{"id":17325,"date":"2024-12-14T12:45:34","date_gmt":"2024-12-14T04:45:34","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=17325"},"modified":"2025-01-05T12:50:03","modified_gmt":"2025-01-05T04:50:03","slug":"weiruanxinmoxingph","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/weiruanxinmoxingph\/","title":{"rendered":"\u5fae\u8f6f\u65b0\u6a21\u578b\uff1aPhi-4\u6765\u4e86\uff0c14B\u53c2\u6570\u5ab2\u7f8e\u66f4\u5927\u89c4\u6a21\u6a21\u578b"},"content":{"rendered":"<p>Phi-4 \u5728\u4ec5\u6709 140 \u4ebf\uff0814B\uff09\u00a0\u4e2a\u53c2\u6570\u7684\u60c5\u51b5\u4e0b\uff0c\u901a\u8fc7\u521b\u65b0\u7684\u8bad\u7ec3\u65b9\u6cd5\u548c\u9ad8\u8d28\u91cf\u7684\u6570\u636e\uff0c\u5c55\u73b0\u51fa\u4e86\u5ab2\u7f8e\u751a\u81f3\u8d85\u8d8a\u4e00\u4e9b\u66f4\u5927\u89c4\u6a21\u6a21\u578b\u7684\u6027\u80fd\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd Phi-4 \u7684\u67b6\u6784\u3001\u7279\u70b9\u3001\u8bad\u7ec3\u65b9\u6cd5\uff0c\u4ee5\u53ca\u5728\u5b9e\u9645\u5e94\u7528\u548c\u8bc4\u6d4b\u57fa\u51c6\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n<p>https:\/\/github.com\/xinyuwei-david\/david-share.git<\/p>\n<h2>\u4e00\u3001\u770b\u6307\u6807\u6d4b\u80fd\u529b<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/1433f0261cbbfd8.png\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/1e67a56e3b28446.png\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7bcb761ca5429fe.png\" \/><\/p>\n<p>\u6d4b\u4e09\u9053\u9898\uff0c\u5bf9\u6bd4o1\u548cPhi-4<\/p>\n<p><strong>\u7b2c\u4e00\u9898\uff1a<\/strong><\/p>\n<p>phi-4<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4fe77bb73e9f411.png\" \/><\/p>\n<p>o1<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/130c69f4be44f0c.png\" \/><\/p>\n<p><strong>\u7b2c\u4e8c\u9898\uff1a<\/strong><\/p>\n<p>Phi-4:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/d5e59c4604e2a37.png\" \/><\/p>\n<p>o1\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/bc37e3cf3cba583.png\" \/><\/p>\n<p><strong>\u7b2c\u4e09\u9898\uff1a<\/strong><\/p>\n<p>Phi-4<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/1d51aa9efec90b4.png\" \/><\/p>\n<p>o1:<\/p>\n<pre><code>\u8981\u6c42\u4e94\u4e2a\u8fde\u7eed\u5076\u6570\u7684\u5e73\u5747\u6570\uff0c\u5df2\u77e5\u5b83\u4eec\u7684\u548c\u4e3a90\uff0c\u4e0b\u9762\u6211\u4eec\u9010\u6b65\u89e3\u7b54\u3002<\/code><code>\r\n<\/code><code>\u6b65\u9aa41\uff1a\u8bbe\u672a\u77e5\u6570<\/code><code>\r\n<\/code><code>\u8bbe\u8fd9\u4e94\u4e2a\u8fde\u7eed\u7684\u5076\u6570\u4e3a\uff1a<\/code><code>\r\n<\/code><code>\u7b2c\u4e00\u4e2a\u5076\u6570\uff1a( n - 4 )<\/code><code>\u7b2c\u4e8c\u4e2a\u5076\u6570\uff1a( n - 2 )<\/code><code>\u7b2c\u4e09\u4e2a\u5076\u6570\uff1a( n )<\/code><code>\u7b2c\u56db\u4e2a\u5076\u6570\uff1a( n + 2 )<\/code><code>\u7b2c\u4e94\u4e2a\u5076\u6570\uff1a( n + 4 )<\/code><code>\r\n<\/code><code>\uff08\u56e0\u4e3a\u5076\u6570\u4e4b\u95f4\u76f8\u5dee2\uff0c\u6240\u4ee5\u76f8\u90bb\u7684\u5076\u6570\u53ef\u4ee5\u8fd9\u6837\u8868\u793a\uff09<\/code><code>\r\n<\/code><code>\u6b65\u9aa42\uff1a\u5217\u65b9\u7a0b\u6c42\u548c<\/code><code>\r\n<\/code><code>\u6839\u636e\u9898\u76ee\uff0c\u4e94\u4e2a\u6570\u7684\u548c\u4e3a90\uff1a<\/code><code>\r\n<\/code><code>[<\/code><code>(n - 4) + (n - 2) + n + (n + 2) + (n + 4) = 90<\/code><code>]<\/code><code>\r\n<\/code><code>\u6b65\u9aa43\uff1a\u7b80\u5316\u65b9\u7a0b<\/code><code>\r\n<\/code><code>\u5408\u5e76\u540c\u7c7b\u9879\uff1a<\/code><code>\r\n<\/code><code>[<\/code><code>5n = 90<\/code><code>]<\/code><code>\r\n<\/code><code>\u6b65\u9aa44\uff1a\u6c42\u89e3 n<\/code><code>\r\n<\/code><code>[<\/code><code>n = frac{90}{5} = 18<\/code><code>]<\/code><code>\r\n<\/code><code>\u6b65\u9aa45\uff1a\u6c42\u51fa\u4e94\u4e2a\u5076\u6570<\/code><code>\r\n<\/code><code>\u7b2c\u4e00\u4e2a\u5076\u6570\uff1a( 