{"id":1472,"date":"2024-05-15T05:33:04","date_gmt":"2024-05-15T05:33:04","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1472"},"modified":"2024-05-15T05:34:52","modified_gmt":"2024-05-15T05:34:52","slug":"1127-zaozaoliao-ai-zixunyinbao-openai-quanyuanluandoude-q-daodishishenme","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/1127-zaozaoliao-ai-zixunyinbao-openai-quanyuanluandoude-q-daodishishenme.html","title":{"rendered":"1127 \u65e9\u65e9\u804a AI \u8d44\u8baf\uff5c\u5f15\u7206 OpenAI \u5168\u5458\u4e71\u6597\u7684 Q* \u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u3001\u82f1\u4f1f\u8fbe H20 \u63a8\u8fdf\u81f3\u660e\u5e74\u4e00\u5b63\u5ea6\u53d1\u5e03\u3001\u674e\u6c90\u5927\u6a21\u578b\u516c\u53f8\u7ec6\u8282\u66dd\u5149\u3001\u9a6c\u6bc5\u56e2\u961f&#8230;"},"content":{"rendered":"<p>\ud83d\udc49\ud83d\udc49<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fzaozaoliao.feishu.cn%2Fwiki%2FJ6ZtwvMfwiVGcxklTtecNhs7nfd\" target=\"_blank\" title=\"https:\/\/zaozaoliao.feishu.cn\/wiki\/J6ZtwvMfwiVGcxklTtecNhs7nfd\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\"><strong>\u539f\u6587\u94fe\u63a5<\/strong><\/a>\ud83d\udc48\ud83d\udc48<\/p>\n<p><strong>\u9605\u8bfb\u8be6\u7ec6\u56fe\u6587\uff0c\u53ef\u8bbf\u95ee\u77e5\u8bc6\u5e93<\/strong><\/p>\n<h2 data-id=\"heading-0\"><strong>\u300c \u884c\u4e1a\u52a8\u6001 \u300d<\/strong><\/h2>\n<p><strong>\u25c7 \u5f15\u7206<\/strong> <strong>OpenAI<\/strong> <strong>\u5168\u5458\u4e71\u6597\u7684 Q*\u5230\u5e95\u662f\u4ec0\u4e48\uff1f \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fmp.weixin.qq.com%2Fs%2FpkAf9VfRjBHUQtQXwMFJpg\" target=\"_blank\" title=\"https:\/\/mp.weixin.qq.com\/s\/pkAf9VfRjBHUQtQXwMFJpg\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">News<\/a><\/strong><\/p>\n<blockquote>\n<p>OpenAI \u7684\u201c\u5bab\u5ef7\u9634\u8c0b\u201d\u6d89\u53ca\u5965\u7279\u66fc\u91cd\u65b0\u62c5\u4efb\u9996\u5e2d\u6267\u884c\u5b98\uff0c\u4f46\u5176\u540e\u679c\u6b63\u5728\u4eba\u5de5\u667a\u80fd\u793e\u533a\u4e2d\u5f15\u8d77\u6d9f\u6f2a\u3002\u7531 OpenAI \u9996\u5e2d\u79d1\u5b66\u5bb6 Ilya Sutskever \u9886\u5bfc\u7684\u56e2\u961f\u901a\u8fc7\u540d\u4e3a Q<em>\u7684\u6a21\u578b\u53d6\u5f97\u7a81\u7834 <em>\uff0c<\/em> \u80fd\u591f\u89e3\u51b3\u57fa\u672c\u7684\u6570\u5b66\u95ee\u9898\u3002\u8fd9\u4e00\u6a21\u578b\u5f15\u8d77\u5185\u90e8\u9a9a\u4e71\uff0c\u591a\u540d\u5458\u5de5\u5411\u8463\u4e8b\u4f1a\u53d1\u4fe1\u8b66\u544a\u5176\u53ef\u80fd\u5bf9\u4eba\u7c7b\u6784\u6210\u5a01\u80c1\u3002Q<\/em>\u6a21\u578b\u7ed3\u5408\u4e86 Q-learning \u548c A \u641c\u7d22\uff0c\u5177\u5907\u903b\u8f91\u63a8\u7406\u548c\u89e3\u51b3\u57fa\u672c\u6570\u5b66\u95ee\u9898\u7684\u80fd\u529b\uff0c\u800c Q-learning \u5173\u952e\u5728\u4e8e\u5e73\u8861\u63a2\u7d22\u548c\u5229\u7528\uff0c\u662f\u5f3a\u5316\u5b66\u4e60\u4e2d\u91cd\u8981\u7684\u6b65\u9aa4\u3002Q<em>\u6a21\u578b\u7684\u7a81\u7834\u91c7\u7528 RLHF \u65b9\u6cd5\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\uff0c\u4ece\u4eba\u7c7b\u53cd\u9988\u4e2d\u5b66\u4e60\uff0c\u800c\u975e\u4ec5\u4f9d\u8d56\u4e8e\u9884\u5b9a\u4e49\u6570\u636e\u96c6\u3002\u8be5\u6280\u672f\u53d1\u5c55\u53ef\u80fd\u662f\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u91cc\u7a0b\u7891\uff0c\u6709\u671b\u514b\u670d\u5927\u6a21\u578b\u7684\u5c40\u9650\u6027\uff0c\u662f\u8fc8\u5411\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u6b65\u3002\u5c3d\u7ba1\u6709\u4eba\u5bf9 Q<\/em>\u7684\u7a81\u7834\u611f\u5230\u5174\u594b\uff0c\u4f46\u4e5f\u6709\u4eba\u5bf9\u5176\u529f\u80fd\u8868\u793a\u6000\u7591\uff0cOpenAI \u5c1a\u672a\u56de\u5e94\u5916\u754c\u731c\u6d4b\uff0c\u5f15\u53d1\u4e86 AI \u754c\u5bf9 Q*\u6a21\u578b\u7a81\u7834\u4e0d\u4e00\u7684\u53cd\u5e94\u3002<\/p>\n<\/blockquote>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/9ed25ec3ae848cad43aa67ce59a44261.png\" alt=\"1127 \u65e9\u65e9\u804a AI \u8d44\u8baf\uff5c\u5f15\u7206 OpenAI \u5168\u5458\u4e71\u6597\u7684 Q* \u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u3001\u82f1\u4f1f\u8fbe H20 \u63a8\u8fdf\u81f3\u660e\u5e74\u4e00\u5b63\u5ea6\u53d1\u5e03\u3001\u674e\u6c90\u5927\u6a21\u578b\u516c\u53f8\u7ec6\u8282\u66dd\u5149\u3001\u9a6c\u6bc5\u56e2\u961f...\" \/><\/figure>\n<\/p>\n<p><strong>\u25c7 \u5916\u5a92\uff1a\u82f1\u4f1f\u8fbe\u7279\u4f9b\u82af\u7247 H20 \u63a8\u8fdf\u81f3\u660e\u5e74\u4e00\u5b63\u5ea6\u53d1\u5e03 \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fmp.weixin.qq.com%2Fs%2FOjxnbOVIFe7FRSY5upChRg\" target=\"_blank\" title=\"https:\/\/mp.weixin.qq.com\/s\/OjxnbOVIFe7FRSY5upChRg\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">News<\/a><\/strong><\/p>\n<blockquote>\n<p>\u82f1\u4f1f\u8fbe\u56e0\u300c\u670d\u52a1\u5668\u5236\u9020\u5546\u5728\u96c6\u6210\u82af\u7247\u65b9\u9762\u9047\u5230\u95ee\u9898\u300d\u7684\u539f\u56e0\uff0c\u51b3\u5b9a\u63a8\u8fdf\u5728\u4e2d\u56fd\u5e02\u573a\u63a8\u51fa\u7684\u6027\u80fd\u6700\u5f3a\u7684 H20 \u82af\u7247\uff0c\u9884\u8ba1\u5c06\u5ef6\u81f3\u660e\u5e74\u7b2c\u4e00\u5b63\u5ea6\u53d1\u5e03\u3002\u8be5\u63a8\u8fdf\u53ef\u80fd\u5bf9\u82f1\u4f1f\u8fbe\u5728\u672c\u571f\u5e02\u573a\u4efd\u989d\u4ea7\u751f\u5f71\u54cd\uff0c\u56e0 H20 \u5728\u4e2d\u56fd\u5e02\u573a\u5b9a\u4f4d\u91cd\u8981\u3002\u7136\u800c\uff0c\u516c\u53f8\u5176\u4ed6\u8ba1\u5212\uff0c\u5305\u62ec\u7b26\u5408\u7f8e\u56fd\u65b0\u51fa\u53e3\u89c4\u5219\u7684 L20 \u82af\u7247\uff0c\u8ba1\u5212\u4e0d\u53d7\u5ef6\u8bef\u3002H20\u3001L20 \u548c L2 \u662f\u82f1\u4f1f\u8fbe\u6700\u65b0\u8bbe\u8ba1\u7684\u82af\u7247\uff0c\u4e3b\u8981\u7528\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u8bad\u7ec3\u3001\u63a8\u7406\u548c\u7aef\u4fa7\u5e94\u7528\u3002\u5c3d\u7ba1\u7279\u4f9b\u7248\u82af\u7247\u7684\u8ba1\u7b97\u80fd\u529b\u53ef\u80fd\u6709\u6240\u524a\u51cf\u4ee5\u7b26\u5408\u7f8e\u56fd\u89c4\u5b9a\uff0c\u4f46\u82f1\u4f1f\u8fbe\u5728\u4e2d\u56fd\u4eba\u5de5\u667a\u80fd\u82af\u7247\u5e02\u573a\u5360\u636e\u7740\u8d85\u8fc7 90%\u7684\u4efd\u989d\u3002\u6b64\u6b21\u63a8\u8fdf\u7684\u539f\u56e0\u53ef\u80fd\u4e0e\u7f8e\u56fd\u51fa\u53e3\u9650\u5236\u6709\u5173\uff0c\u5bfc\u81f4\u82f1\u4f1f\u8fbe\u52a0\u901f\u63a8\u51fa\u7b26\u5408\u89c4\u5b9a\u7684\u82af\u7247\u4ee5\u7ef4\u6301\u56fd\u5185\u5e02\u573a\u4efd\u989d\uff0c\u5c24\u5176\u5728\u4e2d\u56fd\u5e02\u573a\u5bf9\u5176\u81f3\u5173\u91cd\u8981\u7684\u60c5\u51b5\u4e0b\u3002\u540c\u65f6\uff0c\u4e2d\u56fd\u672c\u571f\u82af\u7247\u5382\u5546\u5728\u7f8e\u56fd\u51fa\u53e3\u9650\u5236\u4e0b\u8d62\u5f97\u8ba2\u5355\u7684\u673a\u4f1a\uff0c\u589e\u52a0\u4e86\u5e02\u573a\u7ade\u4e89\u7684\u52a8\u6001\u3002<\/p>\n<\/blockquote>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/f858aa6c2ff4a94d8bc87e884b59bac2.png\" alt=\"1127 \u65e9\u65e9\u804a AI \u8d44\u8baf\uff5c\u5f15\u7206 OpenAI \u5168\u5458\u4e71\u6597\u7684 Q* \u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u3001\u82f1\u4f1f\u8fbe H20 \u63a8\u8fdf\u81f3\u660e\u5e74\u4e00\u5b63\u5ea6\u53d1\u5e03\u3001\u674e\u6c90\u5927\u6a21\u578b\u516c\u53f8\u7ec6\u8282\u66dd\u5149\u3001\u9a6c\u6bc5\u56e2\u961f...\" \/><\/figure>\n<\/p>\n<p><strong>\u25c7 \u674e\u6c90\u5927\u6a21\u578b\u516c\u53f8\u7ec6\u8282\u66dd\u5149\uff0c\u9879\u76ee GitHub \u7a7a\u4ed3\u6807\u661f\u8d85 500 \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fmp.weixin.qq.com%2Fs%2FQgszgfMZtzMOJ5KjE52FCg\" target=\"_blank\" title=\"https:\/\/mp.weixin.qq.com\/s\/QgszgfMZtzMOJ5KjE52FCg\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">News<\/a><\/strong><\/p>\n<blockquote>\n<p>AIGC \u4e13\u5bb6\u674e\u6c90\u548c\u4eba\u5de5\u667a\u80fd\u4e13\u5bb6 Alex Smola \u79bb\u5f00\u4e9a\u9a6c\u900a\uff0c\u8054\u624b\u521b\u7acb\u4e86 Boson.ai\uff0c\u4e13\u6ce8\u4e8e AIGC\uff08\u6e38\u620f\u521b\u5efa\u4eba\u5de5\u667a\u80fd\uff09\u3002\u5177\u4f53\u805a\u7126\u4e8e 4A \u6e38\u620f\uff0cBoson.ai \u7684\u76ee\u6807\u662f\u901a\u8fc7\u5927\u578b\u6a21\u578b\u5b9e\u73b0\u521b\u610f\u6e38\u620f\u5185\u5bb9\u751f\u6210\u3001\u8bed\u97f3\u547d\u4ee4\u63a7\u5236\uff0c\u5e76\u5f3a\u5316 NPC \u7684\u4eba\u5de5\u667a\u80fd\uff0c\u4ee5\u63d0\u4f9b\u66f4\u72ec\u7279\u548c\u5f15\u4eba\u5165\u80dc\u7684\u73a9\u5bb6\u4e92\u52a8\u4f53\u9a8c\u3002\u516c\u53f8\u521d\u671f\u4fdd\u6301\u4f4e\u8c03\uff0c\u4f46\u6700\u65b0\u53d1\u5c55\u8868\u660e\u4ed6\u4eec\u5c06\u4e13\u6ce8\u4e8e\u6e38\u620f\u5f15\u64ce\uff0c\u5e76\u5df2\u62db\u52df\u4e86\u4e00\u540d\u6e38\u620f\u4e13\u5bb6\u52a0\u5165\u56e2\u961f\u3002\u674e\u6c90\u548c