{"id":441,"date":"2026-06-30T23:20:11","date_gmt":"2026-06-30T15:20:11","guid":{"rendered":"https:\/\/readaihub.com\/zh-cn\/?p=441"},"modified":"2026-06-30T23:20:11","modified_gmt":"2026-06-30T15:20:11","slug":"ai%e4%b8%ba%e4%bb%80%e4%b9%88%e4%bc%9a%e4%ba%a7%e7%94%9f%e5%b9%bb%e8%a7%89%ef%bc%9f%e4%ba%86%e8%a7%a3llm%e8%bf%90%e8%a1%8c%e5%8e%9f%e7%90%86","status":"publish","type":"post","link":"https:\/\/readaihub.com\/zh-cn\/archives\/441","title":{"rendered":"AI\u4e3a\u4ec0\u4e48\u4f1a\u4ea7\u751f\u5e7b\u89c9\uff1f\u4e86\u89e3LLM\u8fd0\u884c\u539f\u7406"},"content":{"rendered":"\n<p>\u4e0eAI\u5bf9\u8bdd\u65f6\uff0cAI\u6709\u65f6\u5019\u4f1a\u201c\u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053\u201d\uff0c\u4f8b\u5982\u4f60\u95ee\u4ed6\u8981\u67d0\u4e2a\u89c2\u70b9\u7684\u652f\u6301\u6750\u6599\uff0c\u4ed6\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5e76\u4e0d\u5b58\u5728\u7684\u201c\u771f\u5b9e\u201d\u6848\u4f8b\uff0c\u53c8\u6216\u8005\u4f60\u95ee\u4ed6\u201c\u62ff\u7834\u4ed1\u662f\u4ec0\u4e48\u65f6\u5019\u767b\u4e0a\u6708\u7403\u7684\uff1f\u201d\uff0c\u4ed6\u751a\u81f3\u4f1a\u4e00\u672c\u6b63\u7ecf\u7684\u56de\u7b54\u201c\u62ff\u7834\u4ed1\u4e8e1969\u5e74\u6210\u529f\u767b\u4e0a\u6708\u7403&#8230;&#8230;\u201d\uff0c\u8fd9\u4e9b\u90fd\u662fAI\u5e7b\u89c9\u6700\u76f4\u89c2\u7684\u73b0\u8c61\u3002\u4e86\u89e3AI\u5e7b\u89c9\u4e4b\u524d\uff0c\u6211\u4eec\u5e94\u5148\u7406\u89e3LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u7684\u8fd0\u884c\u539f\u7406\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LLM\u8fd0\u884c\u539f\u7406<\/h2>\n\n\n\n<p>LLM\uff08Large Language Models\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff09\u5f53\u4e0b\u6700\u5e38\u89c1\u7684\u6709ChatGPT\u3001DeepSeek\u3001Gemini\u3001QWen\uff08\u5343\u95ee\uff09\u7b49\u7b49\u3002LLM\u5e76\u4e0d\u50cf\u4eba\u7c7b\u4e00\u6837\u771f\u6b63\u7406\u89e3\u4e8b\u5b9e\uff0c\u800c\u662f\u88ab\u4eba\u7c7b\u201c\u6295\u5582\u201d\u5927\u91cf\u7684\u6587\u672c\u3001\u77e5\u8bc6\uff0c\u7136\u540e\u4ed6\u4eec\u6839\u636e\u8fd9\u4e9b\u6587\u672c\u548c\u77e5\u8bc6\u53bb\u603b\u7ed3\u89c4\u5f8b\uff0c\u8fd9\u5c31\u662fLLM\u7684\u5de5\u4f5c\u539f\u7406\u2014\u2014\u6df1\u5ea6\u5b66\u4e60\u3002<\/p>\n\n\n\n<p>\u6df1\u5ea6\u5b66\u4e60\u662f\u5229\u7528\u6982\u7387\u8fdb\u884c\u5b66\u4e60\u7684\uff0c\u4e3e\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff0c\u6211\u4eec\u201c\u6295\u5582\u201d\u7ed9LLM\u4e00\u4e2a\u82f1\u6587\u53e5\u5b50\uff1a\u201cWas anything 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class=\"wp-block-heading\">\u4ec0\u4e48\u662fAI\u5e7b\u89c9\uff1f<\/h2>\n\n\n\n<p>AI\u5e7b\u89c9\u53ef\u5206\u4e3a4\u5927\u7c7b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><\/td><td>\u4eba\u7c7b\u95ee\u9898<\/td><td>AI\u56de\u7b54<\/td><\/tr><tr><td>\u4e8b\u5b9e\u51b2\u7a81<\/td><td>\u62ff\u7834\u4ed1\u662f\u4ec0\u4e48\u65f6\u5019\u767b\u4e0a\u6708\u7403\u7684\uff1f<\/td><td>\u62ff\u7834\u4ed1\u4e8e1969\u5e74\u6210\u529f\u767b\u4