18 - 4 = 14 )<\/code><code>\u7b2c\u4e8c\u4e2a\u5076\u6570\uff1a( 18 - 2 = 16 )<\/code><code>\u7b2c\u4e09\u4e2a\u5076\u6570\uff1a( 18 )<\/code><code>\u7b2c\u56db\u4e2a\u5076\u6570\uff1a( 18 + 2 = 20 )<\/code><code>\u7b2c\u4e94\u4e2a\u5076\u6570\uff1a( 18 + 4 = 22 )<\/code><code>\r\n<\/code><code>\u6b65\u9aa46\uff1a\u8ba1\u7b97\u5e73\u5747\u6570<\/code><code>\r\n<\/code><code>\u5e73\u5747\u6570\u7b49\u4e8e\u603b\u548c\u9664\u4ee5\u6570\u91cf\uff1a<\/code><code>\r\n<\/code><code>[<\/code><code>text{\u5e73\u5747\u6570} = frac{14 + 16 + 18 + 20 + 22}{5} = frac{90}{5} = 18<\/code><code>]<\/code><code>\r\n<\/code><code>\u7b54\u6848\uff1a<\/code><code>\r\n<\/code><code>\u8fd9\u4e94\u4e2a\u8fde\u7eed\u7684\u5076\u6570\u7684\u5e73\u5747\u6570\u662f 18\u3002<\/code><\/pre>\n<p>\u8fd9\u6837\u770b\u7684\u8bdd\uff0cPhi-4\u7684\u63a8\u7406\u80fd\u529b\u8fd8\u662f\u53ef\u4ee5\u7684\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2><strong>\u4e8c\u3001Phi-4<\/strong> \u6a21\u578b\u67b6\u6784<\/h2>\n<h3><strong>1. \u57fa\u4e8e Transformer \u7684\u89e3\u7801\u5668\u67b6\u6784<\/strong><\/h3>\n<p>Phi-4 \u91c7\u7528\u4e86\u57fa\u4e8e <a href=\"https:\/\/www.kdjingpai.com\/transformer\/\">Transformer<\/a> \u7684\u00a0<strong>\u89e3\u7801\u5668\uff08Decoder-only\uff09<\/strong>\u00a0\u67b6\u6784\uff0c\u4e0e GPT \u7cfb\u5217\u6a21\u578b\u7c7b\u4f3c\u3002\u8fd9\u79cd\u67b6\u6784\u5229\u7528\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff08Self-Attention Mechanism\uff09\uff0c\u80fd\u591f\u6709\u6548\u6355\u6349\u6587\u672c\u5e8f\u5217\u4e2d\u7684\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\uff0c\u64c5\u957f\u5904\u7406\u81ea\u7136\u8bed\u8a00\u751f\u6210\u4efb\u52a1\u3002<\/p>\n<h3><strong>2. \u53c2\u6570\u89c4\u6a21\u4e0e\u5c42\u6570<\/strong><\/h3>\n<ul>\n<li><strong>\u53c2\u6570\u603b\u91cf\uff1a<\/strong>\u00a0<strong>140 \u4ebf\uff0814B\uff09<\/strong>\u00a0\u4e2a\u53c2\u6570\u3002<\/li>\n<li><strong>\u6a21\u578b\u5c42\u6570\uff1a40\u5c42<\/strong><\/li>\n<\/ul>\n<h3><strong>3. \u4e0a\u4e0b\u6587\u957f\u5ea6<\/strong><\/h3>\n<ul>\n<li><strong>\u521d\u59cb\u4e0a\u4e0b\u6587\u957f\u5ea6\uff1a<\/strong>\u00a0<strong>4,096<\/strong>\u00a0\u4e2a Token\u3002<\/li>\n<li><strong>\u4e2d\u671f\u8bad\u7ec3\u6269\u5c55\uff1a<\/strong>\u00a0\u5728\u4e2d\u671f\u8bad\u7ec3\u9636\u6bb5\uff0cPhi-4 \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u6269\u5c55\u5230\u4e86\u00a0<strong>16,000<\/strong>\u00a0\u4e2a Token\uff0816K\uff09\uff0c\u63d0\u9ad8\u4e86\u6a21\u578b\u5904\u7406\u957f\u6587\u672c\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n<h3><strong>4. \u8bcd\u6c47\u8868\u4e0e\u5206\u8bcd\u5668<\/strong><\/h3>\n<ul>\n<li><strong>\u5206\u8bcd\u5668\uff1a<\/strong>\u00a0\u91c7\u7528\u4e86 OpenAI \u7684\u00a0<strong>tiktoken \u5206\u8bcd\u5668<\/strong>\uff0c\u652f\u6301\u591a\u8bed\u8a00\uff0c\u5e76\u5177\u6709\u66f4\u597d\u7684\u5206\u8bcd\u6548\u679c\u3002<\/li>\n<li><strong>\u8bcd\u6c47\u8868\u5927\u5c0f\uff1a<\/strong>\u00a0<strong>100,352<\/strong>\uff0c\u5305\u62ec\u4e86\u4e00\u4e9b\u9884\u7559\u7684\u672a\u4f7f\u7528 Token\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4e09\u3001\u6ce8\u610f\u529b\u673a\u5236\u4e0e\u4f4d\u7f6e\u7f16\u7801<\/h2>\n<h3><strong>1. \u5168\u5c40\u6ce8\u610f\u529b\u673a\u5236<\/strong><\/h3>\n<p>Phi-4 \u4f7f\u7528\u4e86\u00a0<strong>\u5168\u6ce8\u610f\u529b\u673a\u5236\uff08Full Attention\uff09<\/strong>\uff0c\u5373\u5bf9\u6574\u4e2a\u4e0a\u4e0b\u6587\u5e8f\u5217\u8fdb\u884c\u81ea\u6ce8\u610f\u529b\u8ba1\u7b97\u3002\u8fd9\u4e0e\u524d\u4ee3\u6a21\u578b\u4e0d\u540c\uff0cPhi-3-medium \u91c7\u7528\u4e86 2,048 <a