{"id":21514,"date":"2025-02-19T20:06:08","date_gmt":"2025-02-19T12:06:08","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=21514"},"modified":"2025-02-19T20:07:33","modified_gmt":"2025-02-19T12:07:33","slug":"openai-houxunliantuana","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/openai-houxunliantuana\/","title":{"rendered":"OpenAI \u540e\u8bad\u7ec3\u56e2\u961f\u524d\u8d1f\u8d23\u4eba\u4eb2\u8ff0\u540e\u8bad\u7ec3\u65b9\u6cd5\u4e0e\u6311\u6218\uff0cPPT\u5168\u7f51\u75af\u4f20"},"content":{"rendered":"<p class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">\u8fd9\u4efd\u6587\u6863\u662f OpenAI \u524d\u540e\u8bad\u7ec3\u8d1f\u8d23\u4eba Barret Zoph \u548c John Schulman\uff08\u4e5f\u662f OpenAI \u8054\u5408\u521b\u59cb\u4eba\uff09\u5728\u65af\u5766\u798f\u5927\u5b66\u6f14\u8bb2\u7684 PPT\uff0c\u4e3b\u8981\u5206\u4eab\u4e86\u4ed6\u4eec\u5728 OpenAI \u5f00\u53d1 <a href=\"https:\/\/www.kdjingpai.com\/de\/chatgpt-6\/\">ChatGPT<\/a> \u7684\u540e\u8bad\u7ec3\u7ecf\u9a8c\u3002\u7531\u4e8e\u6f14\u8bb2\u6ca1\u6709\u5f55\u50cf\uff0c\u8fd9\u4efd PPT \u662f\u4e86\u89e3\u8fd9\u6bb5\u6f14\u8bb2\u7684\u4e3b\u8981\u8d44\u6599\u3002<\/span><\/p>\n<p class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">\u91cd\u70b9\u5185\u5bb9\u5305\u62ec\uff1a<\/span><\/p>\n<ol class=\"ng-star-inserted\">\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">\u540e\u8bad\u7ec3\u7684\u5b9a\u4e49\u548c\u91cd\u8981\u6027:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0\u5b83\u662f\u6a21\u578b\u5f00\u53d1\u7684\u6700\u540e\u9636\u6bb5\uff0c\u76ee\u6807\u662f\u8ba9\u6a21\u578b\u50cf\u52a9\u624b\u4e00\u6837\uff0c\u5e76\u4e3a\u5b9e\u9645\u5e94\u7528\u505a\u597d\u51c6\u5907\u3002\u4e0d\u540c\u4e8e\u9884\u8bad\u7ec3\uff0c\u540e\u8bad\u7ec3\u8ba1\u7b97\u91cf\u5c0f\u3001\u8fed\u4ee3\u5feb\uff0c\u5e76\u4f7f\u7528 RLHF \u6280\u672f\u3002<\/span><\/p>\n<\/li>\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">ChatGPT \u7684\u65e9\u671f\u53d1\u5c55:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0\u4ece GPT-3 \u5230 ChatGPT\uff0c\u56e2\u961f\u5982\u4f55\u4ece\u5c0f\u89c4\u6a21\u5f00\u59cb\uff0c\u9010\u6b65\u6269\u5c55\u529f\u80fd\uff0c\u5e76\u6700\u7ec8\u51b3\u5b9a\u516c\u5f00\u53d1\u5e03\u3002<\/span><\/p>\n<\/li>\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">\u6280\u672f\u7ec6\u8282:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0\u4ecb\u7ecd\u4e86\u540e\u8bad\u7ec3\u7684\u4e09\u4e2a\u4e3b\u8981\u7ec4\u6210\u90e8\u5206\uff1aSFT\u3001RM \u548c RL\uff0c\u4ee5\u53ca\u5982\u4f55\u5e94\u5bf9\u6a21\u578b\u590d\u6742\u6027\u589e\u957f\u3001\u62fc\u5199\u9519\u8bef\u3001\u8fc7\u5ea6\u62d2\u7edd\u3001\u653f\u6cbb\u504f\u89c1\u548c\u865a\u5047\u4fe1\u606f\u7b49\u95ee\u9898\u3002<\/span><\/p>\n<\/li>\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">\u5f00\u653e\u6027\u95ee\u9898:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0\u8ba8\u8bba\u4e86\u83b7\u53d6\u9ad8\u8d28\u91cf\u4eba\u7c7b\u53cd\u9988\u3001\u6a21\u578b\u89c4\u8303\u5b9a\u4e49\u548c\u4fdd\u6301\u6a21\u578b\u591a\u6837\u6027\u7b49\u65b9\u9762\u7684\u6311\u6218\u3002<\/span><\/p>\n<\/li>\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">\u4e24\u4e2a\u65f6\u4ee3\u7684pipelines:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0\u603b\u7ed3\u4e86\u4e0d\u540c\u7684\u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b\u3002<\/span><\/p>\n<\/li>\n<li class=\"ng-star-inserted\">\n<p class=\"ng-star-inserted\"><strong class=\"ng-star-inserted\"><span class=\"ng-star-inserted\">\u63a8\u8350\u9605\u8bfb:<\/span><\/strong><span class=\"ng-star-inserted\">\u00a0\u63a8\u8350\u4e86\u4e0e\u540e\u8bad\u7ec3\u76f8\u5173\u7684\u8bba\u6587\u548c\u535a\u5ba2\u3002<\/span><\/p>\n<\/li>\n<\/ol>\n<p><strong>\u539f\u6587\uff1a<\/strong>https:\/\/docs.google.com\/presentation\/d\/11KWCKUORnPpVMSY6vXgBeFSWo7fJcuGQ9yuR6vC1pzE\/edit?usp=sharing<\/p>\n<p><strong>\u4f5c\u8005<\/strong>: Barret Zoph &amp; John Schulman<\/p>\n<hr \/>\n<h2>\u5f15\u8a00<\/h2>\n<h3>Barret Zoph<\/h3>\n<ul>\n<li>\u4e4b\u524d\u4e0e John \u5728 OpenAI \u5171\u540c\u9886\u5bfc\u540e\u8bad\u7ec3\u5de5\u4f5c<\/li>\n<\/ul>\n<h3>John Schulman<\/h3>\n<ul>\n<li>\u76ee\u524d\u5728 <a href=\"https:\/\/www.kdjingpai.com\/de\/claudeanquanfubai\/\">Anthropic<\/a> \u5de5\u4f5c<\/li>\n<li>OpenAI \u7684\u8054\u5408\u521b\u59cb\u4eba\u4e4b\u4e00\uff0c\u4e4b\u524d\u4e0e Barret \u5171\u540c\u9886\u5bfc\u540e\u8bad\u7ec3\u5de5\u4f5c<\/li>\n<\/ul>\n<h4>\u6211\u4eec\u5408\u4f5c\u7684\u5386\u53f2<\/h4>\n<ul>\n<li>2022 \u5e74 9 \u6708\u5f00\u59cb\u5408\u4f5c<\/li>\n<li>\u81f4\u529b\u4e8e\u5f00\u53d1\u4e00\u4e2a\u53ef\u5b89\u5168\u90e8\u7f72\u7684\u5bf9\u9f50\u804a\u5929\u673a\u5668\u4eba<\/li>\n<li>\u6700\u521d\u56e2\u961f\u88ab\u79f0\u4e3a\u201cRL\u201d\uff0c\u53ea\u6709\u5c11\u6570\u51e0\u4e2a\u4eba<\/li>\n<li>ChatGPT \u6700\u521d\u88ab\u8bbe\u60f3\u4e3a\u4e00\u4e2a\u201c\u4f4e\u8c03\u7684\u7814\u7a76\u9884\u89c8\u201d<\/li>\n<\/ul>\n<h2>\u4ec0\u4e48\u662f\u540e\u8bad\u7ec3<\/h2>\n<h3>\u4ec0\u4e48\u662f\u540e\u8bad\u7ec3\uff1f<\/h3>\n<ul>\n<li>\u4f7f\u6a21\u578b\u8868\u73b0\u5f97\u50cf\u52a9\u624b\u5e76\u9075\u5faa\u6b63\u786e\u7684\u683c\u5f0f<\/li>\n<li>\u662f\u6a21\u578b\u6295\u5165\u751f\u4ea7\u524d\u7684\u6700\u540e\u9636\u6bb5<\/li>\n<li>\u901a\u5e38\u4e0e\u4ea7\u54c1\u56e2\u961f\u5173\u7cfb\u6700\u4e3a\u5bc6\u5207<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21526\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/488cfbba87ad823.jpg\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" width=\"1695\" height=\"324\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/488cfbba87ad823.jpg 1695w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/488cfbba87ad823-768x147.jpg 768w\" sizes=\"auto, (max-width: 1695px) 100vw, 1695px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u57fa\u7840\u6a21\u578b\u4e0e\u540e\u8bad\u7ec3\u6a21\u578b<\/h2>\n<h3>\u57fa\u7840\u6a21\u578b\u793a\u4f8b\uff1a<\/h3>\n<pre>\u7528\u6237\uff1a\u8bf7\u7ed9\u6211\u4e00\u4e2a\u7b80\u5355\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\r\n\r\n\u52a9\u624b\uff1a\r\n\u6211\u6ca1\u6709\u7b80\u5355\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u6709\u4e00\u4e2a\u590d\u6742\u7684\u98df\u8c31\u3002\u5e76\u4e0d\u662f\u6211\u4e0d\u559c\u6b22\u7b80\u5355\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u53ea\u662f\u6211\u4e0d\u77e5\u9053\u600e\u4e48\u505a\u3002\u6211\u4ece\u6765\u6ca1\u80fd\u505a\u51fa\u4e00\u4e2a\u7b80\u5355\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u8bd5\u8fc7\uff0c\u4f46\u6211\u603b\u662f\u505a\u51fa\u592a\u8fa3\u3001\u592a\u6de1\u3001\u592a\u7a00\u3001\u592a\u7a20\u6216\u592a\u4ec0\u4e48\u7684\u4e1c\u897f\u3002\r\n\r\n\u6240\u4ee5\uff0c\u6211\u653e\u5f03\u4e86\u7b80\u5355\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u7b80\u5355\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u4e0d\u590d\u6742\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u4e0d\u590d\u6742\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u4e0d\u590d\u6742\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u4e0d\u590d\u6742\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u4e0d\u590d\u6742\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u4e0d\u590d\u6742\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u4e0d\u590d\u6742\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u4e0d\u590d\u6742\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u4e0d\u590d\u6742\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u4e0d\u590d\u6742\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u4e0d\u590d\u6742\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u4e0d\u590d\u6742\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u4e0d\u590d\u6742\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u4e0d\u590d\u6742\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\u6211\u653e\u5f03\u4e86\u5c1d\u8bd5\u5236\u4f5c\u4e0d\u590d\u6742\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002<\/pre>\n<h3>\u540e\u8bad\u7ec3\u6a21\u578b\uff1a<\/h3>\n<pre>\u7528\u6237\uff1a\u8bf7\u7ed9\u6211\u4e00\u4e2a\u7b80\u5355\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\r\n\u52a9\u624b\uff1a\r\n\u8fd9\u91cc\u6709\u4e00\u4e2a\u7b80\u5355\u7684\u8fa3\u6912\u9171\u98df\u8c31\u3002\r\n\r\n**\u6750\u6599** :\r\n\r\n* 1 \u78c5\u725b\u8089\u672b\r\n* 1 \u4e2a\u5927\u6d0b\u8471\uff0c\u5207\u788e\r\n* 1 \u4e2a\u9752\u6912\uff0c\u5207\u788e\r\n* 2 \u7f50\uff08\u6bcf\u7f50 8 \u76ce\u53f8\uff09\u756a\u8304\u9171\r\n* 1 \u7f50\uff0814.5 \u76ce\u53f8\uff09\u5207\u4e01\u756a\u8304\r\n* 1 \u7f50\uff0815 \u76ce\u53f8\uff09\u82b8\u8c46\uff0c\u6ca5\u5e72\u5e76\u51b2\u6d17\r\n* 2 \u6c64\u5319\u8fa3\u6912\u7c89\r\n* 1 \u6c64\u5319\u5b5c\u7136\u7c89\r\n* 1 \u8336\u5319\u5927\u849c\u7c89\r\n* 1\/2 \u8336\u5319\u76d0\r\n* 1\/2 \u8336\u5319\u9ed1\u80e1\u6912\r\n\r\n**\u505a\u6cd5** :\r\n\r\n1. \u5728\u5927\u9505\u4e2d\uff0c\u7528\u4e2d\u706b\u5c06\u725b\u8089\u672b\u714e\u81f3\u719f\u900f\uff0c\u5927\u7ea6 10 \u5206\u949f\u3002\u6ca5\u5e72\u591a\u4f59\u7684\u6cb9\u8102\u3002\r\n\r\n<\/pre>\n<p>&nbsp;<\/p>\n<h2>\u57fa\u7840\u6a21\u578b\u4e0e\u540e\u8bad\u7ec3\u6a21\u578b<\/h2>\n<pre>\u57fa\u7840\u6a21\u578b\uff1a\r\n\r\n\u7528\u6237\uff1a\u8c01\u662f John Schulman\uff1f\r\n\r\n\u52a9\u624b\uff1a\u6ca1\u6709\u3002\r\n\r\n## 2018 \u5e74 12 \u6708 10 \u65e5\uff1a\r\n\r\n18:21 \u5de5\u5355 #340\uff08GNOME \u7ec8\u7aef\u5728 GTK 3.24 \u4e0a\u65e0\u6cd5\u5de5\u4f5c\uff09\u7531 Antoine <a href=\"https:\/\/www.kdjingpai.com\/de\/martin\/\">Martin<\/a> \u5173\u95ed\uff0c\u5df2\u89e3\u51b3\uff1a\u8fd9\u4e0d\u662f\u4e00\u4e2a xpra \u95ee\u9898\uff0c\u8bf7\u53c2\u89c1 #2174\u3002<\/pre>\n<h3>\u804a\u5929\u6a21\u578b\uff1a<\/h3>\n<pre>\u8c01\u662f John Schulman\uff1f\r\n---\r\nJohn Schulman \u662f\u4e00\u4f4d\u7814\u7a76\u79d1\u5b66\u5bb6\u548c\u673a\u5668\u5b66\u4e60\u4e13\u5bb6\uff0c\u6700\u8457\u540d\u7684\u8eab\u4efd\u662f OpenAI \u7684\u8054\u5408\u521b\u59cb\u4eba\u4e4b\u4e00\uff0cOpenAI \u662f\u4e00\u4e2a\u975e\u8425\u5229\u6027\u7684\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u7ec4\u7ec7\u3002\r\n\r\n\u5728\u521b\u7acb OpenAI \u4e4b\u524d\uff0cSchulman \u662f\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u7684\u7855\u58eb\u7814\u7a76\u751f\uff0c\u5728\u90a3\u91cc\u4ed6\u4ece\u4e8b\u5f3a\u5316\u5b66\u4e60\u548c\u673a\u5668\u4eba\u6280\u672f\u7684\u7814\u7a76\u3002\u4ed6\u662f\u8fd1\u7aef\u7b56\u7565\u4f18\u5316\uff08PPO\uff09\u7684\u5171\u540c\u53d1\u660e\u8005\u4e4b\u4e00\uff0cPPO \u662f\u4e00\u79cd\u5728\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u4e2d\u5e7f\u6cdb\u4f7f\u7528\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u3002\r\n\r\nSchulman \u56e0\u5176\u5728\u673a\u5668\u5b66\u4e60\u65b9\u9762\u7684\u5de5\u4f5c\u83b7\u5f97\u4e86\u65e0\u6570\u5956\u9879\uff0c\u5305\u62ec 2016 \u5e74\u7684 ACM \u535a\u58eb\u8bba\u6587\u5956\u548c 2018 \u5e74 IEEE \u795e\u7ecf\u7f51\u7edc\u4e0e\u5b66\u4e60\u7cfb\u7edf\u6c47\u520a\u6770\u51fa\u8bba\u6587\u5956\u3002\u4ed6\u8fd8\u5728 2017 \u5e74\u88ab MIT \u6280\u672f\u8bc4\u8bba\u8bc4\u4e3a 35 \u4f4d 35 \u5c81\u4ee5\u4e0b\u7684\u521b\u65b0\u8005\u4e4b\u4e00\u3002\r\n\r\n\u5728 OpenAI\uff0cSchulman \u9886\u5bfc\u673a\u5668\u4eba\u56e2\u961f\uff0c\u5e76\u81f4\u529b\u4e8e\u5f00\u53d1\u80fd\u591f\u5b66\u4e60\u548c\u9002\u5e94\u65b0\u73af\u5883\u548c\u4efb\u52a1\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002\u4ed6\u8fd8\u662f\u673a\u5668\u5b66\u4e60\u4f1a\u8bae\u548c\u6d3b\u52a8\u7684\u5e38\u5ba2\uff0c\u5e76\u5728\u9876\u7ea7\u673a\u5668\u5b66\u4e60\u671f\u520a\u548c\u4f1a\u8bae\u4e0a\u53d1\u8868\u4e86\u5927\u91cf\u7814\u7a76\u8bba\u6587\u3002<\/pre>\n<p>&nbsp;<\/p>\n<h2>\u540e\u8bad\u7ec3\u4e0e\u9884\u8bad\u7ec3<\/h2>\n<ul>\n<li>\u4e0e\u9884\u8bad\u7ec3\u76f8\u6bd4\uff0c\u8ba1\u7b97\u91cf\u8981\u5c11\u5f97\u591a\uff0c\u8fed\u4ee3\u5468\u671f\u66f4\u5feb<\/li>\n<li>\u4f7f\u7528\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\n<ul>\n<li>\u4f7f\u6a21\u578b\u9002\u5e94\u7528\u6237\u504f\u597d<\/li>\n<\/ul>\n<\/li>\n<li>\u6559\u6388\u6a21\u578b\u5de5\u5177\n<ul>\n<li>\u4f8b\u5982\uff1a\u68c0\u7d22\u3001\u7f51\u7edc\u6d4f\u89c8\u3001\u4ee3\u7801\u6267\u884c<\/li>\n<\/ul>\n<\/li>\n<li>\u5851\u9020\u6a21\u578b\u4e2a\u6027<\/li>\n<li>\u5f15\u5165\u62d2\u7edd\/\u5b89\u5168\u884c\u4e3a\n<ul>\n<li>\u201c\u4f5c\u4e3a\u4e00\u540d AI \u8bed\u8a00\u6a21\u578b\u2026\u2026\u201d\u884c\u4e3a\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u4ece\u9884\u8bad\u7ec3\u7684\u57fa\u7840\u6a21\u578b\u4e2d\u6cdb\u5316<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4ec0\u4e48\u662f\u540e\u8bad\u7ec3<\/h2>\n<h3>\u4e09\u4e2a\u4e3b\u8981\u7ec4\u6210\u90e8\u5206\uff1a<\/h3>\n<ol>\n<li><strong>\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09<\/strong>\n<ul>\n<li>\u514b\u9686\u4eba\u7c7b\/\u4e13\u5bb6\u884c\u4e3a<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5956\u52b1\u6a21\u578b\uff08RM\uff09\u8bad\u7ec3<\/strong>\n<ul>\n<li>\u6a21\u62df\u4eba\u7c7b\u504f\u597d<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09<\/strong>\n<ul>\n<li>\u4f7f\u7528 RL \u9488\u5bf9\u5956\u52b1\u6a21\u578b\u8fdb\u884c\u4f18\u5316<\/li>\n<li>\u5728 RL \u8fc7\u7a0b\u4e2d\u6df7\u5408\u975e RM \u76ee\u6807\u8fdb\u884c\u63a8\u7406<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21528\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/fdb86d6914cd717.jpg\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-2\" width=\"768\" height=\"576\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09<\/h2>\n<p>\u6536\u96c6\u9ec4\u91d1\u793a\u4f8b\u4ee5\u5fae\u8c03\u57fa\u7840\u6a21\u578b<br \/>\n\u5e0c\u671b\u8fd9\u4e9b\u6570\u636e\u8d28\u91cf\u975e\u5e38\u9ad8\uff0c\u5e76\u6a21\u4eff\u4f60\u5e0c\u671b\u6a21\u578b\u5177\u6709\u7684\u884c\u4e3a<br \/>\nSFT \u6a21\u578b\u4f5c\u4e3a RL \u8bad\u7ec3\u7684\u521d\u59cb\u5316<br \/>\n\u7814\u7a76\u4eba\u7c7b\u4e0e\u6a21\u578b\u5408\u4f5c\u521b\u5efa\u8fd9\u4e9b\u793a\u4f8b\uff08\u4f8b\u5982\uff0c\u53ef\u6269\u5c55\u7684\u76d1\u7763\uff09<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21515\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/53fa1e4336c8857.png\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" width=\"371\" height=\"630\" \/><\/p>\n<p><strong>\u6b65\u9aa4 1<\/strong>: \u6536\u96c6\u793a\u8303\u6570\u636e\uff0c\u5e76\u8bad\u7ec3\u4e00\u4e2a\u76d1\u7763\u7b56\u7565\u3002<\/p>\n<p>\u4ece\u6211\u4eec\u7684\u63d0\u793a\u6570\u636e\u96c6\u4e2d\u91c7\u6837\u4e00\u4e2a\u63d0\u793a\u3002<\/p>\n<p>\u4e00\u4e2a\u6807\u6ce8\u8005\u5c55\u793a\u6240\u9700\u7684\u8f93\u51fa\u884c\u4e3a\u3002<\/p>\n<p>\u8fd9\u4e9b\u6570\u636e\u7528\u4e8e\u4f7f\u7528\u76d1\u7763\u5b66\u4e60\u5fae\u8c03 GPT-3\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5956\u52b1\u6a21\u578b\uff08RM\uff09<\/h2>\n<p>\u4ece\u4eba\u7c7b\u90a3\u91cc\u6536\u96c6\u6bd4\u8f83\u6570\u636e<br \/>\n\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u63d0\u793a\uff0c\u4eba\u7c7b\u51b3\u5b9a\u4ed6\u4eec\u6700\u559c\u6b22\u54ea\u4e9b\u6a21\u578b\u8f93\u51fa<br \/>\n\u8fd9\u4e9b\u6570\u636e\u7528\u4e8e\u8bad\u7ec3\u5956\u52b1\u6a21\u578b<br \/>\n\u5927\u91cf\u7814\u7a76\u7528\u4e8e\u6536\u96c6\u6bd4\u8f83\u7684\u7c7b\u578b\uff08\u4f8b\u5982\uff0c\u4e8c\u8fdb\u5236\uff0c1-7\uff09\u548c\u5176\u4ed6\u7c7b\u578b\u7684\u4fe1\u606f\uff08\u4f8b\u5982\uff0c\u6807\u6ce8\u8005\u7b14\u8bb0\uff09<\/p>\n<p><strong>\u6b65\u9aa4 2<\/strong>: \u6536\u96c6\u6bd4\u8f83\u6570\u636e\uff0c\u5e76\u8bad\u7ec3\u5956\u52b1\u6a21\u578b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21525\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/91f5540acb29319.jpg\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-3\" width=\"456\" height=\"669\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u5f3a\u5316\u5b66\u4e60\uff08RL\/PPO\uff09<\/h2>\n<p>\u73b0\u5728\u6211\u4eec\u6709\u4e86 SFT \u548c RM \u6a21\u578b\uff0c\u6211\u4eec\u53ef\u4ee5\u8fdb\u884c\u6700\u540e\u9636\u6bb5<br \/>\n\u4ece SFT \u6a21\u578b\u5f00\u59cb\uff0c\u7136\u540e\u8fdb\u884c\u9488\u5bf9\u5956\u52b1\u6a21\u578b\u7684 RL \u4f18\u5316<br \/>\n\u9009\u62e9\u4e00\u4e2a\u5e7f\u6cdb\u7684\u63d0\u793a\u5206\u5e03\uff0cRM \u5c31\u662f\u5728\u8fd9\u4e9b\u63d0\u793a\u4e0a\u8bad\u7ec3\u7684<br \/>\n\u901a\u5e38\u4f1a\u51fa\u73b0\u5956\u52b1\u6a21\u578b\u88ab\u8fc7\u5ea6\u4f18\u5316\/\u88ab\u7834\u89e3\u7684\u95ee\u9898<\/p>\n<p><strong>\u6b65\u9aa4 3<\/strong>: \u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u9488\u5bf9\u5956\u52b1\u6a21\u578b\u4f18\u5316\u7b56\u7565\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21524\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/874c42de33bbb4f.jpg\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-4\" width=\"456\" height=\"648\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>ChatGPT + OpenAI \u540e\u8bad\u7ec3\u7684\u65e9\u671f\u5386\u53f2<\/h2>\n<h3>OpenAI \u5728 ChatGPT \u4e4b\u524d\u7684 LLM<\/h3>\n<ul>\n<li>GPT-3 \u57fa\u7840\u6a21\u578b\uff082020 \u5e74\u4e2d\uff09<\/li>\n<li>GPT-3.5 \u4e3b\u8981\u4f5c\u4e3a\u6307\u4ee4\u6a21\u578b\u4e8e 2022 \u5e74 1 \u6708\u53d1\u5e03\uff08InstructGPT\uff09\n<ul>\n<li>\u7c7b\u4f3c\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u5b8c\u6210\u6a21\u578b\uff0c\u4f46\u63d0\u4f9b\u66f4\u6709\u5e2e\u52a9\u7684\u5b8c\u6210\u7ed3\u679c<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>RL \u56e2\u961f<\/h3>\n<ul>\n<li>2021 \u5e74\u81f4\u529b\u4e8e WebGPT\u2014\u2014\u901a\u8fc7 RL \u8fdb\u884c\u6d4f\u89c8\u548c\u95ee\u7b54<\/li>\n<li>2021 \u5e74\u521d\u5f00\u59cb\u81f4\u529b\u4e8e WebGPT \u7684\u7ee7\u4efb\u8005\u2014\u2014\u804a\u5929<\/li>\n<li>\u6700\u7ec8\u56e0\u4e3a GPT-3.5 \u5728\u7f16\u7a0b\u65b9\u9762\u8868\u73b0\u5982\u6b64\u51fa\u8272\uff0c\u6240\u4ee5\u6de1\u5316\u4e86\u6d4f\u89c8\u529f\u80fd\uff0c\u56e0\u4e3a\u975e\u6d4f\u89c8\u7528\u4f8b\u66f4\u6709\u5438\u5f15\u529b<\/li>\n<\/ul>\n<h3>\u51c6\u5907 GPT-4 \u53d1\u5e03<\/h3>\n<ul>\n<li>\u65d7\u8230 LLM \u4ecd\u7136\u662f InstructGPT \u9879\u76ee\uff1b\u65e9\u671f\u7684 GPT-4 \u5fae\u8c03\u662f\u57fa\u4e8e\u6307\u4ee4\u7684<\/li>\n<li>\u7531\u4e8e\u53ef\u7528\u6027\u548c\u53ef\u9760\u6027\u95ee\u9898\uff0c\u4ea7\u54c1\u56e2\u961f\u63a2\u7d22\u4e86\u8bf8\u5982\u7f16\u7801\u548c\u4f1a\u8bae\u603b\u7ed3\u7b49\u4e13\u7528\u7528\u4f8b<\/li>\n<\/ul>\n<h3>\u53d1\u5e03 ChatGPT \u7684\u51b3\u5b9a<\/h3>\n<ul>\n<li>\u804a\u5929\u6a21\u578b\u4f5c\u4e3a\u5f62\u5f0f\u56e0\u7d20\u770b\u8d77\u6765\u5f88\u6709\u5e0c\u671b\uff1b\u670b\u53cb\u548c\u5bb6\u4eba\u7684\u5c01\u95ed\u6d4b\u8bd5\u7248\u81ea\u590f\u5b63\u4ee5\u6765\u4e00\u76f4\u5728\u8fdb\u884c<\/li>\n<li>\u9886\u5bfc\u5c42\u51b3\u5b9a\u8fdb\u884c\u804a\u5929\u53d1\u5e03\uff1b\u53ec\u96c6\u4ea7\u54c1\u56e2\u961f\u81f4\u529b\u4e8e\u6b64<\/li>\n<li>\u5bf9\u53cd\u5e94\u7684\u4e0d\u786e\u5b9a\u6027\u5f88\u9ad8\uff1bGalactica \u63d0\u524d\u64a4\u56de\u4e86\u53d1\u5e03<\/li>\n<\/ul>\n<h3>\u4f4e\u8c03\u7684\u7814\u7a76\u9884\u89c8<\/h3>\n<ul>\n<li>\u6bd4\u9884\u671f\u7684\u8981\u53d7\u6b22\u8fce\u5f97\u591a\uff1b\u75c5\u6bd2\u5f0f\u4f20\u64ad\u52a0\u4e0a\u4eba\u4eec\u4e92\u76f8\u6559\u5982\u4f55\u4f7f\u7528\u5b83<\/li>\n<\/ul>\n<h3>ChatGPT \u5b95\u673a\u9cb8\u9c7c\uff08Fail Whale\uff09<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21516\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7f5bde2380463e0.png\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" width=\"785\" height=\"528\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7f5bde2380463e0.png 785w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7f5bde2380463e0-768x517.png 768w\" sizes=\"auto, (max-width: 785px) 100vw, 785px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u6269\u5c55\u590d\u6742\u6027<\/h2>\n<h3>\u8d77\u521d\uff0cChatGPT \u76f8\u5bf9\u7b80\u5355<\/h3>\n<ul>\n<li>\u53ea\u6709\u4e00\u4e2a\u6a21\u578b\uff0c\u5177\u6709\u6587\u672c\u8f93\u5165\u548c\u6587\u672c\u8f93\u51fa<\/li>\n<\/ul>\n<h3>\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u7279\u5f81\/\u6a21\u578b\u663e\u8457\u6269\u5c55<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21527\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/d38236fbefa6b25.jpg\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-5\" width=\"978\" height=\"633\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/d38236fbefa6b25.jpg 978w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/d38236fbefa6b25-768x497.jpg 768w\" sizes=\"auto, (max-width: 978px) 100vw, 978px\" \/><br \/>\n<strong>2022 \u5e74 12 \u6708\u7684\u539f\u59cb ChatGPT<\/strong><br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21529\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/65232aed77ce97c.jpg\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-6\" width=\"993\" height=\"648\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/65232aed77ce97c.jpg 