e0a\u6708\u7403&#8230;&#8230;<\/td><\/tr><tr><td>\u65e0\u4e2d\u751f\u6709<\/td><td>\u8fd9\u4e2a\u684c\u5b50\u957f1.6\u7c73\uff0c\u5bbd0.4\u7c73\uff0c\u6709\u4e09\u5c42\u50a8\u7269\u67dc\uff0c\u5e76\u5e26\u6709\u9759\u97f3\u6ed1\u8f6e\u3002\u8fd9\u5f20\u684c\u5b50\u7684\u4ea7\u5730\u5728\u54ea\u91cc\uff1f<\/td><td>\u8fd9\u5f20\u684c\u5b50\u4ea7\u5730\u662f\u9a6c\u6765\u897f\u4e9a\u3002<\/td><\/tr><tr><td>\u6307\u4ee4\u8bef\u89e3<\/td><td>\u7ffb\u8bd1\u8fd9\u4e2a\u53e5\u5b50\uff1a\u201c\u82f1\u56fd\u5de5\u4eba\u4e00\u822c\u6709\u591a\u5c11\u5e74\u5047\u201d<\/td><td>\u4e00\u822c\u670925\u5929\u5e26\u85aa\u5e74\u5047\uff0c\u4e0d\u542b\u8282\u5047\u65e5\u3002<\/td><\/tr><tr><td>\u903b\u8f91\u9519\u8bef<\/td><td>A\u6bd4B\u5927\uff0cB\u6bd4C\u5927\uff0cC\u662f\u4e09\u4eba\u4e2d\u6700\u5927\u7684\uff0c\u5bf9\u5417\uff1f<\/td><td>\u5bf9\u7684\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>AI\u5e7b\u89c9\u4ea7\u751f\u7684\u539f\u56e0\u6709\u54ea\u4e9b\uff1f<\/p>\n\n\n\n<p>AI\u521d\u6b65\u8bad\u7ec3\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u77e5\u8bc6\u5e93\u5185\u5bb9\u51c6\u786e\u6027\u4e0d\u8db3\u3002\u4f8b\u5982\u4f7f\u7528\u4e2a\u4eba\u95ee\u7b54\u5185\u5bb9\u8bad\u7ec3AI\uff0c\u6743\u5a01\u5185\u5bb9\u592a\u5c11\uff0c\u4f1a\u76f4\u63a5\u5bfc\u81f4\u751f\u6210\u7684\u5185\u5bb9\u51fa\u73b0\u9519\u8bef\uff1b<\/li>\n\n\n\n<li>\u67d0\u4e2a\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u8f83\u5c11\u3002\u5982\u679c\u5728\u8bad\u7ec3AI\u65f6\uff0c\u63d0\u4f9b\u7684\u4e13\u4e1a\u77e5\u8bc6\u4e0d\u591f\u5168\u9762\uff0c\u90a3\u4e48AI\u5728\u56de\u7b54\u67d0\u4e2a\u8584\u5f31\u4e13\u4e1a\u7684\u5185\u5bb9\u65f6\uff0c\u5c31\u5bb9\u6613\u751f\u6210\u865a\u5047\u5185\u5bb9\uff1b<\/li>\n\n\n\n<li>\u7f3a\u4e4f\u4e8b\u5b9e\u9a8c\u8bc1\u80fd\u529b\u3002AI\u63a5\u53d7\u8bad\u7ec3\u7684\u65b9\u5f0f\uff0c\u662f\u8ba9AI\u5b66\u4f1a\u201c\u8bf4\u4eba\u8bdd\u201d\u2014\u2014\u4e5f\u5c31\u662f\u8ba9\u4e00\u53e5\u8bdd\u8bfb\u8d77\u6765\u901a\u987a\u3002\u5c31\u50cf\u4f60\u5728\u6253\u5b57\u7684\u65f6\u5019\uff0c\u8f93\u5165\u6cd5\u4f1a\u7ed9\u4f60\u63a8\u8350\u4e0b\u4e00\u4e2a\u5b57\uff0cLLM\u7684\u539f\u7406\u4e5f\u5dee\u4e0d\u591a\uff0c\u90fd\u662f\u76ef\u7740\u201c\u4e0b\u4e00\u4e2a\u8bcd\u662f\u4ec0\u4e48\u8bcd\u7684\u6982\u7387\u6700\u5927\u201d\u8fd9\u4e2a\u76ee\u6807\u53bb\u7ec3\u7684\u3002\u54ea\u6015\u662f\u5728\u80e1\u8bf4\u516b\u9053\uff0c\u53ea\u8981\u53e5\u5b50\u8fde\u5f97\u987a\uff0cAI\u4e5f\u80fd\u8bf4\u5f97\u5929\u82b1\u4e71\u5760\u3002\u800c\u4e14AI\u4e5f\u7f3a\u4e4f\u4f53\u9a8c\u73b0\u5b9e\u4e16\u754c\u7684\u80fd\u529b\uff1a\u4eba\u7c7b\u53ef\u4ee5\u901a\u8fc7\u5b9e\u9a8c\u6765\u9a8c\u8bc1\u7ed3\u8bba\uff0c\u4f46AI\u65e0\u6cd5\u5728\u73b0\u5b9e\u73af\u5883\u4e2d\u9a8c\u8bc1\u771f\u5047\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6709\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\uff1a<\/p>\n\n\n\n<p>\u4e3a\u4e86\u63d0\u5347\u6a21\u578b\u51c6\u786e\u6027\uff0c\u5f00\u53d1\u8005\u4f1a\u5728\u8fd9\u4