href=\"https:\/\/www.kdjingpai.com\/tokenization\/\">Token<\/a> \u7684\u6ed1\u52a8\u7a97\u53e3\uff0c\u800c Phi-4 \u5219\u76f4\u63a5\u5bf9 4,096 Token\uff08\u521d\u59cb\uff09\u548c 16,000 Token\uff08\u6269\u5c55\u540e\uff09\u7684\u4e0a\u4e0b\u6587\u8fdb\u884c\u5168\u5c40\u6ce8\u610f\u529b\u8ba1\u7b97\uff0c\u63d0\u9ad8\u4e86\u6a21\u578b\u5bf9\u957f\u8ddd\u79bb\u4f9d\u8d56\u7684\u6355\u6349\u80fd\u529b\u3002<\/p>\n<h3><strong>2. \u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff08RoPE\uff09<\/strong><\/h3>\n<p>\u4e3a\u4e86\u652f\u6301\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0cPhi-4 \u5728\u4e2d\u671f\u8bad\u7ec3\u4e2d\u8c03\u6574\u4e86\u00a0<strong>\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff08Rotary Position Embeddings, RoPE\uff09<\/strong>\u00a0\u7684\u57fa\u9891\uff1a<\/p>\n<ul>\n<li><strong>\u57fa\u9891\u8c03\u6574\uff1a<\/strong>\u00a0\u5c06 RoPE \u7684\u57fa\u9891\u589e\u52a0\u5230\u00a0<strong>250,000<\/strong>\uff0c\u4ee5\u9002\u5e94 16K \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002<\/li>\n<li><strong>\u4f5c\u7528\uff1a<\/strong>\u00a0RoPE \u6709\u52a9\u4e8e\u6a21\u578b\u5728\u957f\u5e8f\u5217\u4e2d\u4fdd\u6301\u4f4d\u7f6e\u7f16\u7801\u7684\u6709\u6548\u6027\uff0c\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u5728\u66f4\u957f\u7684\u6587\u672c\u4e2d\u4fdd\u6301\u826f\u597d\u7684\u6027\u80fd\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u56db\u3001\u8bad\u7ec3\u7b56\u7565\u4e0e\u65b9\u6cd5<\/h2>\n<h3><strong>1. \u6570\u636e\u8d28\u91cf\u4f18\u5148\u7684\u7406\u5ff5<\/strong><\/h3>\n<p>Phi-4 \u7684\u8bad\u7ec3\u7b56\u7565\u4ee5\u00a0<strong>\u6570\u636e\u8d28\u91cf<\/strong>\u00a0\u4e3a\u6838\u5fc3\u3002\u4e0e\u5176\u4ed6\u4e3b\u8981\u4f7f\u7528\u4e92\u8054\u7f51\u6709\u673a\u6570\u636e\uff08\u5982\u7f51\u9875\u5185\u5bb9\u3001\u4ee3\u7801\u7b49\uff09\u8fdb\u884c\u9884\u8bad\u7ec3\u7684\u6a21\u578b\u4e0d\u540c\uff0cPhi-4 \u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6218\u7565\u6027\u5730\u5f15\u5165\u4e86\u00a0<strong>\u5408\u6210\u6570\u636e<\/strong>\u3002<\/p>\n<h3><strong>2. \u5408\u6210\u6570\u636e\u7684\u751f\u6210\u4e0e\u5e94\u7528<\/strong><\/h3>\n<p><strong>\u5408\u6210\u6570\u636e<\/strong>\u00a0\u5728 Phi-4 \u7684\u9884\u8bad\u7ec3\u548c\u4e2d\u671f\u8bad\u7ec3\u4e2d\u626e\u6f14\u4e86\u5173\u952e\u89d2\u8272\uff1a<\/p>\n<ul>\n<li><strong>\u591a\u79cd\u6570\u636e\u751f\u6210\u6280\u672f\uff1a<\/strong>\n<ul>\n<li><strong>\u591a\u4ee3\u7406\u63d0\u793a\uff08Multi-Agent Prompting\uff09\uff1a<\/strong>\u00a0\u5229\u7528\u591a\u4e2a\u8bed\u8a00\u6a21\u578b\u6216\u4ee3\u7406\u5171\u540c\u751f\u6210\u6570\u636e\uff0c\u4e30\u5bcc\u4e86\u6570\u636e\u7684\u591a\u6837\u6027\u3002<\/li>\n<li><strong>\u81ea\u6211\u4fee\u6b63\u6d41\u7a0b\uff08Self-Revision Workflows\uff09\uff1a<\/strong>\u00a0\u6a21\u578b\u751f\u6210\u521d\u59cb\u8f93\u51fa\u540e\uff0c\u8fdb\u884c\u81ea\u6211\u8bc4\u4f30\u548c\u4fee\u6b63\uff0c\u8fed\u4ee3\u63d0\u5347\u8f93\u51fa\u8d28\u91cf\u3002<\/li>\n<li><strong>\u6307\u4ee4\u53cd\u8f6c\uff08Instruction Reversal\uff09\uff1a<\/strong>\u00a0\u4ece\u5df2\u6709\u7684\u8f93\u51fa\u751f\u6210\u5bf9\u5e94\u7684\u8f93\u5165\u6307\u4ee4\uff0c\u589e\u5f3a\u6a21\u578b\u7684\u6307\u4ee4\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5408\u6210\u6570\u636e\u7684\u4f18\u52bf\uff1a<\/strong>\n<ul>\n<li><strong>\u7ed3\u6784\u5316\u548c\u6e10\u8fdb\u5f0f\u5b66\u4e60\uff1a<\/strong>\u00a0\u5408\u6210\u6570\u636e\u53ef\u4ee5\u7cbe\u786e\u63a7\u5236\u96be\u5ea6\u548c\u5185\u5bb9\uff0c\u9010\u6b65\u5f15\u5bfc\u6a21\u578b\u5b66\u4e60\u590d\u6742\u7684\u63a8\u7406\u548c\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u3002<\/li>\n<li><strong>\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\uff1a<\/strong>\u00a0\u5408\