u673a\u8fd8\u662f\u6c34\u679c\uff0c\u5411\u91cf\u76f8\u540c\u3002<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[2554,3374,50,3373],"topic":[],"class_list":["post-38453","post","type-post","status-publish","format-standard","hentry","category-server","tag-bert","tag-word2vec","tag-50","tag-3373"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - 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