e00\u9636\u6bb5\u5411AI\u704c\u8f93\u7ecf\u8fc7\u4eba\u5de5\u68c0\u67e5\u548c\u6807\u8bb0\u8fc7\u7684\u5185\u5bb9\u3002\u8fd9\u4e00\u9636\u6bb5\u5185\uff0c\u6a21\u578b\u4f1a\u6839\u636e\u4eba\u5de5\u6807\u6ce8\u7684\u6570\u636e\u8fdb\u884c\u8c03\u6574\uff0c\u4f46\u5982\u679c\u4eba\u5de5\u6807\u6ce8\u51fa\u73b0\u9519\u8bef\uff0c\u4f1a\u5bfc\u81f4AI\u5bf9\u9519\u8bef\u77e5\u8bc6\u8fc7\u4e8e\u81ea\u4fe1\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u63a8\u7406\u9636\u6bb5\uff1a<\/p>\n\n\n\n<p>\u6a21\u578b\u662ftoken by token\u5730\u751f\u6210\u5185\u5bb9\uff0c\u53ef\u4ee5\u7b80\u5355\u7406\u89e3\u4e3a\u4e00\u5b57\u4e00\u8bcd\u5730\u9010\u6b65\u751f\u6210\u3002\u5982\u4e0a\u6587LLM\u539f\u7406\u6240\u8ff0\uff0cLLM\u4f1a\u9010\u6b65\u9884\u6d4b\u63a5\u4e0b\u6765\u7684\u5185\u5bb9\uff0c\u800c\u8fd9\u4e2a\u5de5\u4f5c\u65b9\u5f0f\u5c31\u5bb9\u6613\u5bfc\u81f4\u9519\u8bef\u88ab\u9010\u6e10\u6269\u5927\u3002\u4f8b\u5982\uff0c\u751f\u6210\u523050%\u65f6\uff0c\u6709\u4e00\u5c0f\u6bb5\u5185\u5bb9\u9884\u6d4b\u5f97\u4e0d\u591f\u51c6\u786e\uff0c\u90a3\u4e48\u540e\u976250%\u7684\u5185\u5bb9\u53ef\u80fd\u5c31\u662f\u6839\u636e\u8fd9\u4e2a\u201c\u4e0d\u591f\u51c6\u786e\u201d\u7684\u90e8\u5206\u53bb\u63a5\u7740\u9884\u6d4b\u7684\uff0c\u5bfc\u81f4\u6700\u7ec8\u7684\u5e7b\u89c9\u88ab\u6269\u5927\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u4f7f\u7528AI\u65f6\u5e94\u68c0\u67e5\u548c\u9a8c\u8bc1\u751f\u6210\u5185\u5bb9\u51c6\u786e\u6027\uff0c\u907f\u514d\u8fc7\u4e8e\u4f9d\u8d56\u751f\u6210\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u7248\u6743\u5f52 readaihub.com \u6240\u6709\u3002\u4efb\u4f55\u8f6c\u8f7d\u6216\u518d\u521b\u4f5c\uff0c\u5747\u987b\u6807\u6ce8\u6765\u6e90\u4e3a readaihub.com \u5e76\u9644\u539f\u6587\u94fe\u63a5\uff0c\u4e14\u5fc5\u987b\u5b8c\u6574\u4fdd\u7559\u672c\u6bb5\u58f0\u660e\u3002<\/p>\n\n\n\n<p>\u53c2\u8003\u6587\u6863\uff1a<\/p>\n\n\n\n<p>\uff081\uff09<a href=\"https:\/\/www.cloudflare-cn.com\/learning\/ai\/what-are-ai-hallucinations\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.cloudflare-cn.com\/learning\/ai\/what-are-ai-hallucinations\/<\/a><\/p>\n\n\n\n<p>\uff082\uff09<a href=\"https:\/\/www.cloudflare-cn.com\/learning\/ai\/what-is-large-language-model\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.cloudflare-cn.com\/learning\/ai\/what-is-large-language-model\/<\/a><\/p>\n\n\n\n<p>\uff083\uff09<a href=\"https:\/\/www.toutiao.com\/article\/7524666353031184935\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.toutiao.com\/article\/7524666353031184935\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e0eAI\u5bf9\u8bdd\u65f6\uff0cAI\u6709\u65f6\u5019\u4f1a\u201c\u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053\u201d\uff0c\u4f8b\u5982\u4f60\u95ee\u4ed6\u8981\u67d0\u4e2a\u89c2\u70b9\u7684\u652f\u6301\u6750\u6599\uff0c\u4ed6\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5e76\u4e0d\u5b58\u5728\u7684\u201c\u771f\u5b9e 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