u6210\u6570\u636e\u7684\u751f\u6210\u53ef\u4ee5\u9488\u5bf9\u6a21\u578b\u7684\u8584\u5f31\u73af\u8282\uff0c\u63d0\u4f9b\u9488\u5bf9\u6027\u7684\u8bad\u7ec3\u6570\u636e\u3002<\/li>\n<li><strong>\u907f\u514d\u6570\u636e\u6c61\u67d3\uff1a<\/strong>\u00a0\u7531\u4e8e\u5408\u6210\u6570\u636e\u662f\u751f\u6210\u7684\uff0c\u907f\u514d\u4e86\u8bad\u7ec3\u6570\u636e\u4e2d\u5305\u542b\u8bc4\u6d4b\u96c6\u5185\u5bb9\u7684\u98ce\u9669\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><strong>3. \u6709\u673a\u6570\u636e\u7684\u7cbe\u7ec6\u7b5b\u9009\u548c\u8fc7\u6ee4<\/strong><\/h3>\n<p>\u9664\u4e86\u5408\u6210\u6570\u636e\uff0cPhi-4 \u8fd8\u6ce8\u91cd\u4ece\u591a\u79cd\u6765\u6e90\u7cbe\u5fc3\u6311\u9009\u548c\u8fc7\u6ee4\u9ad8\u8d28\u91cf\u7684\u00a0<strong>\u6709\u673a\u6570\u636e<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u636e\u6765\u6e90\uff1a<\/strong>\u00a0\u5305\u62ec Web \u5185\u5bb9\u3001\u4e66\u7c4d\u3001\u4ee3\u7801\u5e93\u3001\u5b66\u672f\u8bba\u6587\u7b49\u3002<\/li>\n<li><strong>\u6570\u636e\u8fc7\u6ee4\uff1a<\/strong>\n<ul>\n<li><strong>\u53bb\u9664\u4f4e\u8d28\u91cf\u5185\u5bb9\uff1a<\/strong>\u00a0\u4f7f\u7528\u81ea\u52a8\u5316\u548c\u624b\u52a8\u65b9\u6cd5\uff0c\u8fc7\u6ee4\u6389\u65e0\u610f\u4e49\u3001\u9519\u8bef\u3001\u91cd\u590d\u6216\u6709\u5bb3\u7684\u5185\u5bb9\u3002<\/li>\n<li><strong>\u9632\u6b62\u6570\u636e\u6c61\u67d3\uff1a<\/strong>\u00a0\u91c7\u7528\u6df7\u5408 n-gram \u7b97\u6cd5\uff0813-gram \u548c 7-gram\uff09\u8fdb\u884c\u53bb\u91cd\u548c\u53bb\u6c61\u67d3\uff0c\u786e\u4fdd\u8bad\u7ec3\u6570\u636e\u4e0d\u5305\u542b\u8bc4\u6d4b\u96c6\u7684\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><strong>4. \u6570\u636e\u6df7\u5408\u7b56\u7565<\/strong><\/h3>\n<p>Phi-4 \u5728\u8bad\u7ec3\u6570\u636e\u7684\u7ec4\u6210\u4e0a\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u5177\u4f53\u914d\u6bd4\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li><strong>\u5408\u6210\u6570\u636e\uff1a<\/strong>\u00a0\u5360\u00a0<strong>40%<\/strong>\u3002<\/li>\n<li><strong>\u7f51\u7edc\u6539\u5199\u6570\u636e\uff08Web Rewrites\uff09\uff1a<\/strong>\u00a0\u5360\u00a0<strong>15%<\/strong>\uff0c\u5bf9\u9ad8\u8d28\u91cf\u7684 Web \u5185\u5bb9\u8fdb\u884c\u6539\u5199\uff0c\u751f\u6210\u65b0\u7684\u8bad\u7ec3\u6837\u672c\u3002<\/li>\n<li><strong>\u6709\u673a Web \u6570\u636e\uff1a<\/strong>\u00a0\u5360\u00a0<strong>15%<\/strong>\uff0c\u7cbe\u9009\u8fc7\u7684\u6709\u4ef7\u503c\u7684 Web \u5185\u5bb9\u3002<\/li>\n<li><strong>\u4ee3\u7801\u6570\u636e\uff1a<\/strong>\u00a0\u5360\u00a0<strong>20%<\/strong>\uff0c\u5305\u62ec\u516c\u5f00\u4ee3\u7801\u5e93\u548c\u751f\u6210\u7684\u4ee3\u7801\u5408\u6210\u6570\u636e\u3002<\/li>\n<li><strong>\u76ee\u6807\u83b7\u53d6\u6570\u636e\uff08Targeted Acquisitions\uff09\uff1a<\/strong>\u00a0\u5360\u00a0<strong>10%<\/strong>\uff0c\u5305\u62ec\u5b66\u672f\u8bba\u6587\u3001\u4e13\u4e1a\u4e66\u7c4d\u7b49\u9ad8\u4ef7\u503c\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<h3><strong>5. \u591a\u9636\u6bb5\u8bad\u7ec3\u6d41\u7a0b<\/strong><\/h3>\n<p><strong>\u9884\u8bad\u7ec3\u9636\u6bb5\uff1a<\/strong><\/p>\n<ul>\n<li><strong>\u76ee\u6807\uff1a<\/strong>\u00a0\u5efa\u7acb\u6a21\u578b\u7684\u57fa\u7840\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u3002<\/li>\n<li><strong>\u6570\u636e\u91cf\uff1a<\/strong>\u00a0\u7ea6\u00a0<strong>10 \u4e07\u4ebf\uff0810T\uff09<\/strong>\u00a0\u4e2a Token\u3002\n<p><strong>\u4e2d\u671f\u8bad\u7ec3\u9636\u6bb5\uff1a<\/strong><\/li>\n<li><strong>\u76ee\u6807\uff1a<\/strong>\u00a0\u6269\u5c55\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u63d0\u5347\u957f\u6587\u672c\u5904\u7406\u80fd\u529b\u3002<\/li>\n<li><strong>\u6570\u636e\u91cf\uff1a<\/strong>\u00a0<strong>2,500 \u4ebf\uff08250B\uff09<\/strong>\u00a0\u4e2a Token\u3002\n<p><strong>\u540e\u8bad\u7ec3\u9636\u6bb5\uff08\u5fae\u8c03\uff09\uff1a<\/strong><\/li>\n<li><strong>\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\uff1a<\/strong>\u00a0\u4f7f\u7528\u9ad8\u8d28\u91cf\u7684\u591a\u9886\u57df\u6570\u636e\u8fdb\u884c\u5fae\u8c03\uff0c\u6539\u8fdb\u6a21\u578b\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u548c\u56de\u7b54\u8d28\u91cf\u3002<\/li>\n<li><strong>\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff08DPO\uff09\uff1a<\/strong>\u00a0\u5229\u7528\u00a0<strong>\u5173\u952e Token \u641c\u7d22\uff08Pivotal Token Search, PTS\uff09<\/strong>\u00a0\u7b49\u65b9\u6cd5\uff0c\u8fdb\u4e00\u6b65\u4f18\u5316\u6a21\u578b\u7684\u8f93\u51fa\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4e94\u3001\u521b\u65b0\u7684\u8bad\u7ec3\u6280\u672f<\/h2>\n<h3><strong>1. \u5173\u952e Token \u641c\u7d22\uff08Pivotal Token Search, PTS\uff09<\/strong><\/h3>\n<p><strong>PTS \u65b9\u6cd5<\/strong>\u00a0\u662f Phi-4 \u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u4e00\u5927\u521b\u65b0\uff1a<\/p>\n<ul>\n<li><strong>\u539f\u7406\uff1a<\/strong>\u00a0\u901a\u8fc7\u8bc6\u522b\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u5bf9\u7b54\u6848\u6b63\u786e\u6027\u6709\u91cd\u5927\u5f71\u54cd\u7684\u5173\u952e Token\uff0c\u9488\u5bf9\u6027\u5730\u4f18\u5316\u6a21\u578b\u5728\u8fd9\u4e9b Token \u4e0a\u7684\u9884\u6d4b\u3002<\/li>\n<li><strong>\u4f18\u52bf\uff1a<\/strong>\n<ul>\n<li><strong>\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\uff1a<\/strong>\u00a0\u5c06\u4f18\u5316\u91cd\u70b9\u653e\u5728\u5bf9\u7ed3\u679c\u5f71\u54cd\u6700\u5927\u7684\u90e8\u5206\uff0c\u4e8b\u534a\u529f\u500d\u3002<\/li>\n<li><strong>\u6539\u5584\u6a21\u578b\u6027\u80fd\uff1a<\/strong>\u00a0\u6709\u52a9\u4e8e\u6a21\u578b\u5728\u5173\u952e\u51b3\u7b56\u70b9\u4e0a\u505a\u51fa\u6b63\u786e\u9009\u62e9\uff0c\u63d0\u9ad8\u6574\u4f53\u8f93\u51fa\u8d28\u91cf\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><strong>2. \u6539\u8fdb\u7684\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff08DPO\uff09<\/strong><\/h3>\n<ul>\n<li><strong>DPO \u65b9\u6cd5\uff1a<\/strong>\u00a0\u76f4\u63a5\u4f7f\u7528\u504f\u597d\u6570\u636e\u8fdb\u884c\u4f18\u5316\uff0c\u4f7f\u6a21\u578b\u7684\u8f93\u51fa\u66f4\u7b26\u5408\u4eba\u7c7b\u7684\u504f\u597d\u3002<\/li>\n<li><strong>\u521b\u65b0\u70b9\uff1a<\/strong>\n<ul>\n<li><strong>\u7ed3\u5408 PTS\uff1a<\/strong>\u00a0\u5728 DPO \u4e2d\u5f15\u5165 PTS \u751f\u6210\u7684\u8bad\u7ec3\u6570\u636e\u5bf9\uff0c\u63d0\u9ad8\u4f18\u5316\u6548\u679c\u3002<\/li>\n<li><strong>\u8bc4\u4f30\u6307\u6807\uff1a<\/strong>\u00a0\u901a\u8fc7\u5bf9\u6a21\u578b\u5728\u5173\u952e Token \u4e0a\u7684\u8868\u73b0\u8fdb\u884c\u8bc4\u4f30\uff0c\u66f4\u7cbe\u786e\u5730\u8861\u91cf\u4f18\u5316\u6548\u679c\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u516d\u3001\u6a21\u578b\u7279\u70b9\u4e0e\u4f18\u52bf<\/h2>\n<h3><strong>1. \u5353\u8d8a\u7684\u6027\u80fd<\/strong><\/h3>\n<ul>\n<li><strong>\u5c0f\u6a21\u578b\uff0c\u5927\u80fd\u529b\uff1a<\/strong>\u00a0\u867d\u7136\u53c2\u6570\u89c4\u6a21\u4ec5\u4e3a\u00a0<strong>14B<\/strong>\uff0c\u4f46 Phi-4 \u5728\u591a\u4e2a\u8bc4\u6d4b\u57fa\u51c6\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u5c24\u5176\u662f\u5728\u63a8\u7406\u548c\u95ee\u9898\u89e3\u51b3\u4efb\u52a1\u4e0a\u3002<\/li>\n<\/ul>\n<h3><strong>2. \u4f18\u5f02\u7684\u63a8\u7406\u80fd\u529b<\/strong><\/h3>\n<ul>\n<li><strong>\u6570\u5b66\u548c\u79d1\u5b66\u95ee\u9898\u89e3\u51b3\uff1a<\/strong>\u00a0\u5728\u00a0<strong>GPQA<\/strong>\u3001<strong>MATH<\/strong>\u00a0\u7b49\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cPhi-4 \u7684\u5f97\u5206\u751a\u81f3\u8d85\u8fc7\u4e86\u5176\u6559\u5e08\u6a21\u578b\u00a0<strong>GPT-4o<\/strong>\u3002<\/li>\n<\/ul>\n<h3><strong>3. \u957f\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b<\/strong><\/h3>\n<ul>\n<li><strong>\u4e0a\u4e0b\u6587\u957f\u5ea6\u6269\u5c55\uff1a<\/strong>\u00a0\u901a\u8fc7\u5728\u4e2d\u671f\u8bad\u7ec3\u4e2d\u5c06\u4e0a\u4e0b\u6587\u957f\u5ea6\u6269\u5c55\u5230\u00a0<strong>16,000<\/strong>\u00a0\u4e2a Token\uff0cPhi-4 \u80fd\u591f\u66f4\u6709\u6548\u5730\u5904\u7406\u957f\u6587\u672c\u548c\u957f\u8ddd\u79bb\u4f9d\u8d56\u3002<\/li>\n<\/ul>\n<h3><strong>4. \u591a\u8bed\u8a00\u652f\u6301<\/strong><\/h3>\n<ul>\n<li><strong>\u8986\u76d6\u591a\u79cd\u8bed\u8a00\uff1a<\/strong>\u00a0\u8bad\u7ec3\u6570\u636e\u5305\u62ec\u4e86\u00a0<strong>\u5fb7\u8bed\u3001\u897f\u73ed\u7259\u8bed\u3001\u6cd5\u8bed\u3001\u8461\u8404\u7259\u8bed\u3001\u610f\u5927\u5229\u8bed\u3001\u5370\u5730\u8bed\u3001\u65e5\u8bed<\/strong>\u00a0\u7b49\u591a\u79cd\u8bed\u8a00\u3002<\/li>\n<li><strong>\u8de8\u8bed\u8a00\u80fd\u529b\uff1a<\/strong>\u00a0\u5728\u7ffb\u8bd1\u3001\u8de8\u8bed\u8a00\u95ee\u7b54\u7b49\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\u3002<\/li>\n<\/ul>\n<h3><strong>5. \u5b89\u5168\u6027\u548c\u5408\u89c4\u6027<\/strong><\/h3>\n<ul>\n<li><strong>\u8d1f\u8d23\u4efb\u7684 AI \u539f\u5219\uff1a<\/strong>\u00a0\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u4e25\u683c\u9075\u5faa\u5fae\u8f6f\u7684\u8d1f\u8d23\u4efb AI \u539f\u5219\uff0c\u6ce8\u91cd\u6a21\u578b\u7684\u5b89\u5168\u6027\u548c\u9053\u5fb7\u6027\u3002<\/li>\n<li><strong>\u6570\u636e\u53bb\u6c61\u67d3\u548c\u9690\u79c1\u4fdd\u62a4\uff1a<\/strong>\u00a0\u91c7\u7528\u4e25\u683c\u7684\u6570\u636e\u53bb\u91cd\u548c\u8fc7\u6ee4\u7b56\u7565\uff0c\u9632\u6b62\u8bad\u7ec3\u6570\u636e\u4e2d\u5305\u542b\u654f\u611f\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4e03\u3001\u8bc4\u6d4b\u57fa\u51c6\u4e0e\u6027\u80fd\u8868\u73b0<\/h2>\n<h3><strong>1. \u5916\u90e8\u8bc4\u6d4b\u57fa\u51c6<\/strong><\/h3>\n<p>Phi-4 \u5728\u591a\u4e2a\u516c\u5f00\u7684\u8bc4\u6d4b\u57fa\u51c6\u4e0a\u5c55\u73b0\u4e86\u9886\u5148\u7684\u6027\u80fd\uff1a<\/p>\n<ul>\n<li><strong>MMLU\uff08\u591a\u4efb\u52a1\u8bed\u8a00\u7406\u89e3\uff09\uff1a<\/strong>\u00a0\u5728\u590d\u6742\u7684\u591a\u4efb\u52a1\u7406\u89e3\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u4f18\u5f02\u7684\u6210\u7ee9\u3002<\/li>\n<li><strong>GPQA\uff08\u7814\u7a76\u751f\u6c34\u5e73\u7684 STEM \u95ee\u7b54\uff09\uff1a<\/strong>\u00a0\u5728\u9ad8\u96be\u5ea6\u7684 STEM \u95ee\u7b54\u4e2d\u8868\u73b0\u7a81\u51fa\uff0c\u5f97\u5206\u8d85\u8fc7\u4e86\u4e00\u4e9b\u66f4\u5927\u89c4\u6a21\u7684\u6a21\u578b\u3002<\/li>\n<li><strong>MATH\uff08\u6570\u5b66\u7ade\u8d5b\uff09\uff1a<\/strong>\u00a0\u5728\u6570\u5b66\u95ee\u9898\u89e3\u51b3\u65b9\u9762\uff0cPhi-4 \u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u63a8\u7406\u548c\u8ba1\u7b97\u80fd\u529b\u3002<\/li>\n<li><strong>HumanEval \/ HumanEval+\uff08\u4ee3\u7801\u751f\u6210\uff09\uff1a<\/strong>\u00a0\u5728\u4ee3\u7801\u751f\u6210\u548c\u7406\u89e3\u4efb\u52a1\u4e2d\uff0cPhi-4 \u7684\u5f97\u5206\u8d85\u8d8a\u4e86\u540c\u89c4\u6a21\u7684\u6a21\u578b\uff0c\u751a\u81f3\u63a5\u8fd1\u66f4\u5927\u89c4\u6a21\u7684\u6a21\u578b\u3002<\/li>\n<\/ul>\n<h3><strong>2. \u5185\u90e8\u8bc4\u6d4b\u5957\u4ef6\uff08PhiBench\uff09<\/strong><\/h3>\n<p>\u4e3a\u4e86\u6df1\u5165\u4e86\u89e3\u6a21\u578b\u7684\u80fd\u529b\u548c\u4e0d\u8db3\uff0c\u56e2\u961f\u5f00\u53d1\u4e86\u4e13\u95e8\u7684\u5185\u90e8\u8bc4\u6d4b\u5957\u4ef6\u00a0<strong>PhiBench<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u591a\u6837\u5316\u7684\u4efb\u52a1\uff1a<\/strong>\u00a0\u5305\u62ec\u4ee3\u7801\u8c03\u8bd5\u3001\u4ee3\u7801\u8865\u5168\u3001\u6570\u5b66\u63a8\u7406\u3001\u9519\u8bef\u8bc6\u522b\u7b49\u3002<\/li>\n<li><strong>\u6307\u5bfc\u6a21\u578b\u4f18\u5316\uff1a<\/strong>\u00a0\u901a\u8fc7\u5bf9 