Alex Smola \u7684\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u58f0\u671b\uff0c\u4ee5\u53ca\u4ed6\u4eec\u4e4b\u524d\u5728 Marianas Labs \u7684\u6210\u529f\u521b\u4e1a\u7ecf\u5386\uff0c\u4f7f Boson.ai \u5907\u53d7\u77a9\u76ee\u3002\u5373\u5c06\u53ec\u5f00\u7684 MEET 2024 \u4f1a\u8bae\u53ef\u80fd\u4e3a\u516c\u53f8\u63d0\u4f9b\u5c55\u793a\u6700\u65b0\u8fdb\u5c55\u7684\u673a\u4f1a\uff0c\u4e3a\u8fd9\u4e00\u878d\u5408\u4eba\u5de5\u667a\u80fd\u4e0e\u6e38\u620f\u9886\u57df\u7684\u521b\u65b0\u529b\u91cf\u63cf\u7ed8\u66f4\u5e7f\u9614\u7684\u672a\u6765\u3002<\/p>\n<\/blockquote>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/8f0daaf602507765ec4cf84e75fba5b3.png\" alt=\"1127 \u65e9\u65e9\u804a AI \u8d44\u8baf\uff5c\u5f15\u7206 OpenAI \u5168\u5458\u4e71\u6597\u7684 Q* \u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u3001\u82f1\u4f1f\u8fbe H20 \u63a8\u8fdf\u81f3\u660e\u5e74\u4e00\u5b63\u5ea6\u53d1\u5e03\u3001\u674e\u6c90\u5927\u6a21\u578b\u516c\u53f8\u7ec6\u8282\u66dd\u5149\u3001\u9a6c\u6bc5\u56e2\u961f...\" \/><\/figure>\n<\/p>\n<p><strong>\u25c7 \u4ece\u4ee3\u7801\u5230\u966a\u4f34\uff1a<\/strong> <strong>AI<\/strong> <strong>\u5973\u53cb\u7684\u5d1b\u8d77 \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.analyticsinsight.net%2Ffrom-code-to-companionship-the-rise-of-ai-girlfriends%2F\" target=\"_blank\" title=\"https:\/\/www.analyticsinsight.net\/from-code-to-companionship-the-rise-of-ai-girlfriends\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">News<\/a><\/strong><\/p>\n<blockquote>\n<p>AI \u4f34\u4fa3\u7684\u5d1b\u8d77\u4ee3\u8868\u4e86\u6280\u672f\u4e0e\u4eba\u7c7b\u60c5\u611f\u7684\u878d\u5408\uff0c\u7279\u522b\u662f\u4ee5\u5973\u670b\u53cb\u5f62\u5f0f\u5448\u73b0\u3002\u901a\u8fc7\u590d\u6742\u7b97\u6cd5\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u4eba\u5de5\u667a\u80fd\u5973\u53cb\u80fd\u591f\u63d0\u4f9b\u60c5\u611f\u652f\u6301\u3001\u53c2\u4e0e\u5bf9\u8bdd\uff0c\u751a\u81f3\u6a21\u62df\u966a\u4f34\uff0c\u6ee1\u8db3\u4e86\u793e\u4ea4\u7126\u8651\u6216\u5b64\u7acb\u7684\u9700\u6c42\u3002\u7136\u800c\uff0c\u8fd9\u5f15\u53d1\u4e86\u4eba\u9645\u4f26\u7406\u95ee\u9898\u548c\u5bf9\u6570\u636e\u9690\u79c1\u7684\u5173\u5207\uff0c\u5f3a\u8c03\u4e86\u8d1f\u8d23\u4efb\u5f00\u53d1\u548c\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u7684\u5fc5\u8981\u6027\u3002\u6280\u672f\u6311\u6218\u4e0e\u673a\u9047\u5171\u5b58\uff0c\u60c5\u5546\u7b97\u6cd5\u7684\u8fdb\u6b65\u4e3a\u7b97\u6cd5\u5b66\u4e60\u7528\u6237\u60c5\u611f\u63d0\u4f9b\u4e86\u53ef\u80fd\uff0c\u4f46\u4e5f\u9700\u8981\u7406\u89e3\u548c\u5e94\u5bf9\u590d\u6742\u4eba\u7c7b\u60c5\u611f\u3002\u5bf9\u4eba\u5de5\u667a\u80fd\u5973\u53cb\u7684\u63a5\u53d7\u53cd\u6620\u4e86