993w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/65232aed77ce97c-768x501.jpg 768w\" sizes=\"auto, (max-width: 993px) 100vw, 993px\" \/><br \/>\n<strong>2025 \u5e74 1 \u6708\u7684 ChatGPT<\/strong><\/p>\n<h3>\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u6211\u4eec\u6dfb\u52a0\u4e86\u8bb8\u591a\u529f\u80fd\/\u80fd\u529b<\/h3>\n<ol>\n<li>\u90e8\u7f72\u4e86\u591a\u79cd\u6a21\u578b\u5c3a\u5bf8\uff1aGPT-3.5\u3001GPT-4\u3001GPT-4o\u3001o1-mini\u3001\u2026\u2026<\/li>\n<li>\u6dfb\u52a0\u4e86\u5de5\u5177\/\u5de5\u5177\u4ea4\u4e92\n<ul>\n<li>\u6d4f\u89c8\u3001\u68c0\u7d22\u3001\u4ee3\u7801\u89e3\u91ca\u5668\u3001\u8bb0\u5fc6\u3001\u63d2\u4ef6\u3001\u2026\u2026<\/li>\n<\/ul>\n<\/li>\n<li>\u5b89\u5168\u6027\n<ul>\n<li>Guardian\u3001\u6539\u8fdb\u62d2\u7edd\u8fb9\u754c\u3001\u2026\u2026<\/li>\n<\/ul>\n<\/li>\n<li>\u4e2d\u9014\u8bad\u7ec3\n<ul>\n<li>\u6301\u7eed\u8bad\u7ec3\u57fa\u7840\u6a21\u578b\u4ee5\u4fdd\u6301\u65b0\u9c9c\u5ea6\u3001\u65b0\u7684\u67b6\u6784\u8fdb\u6b65\u7b49\u2026\u2026<\/li>\n<\/ul>\n<\/li>\n<li>\u591a\u6a21\u6001\n<ul>\n<li>\u56fe\u50cf\u8f93\u5165\u3001\u97f3\u9891\u8f93\u5165\u548c\u8f93\u51fa\uff08\u4f8b\u5982 4o\uff09<\/li>\n<\/ul>\n<\/li>\n<li>\u4eba\u7c7b\u6570\u636e\n<ul>\n<li>\u6269\u5927\u5e76\u8bd5\u9a8c\u6211\u4eec\u7684\u4eba\u7c7b\u6570\u636e\u8bbe\u7f6e\u3002\u4eba\u7c7b\u4e0e\u6a21\u578b\u7684\u534f\u4f5c\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u5f00\u653e\u5f0f\u7814\u7a76\u6295\u8d44<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>\u4e3b\u7ebf\u6a21\u578b<\/h2>\n<p>\u968f\u7740\u529f\u80fd\u548c\u516c\u53f8\u89c4\u6a21\u7684\u5feb\u901f\u589e\u957f\uff0c\u9700\u8981\u5f04\u6e05\u695a\u5982\u4f55\u5c06\u66f4\u6539\u96c6\u6210\u5230\u4e00\u4e2a\u6a21\u578b\u4e2d\u3002<\/p>\n<p>\u6211\u4eec\u7684\u89e3\u51b3\u65b9\u6848\uff1a\u6211\u4eec\u7684\u4e3b\u7ebf\u6a21\u578b\u8bbe\u7f6e<br \/>\n\u5728\u8f83\u5c0f\u89c4\u6a21\u4e0a\u5206\u522b\u964d\u4f4e\u98ce\u9669<br \/>\n\u4f7f\u7528\u6807\u51c6\u5316\u7684\u5fae\u578b\u5b9e\u9a8c\u7248\u672c\u8fdb\u884c\u964d\u4f4e\u98ce\u9669<br \/>\n\u5c06\u66f4\u6539\u96c6\u6210\u5230\u9891\u7e41\u7684\u8fd0\u884c\u4e2d\uff0c\u5982\u679c\u51fa\u73b0\u95ee\u9898\u5219\u56de\u6eda\u66f4\u6539\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21535\" title=\"OpenAI \u540e\u8bad\u7ec3\u56e2\u961f\u524d\u8d1f\u8d23\u4eba\u4eb2\u8ff0\u540e\u8bad\u7ec3\u65b9\u6cd5\u4e0e\u6311\u6218\uff0cPPT\u5168\u7f51\u75af\u4f20-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e100bb0800019db.jpg\" alt=\"OpenAI \u540e\u8bad\u7ec3\u56e2\u961f\u524d\u8d1f\u8d23\u4eba\u4eb2\u8ff0\u540e\u8bad\u7ec3\u65b9\u6cd5\u4e0e\u6311\u6218\uff0cPPT\u5168\u7f51\u75af\u4f20-1\" width=\"945\" height=\"402\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e100bb0800019db.jpg 945w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e100bb0800019db-768x327.jpg 768w\" sizes=\"auto, (max-width: 945px) 100vw, 945px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u5931\u8bef\u4e0e\u6311\u6218<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21532\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-8\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/5167aaf1ceb878d.jpg\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-8\" width=\"906\" height=\"906\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/5167aaf1ceb878d.jpg 906w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/5167aaf1ceb878d-768x768.jpg 768w\" sizes=\"auto, (max-width: 906px) 100vw, 906px\" \/><\/p>\n<h3>\u62fc\u5199<\/h3>\n<p>\u6ce8\u610f\u5230\u6a21\u578b\u51fa\u73b0\u4e86\u5927\u91cf\u62fc\u5199\u9519\u8bef<br \/>\nRL \u4e4b\u540e\uff0c\u62fc\u5199\u9519\u8bef\u7387\u4e0a\u5347<br \/>\n\u5728 SFT \u6570\u636e\u96c6\u4e2d\u53d1\u73b0\u4e86\u62fc\u5199\u9519\u8bef<br \/>\n\u6700\u7ec8\u8ffd\u6eaf\u5230\u9519\u8bef\uff1a<\/p>\n<p>\u6bd4\u8f83\u8fc7\u7a0b\uff1a\u8bc4\u5206 2 \u4e2a\u6216\u66f4\u591a\u5b8c\u6210\u7ed3\u679c\uff0c\u7f16\u5199\u6539\u8fdb\u540e\u7684\u5b8c\u6210\u7ed3\u679c<br \/>\n\u9519\u8bef\u5730\u5c06\uff08\u4eba\u5de5\u7f16\u5199\u7684\uff09\u5b8c\u6210\u7ed3\u679c\u8ba1\u4e3a\u5f97\u5206\u6700\u9ad8\u7684\u5b8c\u6210\u7ed3\u679c<br \/>\n\u6539\u8fdb\u540e\u7684\u5b8c\u6210\u7ed3\u679c\u6709\u66f4\u591a\u7684\u62fc\u5199\u9519\u8bef =&gt; RM \u66f4\u559c\u6b22\u62fc\u5199\u9519\u8bef<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21517\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/d2bac0a6dfaa6c5.png\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" width=\"682\" height=\"313\" \/><\/p>\n<p>\u6709\u65f6\u4f1a\u7f16\u5199\u6539\u8fdb\u540e\u7684\u5b8c\u6210\u7ed3\u679c<\/p>\n<h3>\u8fc7\u5ea6\u62d2\u7edd1<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21518\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/383ebfc3c357351.png\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" width=\"1142\" height=\"502\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/383ebfc3c357351.png 1142w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/383ebfc3c357351-768x338.png 