PhiBench \u7684\u6210\u7ee9\u5206\u6790\uff0c\u56e2\u961f\u80fd\u591f\u6709\u9488\u5bf9\u6027\u5730\u6539\u8fdb\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u516b\u3001\u5b89\u5168\u6027\u4e0e\u8d23\u4efb<\/h2>\n<h3><strong>1. \u4e25\u683c\u7684\u5b89\u5168\u5bf9\u9f50\u7b56\u7565<\/strong><\/h3>\n<p>Phi-4 \u7684\u5f00\u53d1\u9075\u5faa\u5fae\u8f6f\u7684\u00a0<strong>\u8d1f\u8d23\u4efb AI \u539f\u5219<\/strong>\uff0c\u5728\u8bad\u7ec3\u548c\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u6ce8\u91cd\u6a21\u578b\u7684\u5b89\u5168\u6027\u548c\u9053\u5fb7\u6027\uff1a<\/p>\n<ul>\n<li><strong>\u9632\u8303\u6709\u5bb3\u5185\u5bb9\uff1a<\/strong>\u00a0\u901a\u8fc7\u5728\u540e\u8bad\u7ec3\u9636\u6bb5\u52a0\u5165\u5b89\u5168\u5fae\u8c03\u6570\u636e\uff0c\u51cf\u5c11\u6a21\u578b\u751f\u6210\u4e0d\u5f53\u5185\u5bb9\u7684\u6982\u7387\u3002<\/li>\n<li><strong>\u7ea2\u961f\u6d4b\u8bd5\u548c\u81ea\u52a8\u8bc4\u4f30\uff1a<\/strong>\u00a0\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u7ea2\u961f\u6d4b\u8bd5\u548c\u81ea\u52a8\u5316\u7684\u5b89\u5168\u8bc4\u4f30\uff0c\u8986\u76d6\u6570\u5341\u79cd\u6f5c\u5728\u7684\u98ce\u9669\u7c7b\u522b\u3002<\/li>\n<\/ul>\n<h3><strong>2. \u6570\u636e\u53bb\u6c61\u67d3\u548c\u9632\u6b62\u8fc7\u62df\u5408<\/strong><\/h3>\n<ul>\n<li><strong>\u5f3a\u5316\u7684\u6570\u636e\u53bb\u6c61\u67d3\u7b56\u7565\uff1a<\/strong>\u00a0\u4f7f\u7528\u6df7\u5408\u7684 13-gram \u548c 7-gram \u7b97\u6cd5\uff0c\u53bb\u9664\u8bad\u7ec3\u6570\u636e\u4e2d\u53ef\u80fd\u4e0e\u8bc4\u6d4b\u57fa\u51c6\u91cd\u53e0\u7684\u5185\u5bb9\uff0c\u9632\u6b62\u6a21\u578b\u8fc7\u62df\u5408\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4e5d\u3001\u8bad\u7ec3\u8d44\u6e90\u4e0e\u65f6\u95f4<\/h2>\n<h3><strong>1. \u8bad\u7ec3\u65f6\u95f4<\/strong><\/h3>\n<p>\u867d\u7136\u5b98\u65b9\u62a5\u544a\u672a\u660e\u786e\u6307\u51fa Phi-4 \u7684\u603b\u8bad\u7ec3\u65f6\u95f4\uff0c\u4f46\u8003\u8651\u5230\uff1a<\/p>\n<ul>\n<li><strong>\u6a21\u578b\u89c4\u6a21\uff1a<\/strong>\u00a014B \u53c2\u6570\u3002<\/li>\n<li><strong>\u8bad\u7ec3\u6570\u636e\u91cf\uff1a<\/strong>\u00a0\u9884\u8bad\u7ec3\u9636\u6bb5 10T Token\uff0c\u4e2d\u671f\u8bad\u7ec3 250B Token\u3002\n<p>\u53ef\u4ee5\u63a8\u6d4b\uff0c\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u8017\u8d39\u4e86\u76f8\u5f53\u957f\u7684\u65f6\u95f4\u3002<\/li>\n<\/ul>\n<h3><strong>2. GPU \u8d44\u6e90\u6d88\u8017<\/strong><\/h3>\n<table>\n<tbody>\n<tr>\n<td>GPUs<\/td>\n<td>1920 H100-80G<\/td>\n<\/tr>\n<tr>\n<td>Training time<\/td>\n<td>21 days<\/td>\n<\/tr>\n<tr>\n<td>Training data<\/td>\n<td>9.8T <a href=\"https:\/\/www.kdjingpai.com\/tokenization\/\">tokens<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<h2>\u5341\u3001\u5e94\u7528\u4e0e\u5c40\u9650\u6027<\/h2>\n<h3><strong>1. \u5e94\u7528\u573a\u666f<\/strong><\/h3>\n<ul>\n<li><strong>\u95ee\u7b54\u7cfb\u7edf\uff1a<\/strong>\u00a0Phi-4 \u5728\u590d\u6742\u7684\u95ee\u7b54\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u9002\u7528\u4e8e\u5404\u7c7b\u667a\u80fd\u95ee\u7b54\u5e94\u7528\u3002<\/li>\n<li><strong>\u4ee3\u7801\u751f\u6210\u4e0e\u7406\u89e3\uff1a<\/strong>\u00a0\u5728\u7f16\u7a0b\u4efb\u52a1\u4e2d\u6709\u4f18\u5f02\u8868\u73b0\uff0c\u53ef\u7528\u4e8e\u4ee3\u7801\u8f85\u5bfc\u3001\u81ea\u52a8\u751f\u6210\u548c\u8c03\u8bd5\u7b49\u573a\u666f\u3002<\/li>\n<li><strong>\u591a\u8bed\u8a00\u7ffb\u8bd1\u4e0e\u5904\u7406\uff1a<\/strong>\u00a0\u652f\u6301\u591a\u79cd\u8bed\u8a00\uff0c\u9002\u7528\u4e8e\u5168\u7403\u5316\u7684\u8bed\u8a00\u670d\u52a1\u3002<\/li>\n<\/ul>\n<h3><strong>2. \u6f5c\u5728\u5c40\u9650\u6027<\/strong><\/h3>\n<ul>\n<li><strong>\u77e5\u8bc6\u622a\u6b62\u6027\uff1a<\/strong>\u00a0\u6a21\u578b\u7684\u77e5\u8bc6\u622a\u6b62\u4e8e\u8bad\u7ec3\u6570\u636e\uff0c\u5bf9\u4e8e\u8bad\u7ec3\u540e\u53d1\u751f\u7684\u4e8b\u4ef6\u53ef\u80fd\u4e0d\u4e86\u89e3\u3002<\/li>\n<li><strong>\u957f\u5e8f\u5217\u6311\u6218\uff1a<\/strong>\u00a0\u867d\u7136\u4e0a\u4e0b\u6587\u957f\u5ea6\u6269\u5c55\u5230\u4e86 