{"id":22680,"date":"2024-10-21T11:08:48","date_gmt":"2024-10-21T03:08:48","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=22680"},"modified":"2024-10-21T11:08:48","modified_gmt":"2024-10-21T03:08:48","slug":"%e8%8b%b9%e6%9e%9c%e4%b8%80%e7%af%87%e8%ae%ba%e6%96%87%e5%be%97%e7%bd%aa%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%9c%88%ef%bc%9ftransformer%e4%b8%8d%e4%bc%9a%e6%8e%a8%e7%90%86%ef%bc%8c%e5%8f%aa%e6%98%af%e9%ab%98","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/10\/21\/22680\/","title":{"rendered":"\u82f9\u679c\u4e00\u7bc7\u8bba\u6587\u5f97\u7f6a\u5927\u6a21\u578b\u5708\uff1fTransformer\u4e0d\u4f1a\u63a8\u7406\uff0c\u53ea\u662f\u9ad8\u7ea7\u6a21\u5f0f\u5339\u914d\u5668\uff01\u6240\u6709LLM\u90fd\u5224\u6b7b\u5211"},"content":{"rendered":"<div><img data-dominant-color=\"9d9493\" data-has-transparency=\"false\" style=\"--dominant-color: #9d9493;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-22682\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/14ec92c18d69758d491273cc961ae5fddf1409-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/14ec92c18d69758d491273cc961ae5fddf1409-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/10\/14ec92c18d69758d491273cc961ae5fddf1409-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u82f9\u679c\u7814\u7a76\u8005\u53d1\u73b0\uff1a\u65e0\u8bba\u662fOpenAI 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data-element=\"root\">\n<p>LLM\u771f\u7684\u4f1a\u63a8\u7406\u5417\uff1f<\/p>\n<p>&nbsp;<\/p>\n<p>\u6700\u8fd1\uff0c\u82f9\u679c\u7814\u7a76\u5458\u53d1\u6587\u8d28\u7591\u9053\uff1aLLM\u6839\u672c\u6ca1\u6709\u4e0d\u4f1a\u63a8\u7406\uff0c\u6240\u8c13\u7684\u63a8\u7406\u80fd\u529b\u53ea\u662f\u590d\u6742\u7684\u6a21\u5f0f\u5339\u914d\u7f62\u4e86\u3002<\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2410.05229<\/p>\n<p>\u8fd9\u9879\u7814\u7a76\u4e5f\u5728AI\u793e\u533a\u5f15\u8d77\u4e86\u5e7f\u6cdb\u8ba8\u8bba\u3002<\/p>\n<p>\u8c37\u6b4cDeepMind\u79d1\u5b66\u5bb6Denny Zhou\u8868\u793a\uff0c\u81ea\u5df1ICML 2023\u7684\u4e00\u7247\u8bba\u6587\u4e2d\uff0c\u4e5f\u53d1\u73b0\u4e86\u7c7b\u4f3c\u73b0\u8c61\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>Meta 