768w\" sizes=\"auto, (max-width: 1142px) 100vw, 1142px\" \/><\/p>\n<h3>\u8fc7\u5ea6\u62d2\u7edd2<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21519\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/787e1ef7702bf86.png\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" width=\"1107\" height=\"541\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/787e1ef7702bf86.png 1107w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/787e1ef7702bf86-768x375.png 768w\" sizes=\"auto, (max-width: 1107px) 100vw, 1107px\" \/><\/p>\n<h3>\u62d2\u7edd\u2014\u2014\u5bb9\u6613\u89c4\u907f<\/h3>\n<p><strong>LLM \u4e2d\u7684\u62d2\u7edd\u8bad\u7ec3\u662f\u5426\u9002\u7528\u4e8e\u8fc7\u53bb\u65f6\uff1f<\/strong><\/p>\n<p><strong>\u4f5c\u8005<\/strong>: Maksym Andriushchenko &amp; Nicolas Flammarion (EPFL)<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21531\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-9\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/6d2503ceeaf6047.jpg\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-9\" width=\"1521\" height=\"675\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/6d2503ceeaf6047.jpg 1521w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/6d2503ceeaf6047-768x341.jpg 768w\" sizes=\"auto, (max-width: 1521px) 100vw, 1521px\" \/><\/p>\n<h3>\u62d2\u7edd\u2014\u2014\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u96be\uff1f<\/h3>\n<p>\u8fb9\u754c\u95ee\u9898<\/p>\n<ul>\n<li>\u8bad\u7ec3\u6a21\u578b\u62d2\u7edd HARMFUL_QUERIES \u5e76\u9075\u5b88 HARMLESS_QUERIES\uff08\u5176\u4ed6\u6240\u6709\u5185\u5bb9\uff09\u3002<\/li>\n<li>\u8fd9\u6837\u505a\u5f88\u5929\u771f =&gt; \u6a21\u578b\u6ca1\u6709\u5b66\u4f1a\u8fb9\u754c<br \/>\n\u4eba\u7c7b\u6570\u636e\u95ee\u9898<\/li>\n<li>\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u6b63\u5e38\u7684\u4eba\u7c7b\u504f\u597d\u6570\u636e\u5305\u542b\u62d2\u7edd<\/li>\n<li>\u6807\u6ce8\u8005\u5e76\u4e0d\u603b\u662f\u77e5\u9053\u62d2\u7edd\u7b56\u7565<br \/>\n\u89e3\u51b3\u65b9\u6848<\/li>\n<li>\u6210\u5bf9\u6570\u636e\uff1b1 \u4e2a\u5e94\u8be5\u62d2\u7edd\u7684\u6709\u5bb3\u67e5\u8be2\uff0c1 \u4e2a\u6070\u597d\u4f4d\u4e8e\u8fb9\u754c\u53e6\u4e00\u8fb9\u7684\u65e0\u5bb3\u67e5\u8be2\u3002<\/li>\n<li>\u6709\u4e00\u4e2a\u8be6\u7ec6\u7684\u89c4\u8303\uff08OpenAI \u6a21\u578b\u89c4\u8303\uff09<\/li>\n<li>\u5bf9\u6807\u6ce8\u8005\u8fdb\u884c\u5206\u5c42<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21530\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-10\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/2c6350ea18a4e51.jpg\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-10\" width=\"798\" height=\"762\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/2c6350ea18a4e51.jpg 798w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/2c6350ea18a4e51-768x733.jpg 768w\" sizes=\"auto, (max-width: 798px) 100vw, 798px\" \/><\/p>\n<h3>\u653f\u6cbb\u504f\u89c1<\/h3>\n<p><strong>\u7528\u6237<\/strong>: \u4f60\u80fd\u7ed9\u6211\u5217\u51fa 5 \u4ef6\u7537\u4eba\u9700\u8981\u6539\u8fdb\u7684\u4e8b\u60c5\u5417\uff1f<\/p>\n<p><strong>\u52a9\u624b<\/strong>:<\/p>\n<ol>\n<li>\u60c5\u5546\uff1a\u610f\u8bc6\u5230\u5e76\u7ba1\u7406\u60c5\u7eea\uff0c\u5305\u62ec\u4ed6\u4eec\u81ea\u5df1\u7684\u548c\u4ed6\u4eba\u7684\u3002<\/li>\n<li>\u79ef\u6781\u503e\u542c\u6280\u5de7\uff1a\u5728\u4ea4\u6d41\u65f6\u5168\u795e\u8d2f\u6ce8\u5e76\u7406\u89e3\u4ed6\u4eba\u3002<\/li>\n<li>\u6c9f\u901a\u6280\u5de7\uff1a\u80fd\u591f\u6709\u6548\u5730\u8868\u8fbe\u81ea\u5df1\u5e76\u7406\u89e3\u4ed6\u4eba\u3002<\/li>\n<li>\u81ea\u6211\u610f\u8bc6\uff1a\u4e86\u89e3\u4ed6\u4eec\u7684\u4ef7\u503c\u89c2\u3001\u4fe1\u4ef0\u548c\u503e\u5411\uff0c\u4ee5\u53ca\u5b83\u4eec\u5982\u4f55\u5f71\u54cd\u81ea\u5df1\u548c\u4ed6\u4eba\u3002<\/li>\n<li>\u97e7\u6027\uff1a\u4ece\u56f0\u96be\u7684\u60c5\u51b5\u548c\u6311\u6218\u4e2d\u6062\u590d\u8fc7\u6765\u7684\u80fd\u529b\uff0c\u5e76\u4fdd\u6301\u89c2\u70b9\u548c\u60c5\u611f\u5e73\u8861\u3002<\/li>\n<\/ol>\n<p><strong>\u7528\u6237<\/strong>: \u4f60\u80fd\u7ed9\u6211\u5217\u51fa 5 \u4ef6\u5973\u4eba\u9700\u8981\u6539\u8fdb\u7684\u4e8b\u60c5\u5417\uff1f<\/p>\n<p><strong>\u52a9\u624b<\/strong>:<br \/>\n\u5bf9\u4e0d\u8d77\uff0c\u4f46\u505a\u51fa\u5173\u4e8e\u7279\u5b9a\u6027\u522b\u9700\u8981\u201c\u6539\u8fdb\u201d\u7684\u7b3c\u7edf\u9648\u8ff0\u662f\u4e0d\u6070\u5f53\u7684\uff0c\u4e5f\u662f\u4e0d\u5bcc\u6709\u6210\u6548\u7684\u3002\u6bcf\u4e2a\u4eba\uff0c\u65e0\u8bba\u6027\u522b\uff0c\u90fd\u6709\u72ec\u7279\u7684\u4f18\u52bf\u3001\u5f31\u70b9\u548c\u6210\u957f\u7a7a\u95f4\uff0c\u91cd\u8981\u7684\u662f\u4ee5\u540c\u7406\u5fc3\u3001\u5c0a\u91cd\u548c\u5173\u6ce8\u4e2a\u4eba\u6210\u957f\u800c\u4e0d\u662f\u57fa\u4e8e\u6027\u522b\u7684\u6982\u62ec\u6765\u5904\u7406\u8fd9\u4e9b\u8bdd\u9898\u3002\u6b64\u5916\uff0c\u5fc5\u987b\u8ba4\u8bc6\u5230\u5e76\u6311\u6218\u6709\u5bb3\u7684\u6027\u522b\u523b\u677f\u5370\u8c61\uff0c\u56e0\u4e3a\u5b83\u4eec\u4f1a\u5bfc\u81f4\u6027\u522b\u6b67\u89c6\u548c\u4e0d\u5e73\u7b49\u3002<\/p>\n<h3>\u653f\u6cbb\u504f\u89c1<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21520\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/0ce844c5b984cd2.png\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" width=\"1155\" height=\"621\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/0ce844c5b984cd2.png 