16K\uff0c\u4f46\u5728\u5904\u7406\u66f4\u957f\u7684\u5e8f\u5217\u65f6\uff0c\u53ef\u80fd\u4ecd\u7136\u5b58\u5728\u6311\u6218\u3002<\/li>\n<li><strong>\u98ce\u9669\u63a7\u5236\uff1a<\/strong>\u00a0\u5c3d\u7ba1\u91c7\u53d6\u4e86\u4e25\u683c\u7684\u5b89\u5168\u63aa\u65bd\uff0c\u4f46\u6a21\u578b\u53ef\u80fd\u4ecd\u4f1a\u53d7\u5230\u5bf9\u6297\u6027\u653b\u51fb\u6216\u610f\u5916\u751f\u6210\u4e0d\u5f53\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<p>Phi-4 \u7684\u6210\u529f\u5c55\u793a\u4e86\u6570\u636e\u8d28\u91cf\u548c\u8bad\u7ec3\u7b56\u7565\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u53d1\u5c55\u4e2d\u7684\u91cd\u8981\u6027\u3002\u901a\u8fc7\u521b\u65b0\u7684\u5408\u6210\u6570\u636e\u751f\u6210\u65b9\u6cd5\u3001\u7cbe\u5fc3\u7684\u8bad\u7ec3\u6570\u636e\u6df7\u5408\u7b56\u7565\u4ee5\u53ca\u5148\u8fdb\u7684\u8bad\u7ec3\u6280\u672f\uff0cPhi-4 \u5728\u4fdd\u6301\u8f83\u5c0f\u53c2\u6570\u89c4\u6a21\u7684\u60c5\u51b5\u4e0b\uff0c\u5b9e\u73b0\u4e86\u5353\u8d8a\u7684\u6027\u80fd\uff1a<\/p>\n<ul>\n<li><strong>\u63a8\u7406\u80fd\u529b\u7a81\u51fa\uff1a<\/strong>\u00a0\u5728\u6570\u5b66\u3001\u79d1\u5b66\u548c\u7f16\u7a0b\u7b49\u9886\u57df\u8868\u73b0\u4f18\u5f02\u3002<\/li>\n<li><strong>\u957f\u6587\u672c\u5904\u7406\uff1a<\/strong>\u00a0\u6269\u5c55\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u4f7f\u6a21\u578b\u5728\u957f\u6587\u672c\u5904\u7406\u4efb\u52a1\u4e2d\u5177\u6709\u4f18\u52bf\u3002<\/li>\n<li><strong>\u5b89\u5168\u548c\u8d23\u4efb\uff1a<\/strong>\u00a0\u4e25\u683c\u9075\u5faa\u8d1f\u8d23\u4efb AI \u539f\u5219\uff0c\u786e\u4fdd\u6a21\u578b\u7684\u5b89\u5168\u6027\u548c\u9053\u5fb7\u6027\u3002\n<p>Phi-4 \u4e3a\u5c0f\u53c2\u6570\u91cf\u6a21\u578b\u7684\u53d1\u5c55\u6811\u7acb\u4e86\u65b0\u7684\u6807\u6746\uff0c\u8bc1\u660e\u4e86\u901a\u8fc7\u4e13\u6ce8\u4e8e\u6570\u636e\u8d28\u91cf\u548c\u8bad\u7ec3\u7b56\u7565\uff0c\u5373\u4f7f\u5728\u8f83\u5c0f\u7684\u53c2\u6570\u89c4\u6a21\u4e0b\uff0c\u4e5f\u80fd\u5b9e\u73b0\u5353\u8d8a\u7684\u6027\u80fd\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u53c2\u8003\u8bba\u6587\uff1a\/https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/12\/P4TechReport.pdf<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Phi-4 \u5728\u4ec5\u6709 140 \u4ebf\uff0814B\uff09\u00a0\u4e2a\u53c2\u6570\u7684\u60c5\u51b5\u4e0b\uff0c\u901a\u8fc7\u521b\u65b0\u7684\u8bad\u7ec3\u65b9\u6cd5\u548c\u9ad8\u8d28\u91cf\u7684\u6570\u636e\uff0c\u5c55\u73b0\u51fa\u4e86\u5ab2\u7f8e\u751a\u81f3\u8d85\u8d8a\u4e00\u4e9b\u66f4\u5927\u89c4\u6a21\u6a21\u578b\u7684\u6027\u80fd\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd Phi-4 \u7684\u67b6\u6784\u3001\u7279\u70b9\u3001\u8bad\u7ec3\u65b9\u6cd5\uff0c\u4ee5\u53ca\u5728\u5b9e\u9645\u5e94\u7528\u548c\u8bc4\u6d4b\u57fa\u51c6\u4e2d\u7684\u8868\u73b0\u3002 https:\/\/&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[46],"tags":[],"class_list":["post-17325","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/17325","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=17325"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/17325\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=17325"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=17325"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=17325"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}