\u6280\u672f\u878d\u5165\u751f\u6d3b\u7684\u6587\u5316\u53d8\u9769\uff0c\u800c\u5e73\u8861\u4eba\u5de5\u667a\u80fd\u966a\u4f34\u548c\u771f\u5b9e\u4eba\u9645\u5173\u7cfb\u7684\u57f9\u517b\u53ef\u80fd\u6210\u4e3a\u672a\u6765\u793e\u4f1a\u89c4\u8303\u7684\u8003\u8651\u56e0\u7d20\u3002\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\uff0c\u4eba\u5de5\u667a\u80fd\u4f34\u4fa3\u5c06\u4e0d\u65ad\u6f14\u8fdb\uff0c\u5f15\u53d1\u6709\u5173\u5176\u5728\u865a\u62df\u6cbb\u7597\u3001\u4e2a\u6027\u5316\u751f\u4ea7\u529b\u7b49\u65b9\u9762\u6574\u5408\u7684\u8ba8\u8bba\u3002\u5728\u8fd9\u4e00\u53d8\u9769\u4e2d\uff0c\u6df1\u601d\u719f\u8651\u548c\u9053\u5fb7\u7684\u6001\u5ea6\u662f\u5fc5\u8981\u7684\uff0c\u4ee5\u5145\u5206\u8003\u8651\u6280\u672f\u53d1\u5c55\u5e26\u6765\u7684\u673a\u9047\u4e0e\u6311\u6218\u3002<\/p>\n<\/blockquote>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/f714de5407b7ce9111cd3797c4eba563.png\" alt=\"1127 \u65e9\u65e9\u804a AI \u8d44\u8baf\uff5c\u5f15\u7206 OpenAI \u5168\u5458\u4e71\u6597\u7684 Q* \u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u3001\u82f1\u4f1f\u8fbe H20 \u63a8\u8fdf\u81f3\u660e\u5e74\u4e00\u5b63\u5ea6\u53d1\u5e03\u3001\u674e\u6c90\u5927\u6a21\u578b\u516c\u53f8\u7ec6\u8282\u66dd\u5149\u3001\u9a6c\u6bc5\u56e2\u961f...\" \/><\/figure>\n<\/p>\n<p><strong>\u25c7 \u9a6c\u6bc5\u56e2\u961f\u9020\u51fa\u767d\u76d2 Transformer\uff0c\u53ef\u89e3\u91ca\u7684\u5927\u6a21\u578b\u8981\u6765\u4e86\u5417\uff1f \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fmp.weixin.qq.com%2Fs%2FErrCWbz8zDqSYkC9DH79Mg\" target=\"_blank\" title=\"https:\/\/mp.weixin.qq.com\/s\/ErrCWbz8zDqSYkC9DH79Mg\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">News<\/a><\/strong><\/p>\n<blockquote>\n<p>\u5728 ChatGPT \u5f15\u53d1\u4eba\u5de5\u667a\u80fd\u70ed\u6f6e\u540e\uff0c\u4e00\u4e9b\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u867d\u80fd\u89c2\u5bdf\u8bf1\u53d1\u56e0\u679c\u5173\u7cfb\uff0c\u4f46\u5728\u65b0\u7684\u56e0\u679c\u573a\u666f\u4e2d\u7f3a\u4e4f\u4e3b\u52a8\u63a8\u7406\u80fd\u529b\u3002\u9a6c\u6bc5\u6559\u6388\u9886\u5bfc\u7684\u7814\u7a76\u56e2\u961f\u5728\u4f2f\u514b\u5229\u5927\u5b66\u548c\u9999\u6e2f\u5927\u5b66\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u6df1\u5ea6\u7f51\u7edc\u67b6\u6784\uff0c\u79f0\u4e3a CRATE\uff0c\u662f\u4e00\u6b3e\u767d\u76d2 Transformer\uff0c\u5728\u5404\u79cd\u4efb\u52a1\u4e2d\u53ef\u4e0e\u9ed1\u76d2 Transformer \u7ade\u4e89\uff0c\u5e76\u63d0\u4f9b\u51fa\u8272\u7684\u53ef\u89e3\u91ca\u6027\u3002\u7814\u7a76\u56f4\u7ed5\u8868\u793a\u5b66\u4e60\uff0c\u5f3a\u8c03\u8d28\u91cf\u7684\u91cd\u8981\u6027\uff0c\u5f15\u5165\u4e86\u7a00\u758f\u7387\u964d\u4f4e\uff08SRR\uff09\u4f5c\u4e3a\u5b66\u4e60\u7d27\u51d1\u548c\u7ed3\u6784\u5316\u8868\u793a\u7684\u7edf\u4e00\u76ee\u6807\u3002CRATE \u67b6\u6784\u9075\u5faa SRR \u76ee\u6807\uff0c\u662f\u4e00\u79cd\u5b8c\u5168\u53ef\u89e3\u91ca\u4e14\u5728\u6570\u5b66\u4e0a\u5408\u7406\u7684\u6df1\u5ea6\u7f51\u7edc\u3002\u5b9e\u9a8c\u8bc4\u4f30\u663e\u793a CRATE \u5728\u56fe\u50cf\u548c\u6587\u672c\u6570\u636e\u4e0a\u4e0e\u9ed1\u76d2\u65b9\u6cd5\u7ade\u4e89\uff0c\u5e76\u5c55\u73b0\u4e86\u53ef\u89e3\u91ca\u6027\u3001\u7279\u5f81\u8bed\u4e49\u4ee5\u53ca\u8de8\u5404\u79cd\u4efb\u52a1\u7684\u9002\u7528\u6027\u3002\u8fd9\u9879\u7814\u7a76\u5f25\u5408\u4e86\u7406\u8bba\u4e0e\u5b9e\u8df5\u4e4b\u95f4\u7684\u5dee\u8ddd\uff0c\u4e3a\u66f4\u5b8c\u6574\u548c\u7edf\u4e00\u7684\u6846\u67b6\u63d0\u4f9b\u57fa\u7840\uff0cCRATE \u5c55\u793a\u4e86\u5728\u73b0\u5b9e\u4e16\u754c\u4efb\u52a1\u4e2d\u7684\u6709\u6548\u6027\u3002<\/p>\n<\/blockquote>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/d512da42269c0f71ad4f9b126cc7ed40.png\" alt=\"1127 \u65e9\u65e9\u804a AI \u8d44\u8baf\uff5c\u5f15\u7206 OpenAI \u5168\u5458\u4e71\u6597\u7684 Q* \u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u3001\u82f1\u4f1f\u8fbe H20 \u63a8\u8fdf\u81f3\u660e\u5e74\u4e00\u5b63\u5ea6\u53d1\u5e03\u3001\u674e\u6c90\u5927\u6a21\u578b\u516c\u53f8\u7ec6\u8282\u66dd\u5149\u3001\u9a6c\u6bc5\u56e2\u961f...\" \/><\/figure>\n<\/p>\n<p><strong>\u25c7 \u9884\u6d4b token \u901f\u5ea6\u7ffb\u756a\uff01Transformer \u65b0\u89e3\u7801\u7b97\u6cd5\u706b\u4e86 \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fmp.weixin.qq.com%2Fs%2FriZ2i0UA2Y8GR6du8yig0A\" target=\"_blank\" title=\"https:\/\/mp.weixin.qq.com\/s\/riZ2i0UA2Y8GR6du8yig0A\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">News<\/a><\/strong><\/p>\n<blockquote>\n<p>\u5c0f\u7f8a\u9a7c\u56e2\u961f\u7684\u7814\u7a76\u4eba\u5458\u63a8\u51fa\u4e86\u4e00\u9879\u540d\u4e3a\u201cLookahead Decoding\u201d\u7684\u65b0\u89e3\u7801\u7b97\u6cd5\uff0c\u53ef\u663e\u8457\u52a0\u5feb\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u9884\u6d4b\u901f\u5ea6\u3002\u8be5\u7b97\u6cd5\u5728\u6f14\u793a\u4e2d\u5c06\u9884\u6d4b 100 \u4e2a token \u7684\u901f\u5ea6\u63d0\u9ad8\u4e86 1.5-2.3 \u500d\uff0c\u901a\u8fc7\u4f7f\u7528 LLaMa-2-Chat 7B \u6a21\u578b\uff0c\u5927\u5927\u7f29\u77ed\u4e86\u54cd\u5e94\u7528\u6237\u95ee\u9898\u7684\u65f6\u95f4\uff0c\u63d0\u9ad8\u4e86 LLM \u63a8\u7406\u7684\u6548\u7387\u3002Lookahead Decoding \u662f\u4e00\u79cd\u5e76\u884c\u89e3\u7801\u7b97\u6cd5\uff0c\u901a\u8fc7\u6253\u7834\u81ea\u56de\u5f52\u89e3\u7801\u4e2d\u7684\u987a\u5e8f\u4f9d\u8d56\u6027\uff0c\u4e3b\u8981\u5229\u7528\u96c5\u53ef\u6bd4\u8fed\u4ee3\u65b9\u6cd5\u3002\u8be5\u7b97\u6cd5\u65e0\u9700\u8349\u7a3f\u6a21\u578b\u6216\u6570\u636e\u5b58\u50a8\uff0c\u51cf\u5c11\u4e86\u89e3\u7801\u6b65\u9aa4\uff0c\u52a0\u901f\u4e86 LLM \u63a8\u7406\u3002\u6b64\u5916\uff0c\u8be5\u5b9e\u73b0\u4e0e