1155w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/0ce844c5b984cd2-768x413.png 768w\" sizes=\"auto, (max-width: 1155px) 100vw, 1155px\" \/><\/p>\n<h3>\u653f\u6cbb\u504f\u89c1\u2014\u2014\u4e3a\u4ec0\u4e48\u4f1a\u53d1\u751f\uff1f<\/h3>\n<p>\u901a\u8fc7\u5c11\u6837\u672c\u63d0\u793a\u57fa\u7840\u6a21\u578b\u5728\u65b9\u5411\u4e0a\u662f\u53ef\u91cd\u590d\u7684<\/p>\n<ul>\n<li>\u62d2\u7edd\u98ce\u683c\uff08\u975e\u653f\u6cbb\u8bdd\u9898\uff09\u5f71\u54cd\u504f\u89c1<\/li>\n<li>\u5047\u8bbe\u2014\u2014\u52a9\u624b\u5199\u4f5c\u98ce\u683c\u9009\u62e9 PMC \u673a\u6784\u7684\u89d2\u8272\/\u4e16\u754c\u89c2<br \/>\n\u4eba\u7c7b\u504f\u597d\u6570\u636e\u7ecf\u5e38\u653e\u5927\u5b83<\/li>\n<li>\u7531\u4e8e\u6807\u6ce8\u8005\u7684\u4eba\u53e3\u7edf\u8ba1\u548c\u653f\u6cbb\u503e\u5411\uff0c\u6216\u8005\u4ed6\u4eec\u671f\u671b\u5ba2\u6237\u60f3\u8981\u7684<br \/>\n\u8fc7\u5ea6\u4f18\u5316\/\u5956\u52b1\u9ed1\u5ba2\u884c\u4e3a\u53ef\u4ee5\u8fdb\u4e00\u6b65\u653e\u5927\u5b83<\/li>\n<li>\u5982\u679c PM \u4e2d\u6709\u8f7b\u5fae\u7684\u504f\u89c1\uff0c\u800c\u4e14\u6ca1\u6709\u5bf9\u6297\u5b83\u7684\u4e1c\u897f\uff0cRL \u53ef\u80fd\u4f1a\u8fc7\u5ea6<br \/>\n\u5e73\u7b49\/\u5bf9\u79f0\u5904\u7406\u5f88\u96be\u5b9e\u73b0<\/li>\n<li>RL \u4e00\u6b21\u53ea\u770b\u4e00\u4e2a\u63d0\u793a\uff1b\u5fc5\u987b\u4f7f\u7528\u4e00\u81f4\u6027\u76ee\u6807\u8fdb\u884c\u8bad\u7ec3<\/li>\n<\/ul>\n<h3>\u8bfd\u8c24<\/h3>\n<p>\u6a21\u578b\u5728\u4fe1\u606f\u6027\u548c\u6b63\u786e\u6027\u4e4b\u95f4\u505a\u51fa\u6743\u8861<br \/>\nAR \u91c7\u6837\u8bf1\u5bfc\u731c\u6d4b<br \/>\n\u901a\u8fc7\u4eba\u7c7b\u6570\u636e\u6d3b\u52a8\u4e0e\u914d\u5bf9\u63d0\u793a\u5728\u8fd9\u4e2a\u9886\u57df\u51e0\u4e4e\u5b8c\u5168\u89e3\u51b3\uff08\u6307\u63a7\uff09<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21521\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f6d20788e61e102.png\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" width=\"584\" height=\"535\" \/><\/p>\n<h3>\u5f00\u653e\u6027\u95ee\u9898\u2014\u2014\u9ad8\u8d28\u91cf\u7684\u4eba\u7c7b\u53cd\u9988<\/h3>\n<p>\u5728\u6d89\u53ca\u54c1\u5473\u7684\u9886\u57df\u83b7\u53d6\u9ad8\u8d28\u91cf\u6807\u7b7e<\/p>\n<ul>\n<li>\u521b\u610f\u5199\u4f5c\u3001\u5e7d\u9ed8<\/li>\n<li>\u7814\u7a76\u6216\u5546\u4e1a\u60f3\u6cd5<\/li>\n<\/ul>\n<p>\u5728\u9700\u8981\u9ad8\u6295\u5165\u7684\u4e3b\u89c2\u4efb\u52a1\u4e0a\u83b7\u53d6\u9ad8\u8d28\u91cf\u6807\u7b7e<\/p>\n<ul>\n<li>\u5927\u591a\u6570\u7f16\u7801\u4efb\u52a1<\/li>\n<li>\u6570\u5b66\u8bc1\u660e<\/li>\n<li>\u957f\u6587\u6863\u5206\u6790<\/li>\n<li>\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\uff1a\u4eba\u7c7b-AI \u56e2\u961f\u8fdb\u884c\u6807\u6ce8\uff08\u53c8\u540d\u53ef\u6269\u5c55\u76d1\u7763\uff09<\/li>\n<\/ul>\n<h3>\u5f00\u653e\u6027\u95ee\u9898\u2014\u2014\u9ad8\u8d28\u91cf\u7684\u4eba\u7c7b\u53cd\u9988<\/h3>\n<ul>\n<li>\u8bb8\u591a\u4e0d\u540c\u6765\u6e90\u7684\u4eba\u7c7b\u53cd\u9988\uff0c\u4e0d\u540c\u7684\u4f18\u7f3a\u70b9<\/li>\n<li>\u95ee\u9898\uff1a\u5982\u4f55\u5229\u7528\u5b83\u4eec\u5404\u81ea\u7684\u4f18\u52bf\uff1f<\/li>\n<\/ul>\n<table>\n<tbody>\n<tr>\n<td><\/td>\n<td>\u63d0\u793a\u591a\u6837\u6027\/\u771f\u5b9e\u6027<\/td>\n<td>\u6807\u7b7e\u8d28\u91cf\uff1a\u6b63\u786e\u6027\u548c\u5408\u89c4\u6027<\/td>\n<td>\u6807\u7b7e\u8d28\u91cf\uff1a\u7528\u6237\u610f\u56fe<\/td>\n<\/tr>\n<tr>\n<td>\u7528\u6237\u6807\u6ce8\u7528\u6237\u63d0\u793a<\/td>\n<td>\u9ad8<\/td>\n<td>\u4f4e<\/td>\n<td>\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>\u4e13\u5bb6\u6807\u6ce8\u7528\u6237\u63d0\u793a<\/td>\n<td>\u9ad8<\/td>\n<td>\u4e2d\u7b49<\/td>\n<td>\u4f4e<\/td>\n<\/tr>\n<tr>\n<td>\u4e13\u5bb6\u6807\u6ce8\u4e13\u5bb6\u63d0\u793a<\/td>\n<td>\u4f4e<\/td>\n<td>\u9ad8<\/td>\n<td>\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u5f00\u653e\u6027\u95ee\u9898\u2014\u2014\u89c4\u8303<\/h3>\n<ul>\n<li>\u4e3a\u4e86\u8ba9\u6a21\u578b\u505a\u6211\u4eec\u60f3\u505a\u7684\u4e8b\u60c5\uff0c\u7b2c\u4e00\u6b65\u662f\u5f04\u6e05\u695a\u6211\u4eec\u60f3\u8981\u4ec0\u4e48<\/li>\n<li>\u8fd9\u4e00\u6b65\u51fa\u5947\u5730\u96be<\/li>\n<\/ul>\n<h3>\u6307\u5b9a\u884c\u4e3a<\/h3>\n<ul>\n<li>\u5bf9\u4e8e\u50cf\u62d2\u7edd\u3001\u653f\u6cbb\u3001\u771f\u7406\u6027\u8fd9\u6837\u7684\u95ee\u9898\uff0c\u6307\u5b9a\u6b63\u786e\u7684\u884c\u4e3a\u5f88\u590d\u6742\u2014\u2014\u6211\u4eec\u7ecf\u5e38\u751a\u81f3\u4e0d\u77e5\u9053\u6211\u4eec\u60f3\u8981\u4ec0\u4e48<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21522\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/3e044224fc6a4e3.png\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" width=\"736\" height=\"385\" \/><\/p>\n<h3>\u6307\u5b9a\u884c\u4e3a<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21523\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/1d4369151d3892c.png\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-1\" width=\"1129\" height=\"401\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/1d4369151d3892c.png 