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GPT\u7c7b\u7684\u6a21\u578b\uff0c\u901a\u5e38\u5c31\u662f\u901a\u8fc7\u8fd1\u4f3c\u5339\u914d\u6765\u201c\u89e3\u51b3\u201d\u4e0a\u8ff0\u5b50\u56fe\u7684\u3002\u7ed9\u5b9a\u4e00\u4e2a\u53ef\u4ee5\u7528\u5b50\u56fe\u63cf\u8ff0\u7684\u95ee\u9898\uff0c\u5927\u6a21\u578b\u5c31\u4f1a\u901a\u8fc7\u5927\u81f4\u5c06\u5176\u4e0e\u8bad\u7ec3\u6570\u636e\u4e2d\u76f8\u4f3c\u7684\u5b50\u56fe\u76f8\u5339\u914d\uff0c\u6765\u8fdb\u884c\u9884\u6d4b\u3002<\/p><\/blockquote>\n<p>\u4e3a\u4e86\u8bc1\u660e\u8fd9\u9879\u731c\u6d4b\uff0c\u7814\u7a76\u8005\u6d4b\u8bd5\u4e86\u4e09\u4e2a\u4efb\u52a1\u2014\u2014<\/p>\n<p>\u4e58\u6cd5\u3001\u7231\u56e0\u65af\u5766\u903b\u8f91\u8c1c\u9898\u548c\u52a8\u6001\u89c4\u5212\u95ee\u9898\u3002<\/p>\n<p>\u62ff\u4e58\u6cd5\u4e3e\u4f8b\u3002<\/p>\n<p>\u5982\u679cLLM\u771f\u7684\u80fd\u901a\u8fc7\u8db3\u591f\u7684\u6570\u636e\u5b66\u4f1a\u4e1c\u897f\uff0c\u6216\u8005\u80fd\u901a\u8fc7\u7cfb\u7edf\u5316\u7684\u63a8\u7406\u89e3\u51b3\u590d\u6742\u7684\u591a\u6b65\u9aa4\u95ee\u9898\uff0c\u90a3\u5b83\u5e94\u8be5\u80fd\u901a\u8fc7\u8db3\u591f\u7684\u4f8b\u5b50\u6216\u5bf9\u7b97\u6cd5\u7684\u5145\u5206\u89e3\u91ca\u6765\u5b66\u4e60\u4e58\u6cd5\u3002<\/p>\n<p>\u800c\u4e58\u6cd5\u95ee\u9898\u53ef\u4ee5\u88ab\u5206\u89e3\u4e3a\u66f4\u5c0f\u7684\u95ee\u9898\uff0c\u56e0\u6b64\u6a21\u578b\u5e94\u8be5\u80fd\u901a\u8fc7\u9010\u6b65\u63a8\u7406\u6765\u505a\u51fa\u6765\u3002<\/p>\n<p>LLM\u53ef\u4ee5\u5b8c\u6210\u5417\uff1f<\/p>\n<p>\u4e3a\u4e86\u68c0\u9a8c\u591a\u4f4d\u6570\u4e58\u6cd5\u4efb\u52a1\uff0c\u7814\u7a76\u8005\u5b9a\u4e49\u4e86\u4e00\u7ec4\u5927\u91cf\u7684\u4e58\u6cd5\u95ee\u9898\u3002\u4ece\u8ba1\u7b97\u4e24\u4f4d\u6570\u548c\u4e24\u4f4d\u6570\u7684\u4e58\u79ef\u5230\u4e94\u4f4d\u6570\u548c\u4e94\u4f4d\u6570\u7684\u4e58\u79ef\u3002<\/p>\n<p>\u9996\u5148\uff0c\u4ed6\u4eec\u4f1a\u8981\u6c42\u6a21\u578b\u89e3\u51b3\u5982\u4e0b\u95ee\u9898\uff1a<\/p>\n<blockquote><p>\u95ee\u9898\uff1a35 \u4e58\u4ee5 90 \u7b49\u4e8e\u591a\u5c11\uff1f\u7b54\u6848\uff1a3150\u3002<\/p><\/blockquote>\n<p>\u5176\u6b21\uff0c\u4ed6\u4eec\u5411\u6a21\u578b\u63d0\u4f9b\u4e86\u601d\u7ef4\u94fe\u793a\u4f8b\uff0c\u5c06\u5176\u5206\u89e3\u4e3a\u66f4\u5c0f\u7684\u4efb\u52a1\uff0c\u4f7f\u7528\u5b66\u6821\u6559\u6388\u7684\u6807\u51c6\u4e58\u6cd5\u7b97\u6cd5\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4f46\u5982\u4f55\u8861\u91cf\u4e00\u9879\u4efb\u52a1\u6bd4\u53e6\u4e00\u9879\u66f4\u96be\u5462\uff1f\u5982\u4f55\u8ffd\u8e2a\u6a21\u578b\u5728\u54ea\u4e9b\u5730\u65b9\u5931\u8d25\uff0c\u5982\u4f55\u5931\u8d25\uff1f<\/p>\n<p>\u7814\u7a76\u8005\u5c06\u4e58\u6cd5\u7b97\u6cd5\u63cf\u8ff0\u4e3a\u4e00\u4e2a\u5305\u542b\u52a0\u6cd5\u548c\u4e58\u6cd5\u7b49\u57fa\u672c\u64cd\u4f5