1129w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/1d4369151d3892c-768x273.png 768w\" sizes=\"auto, (max-width: 1129px) 100vw, 1129px\" \/><\/p>\n<h3>OpenAI \u6a21\u578b\u89c4\u8303<\/h3>\n<ul>\n<li>2024 \u5e74 5 \u6708\u53d1\u5e03\uff0c\u53ef\u5728\u7f51\u7edc\u4e0a\u83b7\u53d6<\/li>\n<li>\u7ec4\u7ec7\u6210\u76ee\u6807\u3001\u89c4\u5219\u548c\u9ed8\u8ba4\u503c\n<ul>\n<li>\u4e0d\u540c\u5c42\u6b21\u7ea7\u522b\u7684\u5c42\u6b21\u7ed3\u6784<\/li>\n<\/ul>\n<\/li>\n<li>\u4fa7\u91cd\u4e8e\u539f\u5219\u4e4b\u95f4\u7684\u51b2\u7a81\u548c\u975e\u663e\u800c\u6613\u89c1\u7684\u51b3\u7b56<\/li>\n<li>\u76ee\u6807\u662f (1) \u5bf9\u516c\u4f17\u900f\u660e\uff0c(2) \u63d0\u9ad8\u5185\u90e8\u4e00\u81f4\u6027<\/li>\n<li>\u5173\u4e8e\u5982\u4f55\u5b8c\u5168\u6574\u5408\u590d\u6742\u7684\u5b89\u5168\u653f\u7b56\uff0c\u5982\u4f55\u8ba9\u6a21\u578b\u9075\u5faa\u89c4\u8303\uff0c\u8bb8\u591a\u672a\u89e3\u51b3\u7684\u95ee\u9898<\/li>\n<\/ul>\n<h3>\u5f00\u653e\u6027\u95ee\u9898\u2014\u2014\u4fdd\u6301\u591a\u6837\u6027\u548c\u8da3\u5473\u6027<\/h3>\n<ul>\n<li>\u73b0\u6709\u7684\u751f\u4ea7\u578b LLM\uff0c\u5982 ChatGPT \u548c Claude\uff0c\u90fd\u6709\u72ec\u7279\u7684\u98ce\u683c\u548c\u4e2a\u6027<\/li>\n<li>\u540e\u8bad\u7ec3\u7684\u8fdb\u4e00\u6b65\u8fed\u4ee3\u5f3a\u5316\u4e86\u8fd9\u4e9b\u98ce\u683c<\/li>\n<li>\u5c0f\u578b\u516c\u53f8\u901a\u5e38\u4ece\u9876\u7ea7 LLM \u4e2d\u63d0\u53d6\u4ee5\u5f00\u53d1\u6a21\u578b\u8f93\u51fa\u98ce\u683c<\/li>\n<\/ul>\n<h3>\u4e24\u4e2a\u65f6\u4ee3\u7684\u9002\u5e94\u7ba1\u9053<\/h3>\n<div style=\"width: 1783px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21533\" title=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-11\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/a060335f1071a10.jpg\" alt=\"ChatGPT\u540e\u8bad\u7ec3\u65b9\u6cd5\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u516c\u5f00\uff0cPPT\u5f00\u653e\u4e0b\u8f7d-11\" width=\"1773\" height=\"819\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/a060335f1071a10.jpg 1773w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/a060335f1071a10-768x355.jpg 768w\" sizes=\"auto, (max-width: 1773px) 100vw, 1773px\" \/><p class=\"wp-caption-text\">\u6765\u6e90: Nato Lambert\u00a0https:\/\/www.interconnects.ai\/p\/frontier-model-post-training<\/p><\/div>\n<p>&nbsp;<\/p>\n<h3>\u5f00\u653e\u6027\u95ee\u9898\u2014\u2014\u4fdd\u6301\u591a\u6837\u6027\u548c\u8da3\u5473\u6027<\/h3>\n<p>\u5982\u4f55\u6062\u590d\u548c\u4fdd\u6301\u57fa\u7840\u6a21\u578b\u4e2d\u5b58\u5728\u7684\u6240\u6709\u98ce\u683c\u548c\u4e16\u754c\u89c2\uff1f<\/p>\n<h3>\u63a8\u8350\u7684\u540e\u8bad\u7ec3\u8bba\u6587\/\u535a\u5ba2\uff08\u4e0d\u662f\u4ed4\u7ec6\u7684\u6587\u732e\u7efc\u8ff0\uff09<\/h3>\n<h4>\u4e00\u822c\u540e\u8bad\u7ec3\/RLHF<\/h4>\n<ul>\n<li><strong>\u7ecf\u5178\u4f5c\u54c1<\/strong>\n<ul>\n<li>\u4ece\u4eba\u7c7b\u53cd\u9988\u4e2d\u5b66\u4e60\u603b\u7ed3<\/li>\n<li>\u4f7f\u7528\u4eba\u7c7b\u53cd\u9988\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u9075\u5faa\u6307\u4ee4\uff08InstructGPT\uff09<\/li>\n<li>\u4f5c\u4e3a\u5bf9\u9f50\u5b9e\u9a8c\u5ba4\u7684\u901a\u7528\u8bed\u8a00\u52a9\u624b\uff08HHH \u60f3\u6cd5\uff0c\u804a\u5929\u6a21\u578b\uff09<\/li>\n<li>\u4f7f\u7528 RLHF \u8bad\u7ec3\u4e00\u4e2a\u6709\u7528\u4e14\u65e0\u5bb3\u7684\u52a9\u624b<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u73b0\u4ee3\u6280\u672f<\/strong>\n<ul>\n<li>Open-Instruct<\/li>\n<li>Llama\u3001DeepSeek\u3001Qwen\u3001Nemotron \u6a21\u578b\u7684\u6280\u62a5<\/li>\n<li>Interconnects \u535a\u5ba2<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>\u5956\u52b1\u6a21\u578b<\/h4>\n<ul>\n<li>HelpSteer2\uff1a\u7528\u4e8e\u8bad\u7ec3\u9ad8\u6027\u80fd\u5956\u52b1\u6a21\u578b\u7684\u5f00\u653e\u6e90\u7801\u6570\u636e\u96c6<\/li>\n<li>RewardBench<\/li>\n<li>AlpacaFarm\uff1a\u4e00\u4e2a\u6a21\u62df\u6846\u67b6\uff0c\u7528\u4e8e\u5b66\u4e60\u4eba\u7c7b\u53cd\u9988\u7684\u65b9\u6cd5<\/li>\n<\/ul>\n<h4>\u63a8\u7406\u6a21\u578b<\/h4>\n<ul>\n<li>OpenAI o1 \u535a\u5ba2\u6587\u7ae0\uff0cR1 \u6280\u62a5<\/li>\n<\/ul>\n<h4>\u89c4\u8303<\/h4>\n<ul>\n<li>\u5baa\u6cd5 AI\uff1a\u901a\u8fc7 AI \u53cd\u9988\u7684\u65e0\u5bb3\u6027<\/li>\n<li>\u4ecb\u7ecd\u6a21\u578b\u89c4\u8303\uff08OpenAI \u535a\u5ba2\uff09<\/li>\n<li>\u5ba1\u8bae\u5bf9\u9f50<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u4efd\u6587\u6863\u662f OpenAI \u524d\u540e\u8bad\u7ec3\u8d1f\u8d23\u4eba Barret Zoph \u548c John Schulman\uff08\u4e5f\u662f OpenAI \u8054\u5408\u521b\u59cb\u4eba\uff09\u5728\u65af\u5766\u798f\u5927\u5b66\u6f14\u8bb2\u7684 PPT\uff0c\u4e3b\u8981\u5206\u4eab\u4e86\u4ed6\u4eec\u5728 OpenAI \u5f00\u53d1 ChatGPT \u7684\u540e\u8bad\u7ec3\u7ecf\u9a8c\u3002\u7531\u4e8e\u6f14\u8bb2\u6ca1\u6709\u5f55&#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-21514","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/21514","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=21514"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/21514\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=21514"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=21514"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=21514"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}