c\u7684\u5b9a\u5411\u56fe\u3002<\/p>\n<p>\u6bd4\u5982\u4e0b\u9762\u662f7\u4e58\u4ee549\u6240\u6d89\u53ca\u7684\u8fd0\u7b97<\/p>\n<p>&nbsp;<\/p>\n<p>\u5176\u4e2d\u5305\u542b7\u4e58\u4ee54\u7684\u5b50\u4efb\u52a1\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u7814\u7a76\u8005\u5728\u8bc4\u4f30\u4e2d\u53d1\u73b0\uff0c\u5373\u4f7f\u7ecf\u8fc7\u5fae\u8c03\uff0c\u6a21\u578b\u4e5f\u65e0\u6cd5\u4ece\u8bad\u7ec3\u96c6\u4e2d\u770b\u5230\u7684\u5c0f\u4e58\u6cd5\u95ee\u9898\uff0c\u63a8\u5e7f\u5230\u66f4\u5927\u7684\u4e58\u6cd5\u95ee\u9898\u3002<\/p>\n<p>\u5728\u5de6\u4fa7\u56fe\u4e2d\uff0c\u84dd\u8272\u7684\u5355\u5143\u683c\u8868\u793a\u6a21\u578b\u662f\u5728\u8fd9\u6837\u7684\u4e58\u79ef\u4e0a\u8bad\u7ec3\u7684\uff0c\u5f97\u5206\u76f8\u5f53\u4e0d\u9519\u3002<\/p>\n<p>\u539f\u56e0\u5728\u4e8e\uff0c\u6a21\u578b\u5728\u9884\u6d4b\u4e0e\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u76f8\u540c\u7684\u95ee\u9898\u65f6\u5c31\u8868\u73b0\u826f\u597d\u3002<\/p>\n<p>\u7136\u800c\u5728\u6a59\u8272\u7684\u5355\u5143\u683c\uff0c\u5982\u4e09\u4f4d\u6570\u4e0e\u4e09\u4f4d\u6570\u6216\u66f4\u9ad8\u4f4d\u6570\u7684\u4e58\u79ef\uff0c\u5f97\u5206\u5c31\u8981\u5dee\u5f97\u591a\u4e86<\/p>\n<p>\u5728\u64cd\u4f5c\u56fe\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0c\u5f53\u4efb\u52a1\u53d8\u5f97\u66f4\u52a0\u590d\u6742\u65f6\uff0c\u51c6\u786e\u5ea6\u4f1a\u6025\u5267\u4e0b\u964d\u3002<\/p>\n<p>\u5bbd\u5ea6\u8861\u91cf\u9700\u8981\u540c\u65f6\u7ef4\u62a4\u591a\u5c11\u4e2a\u4e2d\u95f4\u7ed3\u679c\uff0c\u800c\u6df1\u5ea6\u8861\u91cf\u9700\u8981\u7ec4\u5408\u591a\u957f\u7684\u6b65\u9aa4\u5e8f\u5217\u624d\u80fd\u8fbe\u5230\u7ed3\u679c<\/p>\n<p>\u7531\u6b64\uff0c\u7814\u7a76\u8005\u603b\u7ed3\u51fa\u4e00\u4e9b\u771f\u6b63\u6709\u8da3\u7684\u4e1c\u897f\u3002<\/p>\n<h3>\u9519\u8bef\u544a\u8bc9\u6211\u4eec\uff0cLLM\u4e2d\u771f\u6b63\u53d1\u751f\u7684\u4e8b<\/h3>\n<p>\u9996\u5148\uff0c\u7814\u7a76\u8005\u89c2\u5bdf\u5230\uff1a<strong>LLM\u662f\u5426\u80fd\u6210\u529f\u89e3\u51b3\u95ee\u9898\uff0c\u53d6\u51b3\u4e8e\u6a21\u578b\u4e4b\u524d\u662f\u5426\u89c1\u8fc7\u76f8\u5173\u7684\u5b50\u95ee\u9898\u3002<\/strong><\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\u2014\u2014<\/p>\n<blockquote><p>1. LLM\u65e0\u6cd5\u89e3\u51b3\u5927\u578b\u95ee\u9898\uff0c\u56e0\u4e3a\u5b83\u4eec\u53ea\u80fd\u89e3\u51b3\u5927\u578b\u95ee\u9898\u4e2d\u7684\u90e8\u5206\u5b50\u95ee\u9898\u3002<\/p>\n<p>2. 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