Hugging Face \u7684\u8f6c\u6362\u5668\u517c\u5bb9\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u589e\u5f3a\u4f7f\u7528 Hugging Face \u751f\u6210\u7684\u6a21\u578b\u6027\u80fd\u7684\u7b80\u5355\u9014\u5f84\u3002\u5f3a\u8c03\u4e86\u52a0\u901f\u81ea\u56de\u5f52\u89e3\u7801\u5bf9\u4e8e\u5927\u578b\u6a21\u578b\u5982 GPT-4 \u548c LLaMA \u7b49\u7684\u91cd\u8981\u6027\uff0c\u56e0\u4e3a\u4f20\u7edf\u7684\u81ea\u56de\u5f52\u89e3\u7801\u901f\u5ea6\u7f13\u6162\uff0c\u6bcf\u4e00\u6b65\u53ea\u751f\u6210\u4e00\u4e2a\u4ee4\u724c\u3002 Lookahead Decoding \u7684\u52a8\u673a\u690d\u6839\u4e8e\u5176\u5229\u7528\u96c5\u53ef\u6bd4\u8fed\u4ee3\u540c\u65f6\u89e3\u7801\u6240\u6709\u672a\u6765\u6807\u8bb0\u7684\u80fd\u529b\uff0c\u901a\u8fc7\u6536\u96c6\u548c\u7f13\u5b58\u96c5\u53ef\u6bd4\u8fed\u4ee3\u751f\u6210\u7684 n-gram\uff0c\u4ee5\u53ca\u9a8c\u8bc1\u6709\u5e0c\u671b\u7684 n-gram\uff0c\u52a0\u901f\u89e3\u7801\u3002\u8fd9\u4e00\u7b97\u6cd5\u65e0\u9700\u5916\u90e8\u6e90\uff0c\u5373\u53ef\u7acb\u5373\u751f\u6210\u548c\u9a8c\u8bc1\u5927\u91cf n-gram\uff0c\u63d0\u9ad8\u63a5\u53d7\u66f4\u957f n-gram \u4e14\u51cf\u5c11\u5ef6\u8fdf\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<\/blockquote>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/318a976a2dd7af9c56b2c9599f5cb1df.gif\" alt=\"1127 \u65e9\u65e9\u804a AI \u8d44\u8baf\uff5c\u5f15\u7206 OpenAI \u5168\u5458\u4e71\u6597\u7684 Q* \u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u3001\u82f1\u4f1f\u8fbe H20 \u63a8\u8fdf\u81f3\u660e\u5e74\u4e00\u5b63\u5ea6\u53d1\u5e03\u3001\u674e\u6c90\u5927\u6a21\u578b\u516c\u53f8\u7ec6\u8282\u66dd\u5149\u3001\u9a6c\u6bc5\u56e2\u961f...\" \/><\/figure>\n<\/p>\n<p><strong>\u25c7 \u7528\u89c6\u89c9\u6765\u505a Prompt\uff01\u65e0\u9700\u8bad\u7ec3\u6216\u5fae\u8c03\uff0c\u5f00\u7bb1\u5373\u7528 \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fmp.weixin.qq.com%2Fs%2FggU9Vopzt67g3XmtdAjfig\" target=\"_blank\" title=\"https:\/\/mp.weixin.qq.com\/s\/ggU9Vopzt67g3XmtdAjfig\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">News<\/a><\/strong><\/p>\n<blockquote>\n<p>IDEA \u7814\u7a76\u9662\u5728 IDEA \u5e74\u5ea6\u5927\u4f1a\u4e0a\u5c55\u793a\u4e86\u57fa\u4e8e\u89c6\u89c9\u63d0\u793a\uff08Visual Prompt\uff09\u7684\u76ee\u6807\u68c0\u6d4b\u6a21\u578b T-Rex\u3002T-Rex \u901a\u8fc7\u56fe\u50cf\u6846\u9009\u7684 Prompt \u65b9\u5f0f\uff0c\u80fd\u8f7b\u677e\u68c0\u6d4b\u540c\u4e00\u7c7b\u522b\u7684\u7269\u4f53\uff0c\u7279\u522b\u64c5\u957f\u5904\u7406\u590d\u6742\u548c\u5c0f\u5c3a\u5bf8\u7684\u7269\u4f53\u3002\u4e0e\u4ee5\u5f80\u6587\u672c Prompt \u4e0d\u540c\uff0cT-Rex \u91c7\u7528\u56fe\u50cf\u6362\u56fe\u7684\u65b9\u5f0f\uff0c\u5728\u5904\u7406\u590d\u6742\u573a\u666f\u65f6\u66f4\u4e3a\u6709\u6548\u3002\u652f\u6301\u4e09\u79cd\u8fdb\u9636\u6a21\u5f0f\uff0c\u5305\u62ec\u591a\u8f6e\u6b63\u4f8b\u6a21\u5f0f\u3001\u6b63\u4f8b+\u8d1f\u4f8b\u6a21\u5f0f\u548c\u8de8\u56fe\u6a21\u5f0f\uff0c\u4ee5\u63d0\u9ad8\u68c0\u6d4b\u51c6\u786e\u6027\u548c\u9002\u7528\u6027\u3002\u7531\u56fe\u50cf\u7f16\u7801\u5668\u3001\u63d0\u793a\u7f16\u7801\u5668\u548c\u6846\u89e3\u7801\u5668\u7ec4\u6210\uff0c\u5177\u6709\u5f00\u7bb1\u5373\u7528\u3001\u4ea4\u4e92\u5f0f\u7684\u7279\u70b9\u3002\u5927\u4f1a\u8fd8\u5206\u4eab\u4e86\u4f4e\u7a7a\u7ecf\u6d4e\u9879\u76ee\u3001Think-on-Graph \u77e5\u8bc6\u9a71\u52a8\u5927\u6a21\u578b\u3001MoonBit \u5f00\u53d1\u8005\u5e73\u53f0\u3001ReadPaper 2.0\u3001SPU \u673a\u5bc6\u8ba1\u7b97\u534f\u5904\u7406\u5668\u3001HiveNet \u53ef\u63a7\u4eba\u50cf\u89c6\u9891\u751f\u6210\u5e73\u53f0\u7b49\u7814\u7a76\u6210\u679c\u3002<\/p>\n<ul>\n<li>\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Ftrex-counting.github.io%2F\" target=\"_blank\" title=\"https:\/\/trex-counting.github.io\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">trex-counting.github.io\/<\/a><\/li>\n<\/ul>\n<\/blockquote>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/0a42fbc315bd70025aac057845e523d5.png\" alt=\"1127 \u65e9\u65e9\u804a AI \u8d44\u8baf\uff5c\u5f15\u7206 OpenAI \u5168\u5458\u4e71\u6597\u7684 Q* \u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u3001\u82f1\u4f1f\u8fbe H20 \u63a8\u8fdf\u81f3\u660e\u5e74\u4e00\u5b63\u5ea6\u53d1\u5e03\u3001\u674e\u6c90\u5927\u6a21\u578b\u516c\u53f8\u7ec6\u8282\u66dd\u5149\u3001\u9a6c\u6bc5\u56e2\u961f...\" \/><\/figure>\n<\/p>\n<p><strong>\u25c7 \u4eba\u7c7b\u8003 92 \u5206\u7684\u9898\uff0cGPT-4 \u53ea\u80fd\u8003 15 \u5206 \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fmp.weixin.qq.com%2Fs%2FYwFEwPZB3OsZAV1xozRTNw\" target=\"_blank\" title=\"https:\/\/mp.weixin.qq.com\/s\/YwFEwPZB3OsZAV1xozRTNw\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">News<\/a><\/strong><\/p>\n<blockquote>\n<p>GPT-4 \u5728\u65b0\u7684 GAIA \u6d4b\u8bd5\u4e2d\u4ec5\u83b7\u5f97 15 \u5206\uff0c\u800c\u4eba\u7c7b\u5f97\u5206\u4e3a 92 \u5206\u3002GAIA \u662f\u4e00\u4e2a\u5305\u542b 466 \u4e2a\u591a\u6837\u4efb\u52a1\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u65e8\u5728\u8bc4\u4f30\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5bf9\u4e00\u822c\u52a9\u7406\u95ee\u9898\u7684\u5904\u7406\u80fd\u529b\uff0c\u5176\u4e2d\u5305\u62ec\u65e5\u5e38\u548c\u79d1\u5b66\u4efb\u52a1\u3002\u5c3d\u7ba1 GPT-4 \u914d\u5907\u4e86\u5de5\u5177\uff0c\u4f46\u5176\u5728 GAIA \u4e0a\u7684\u6210\u529f\u7387\u4e0d\u8d85\u8fc7 30%\uff0c\u800c\u4eba\u7c7b\u5e73\u5747\u6210\u529f\u7387\u4e3a 92%\u3002GAIA \u6d4b\u8bd5\u88ab\u8ba4\u4e3a\u662f\u8bc4\u4f30 t-AGI \u7cfb\u7edf\u7684\u91cd\u8981\u91cc\u7a0b\u7891\uff0c\u4eba\u7c7b\u901a\u5e38\u9700\u8981 6 \u5206\u949f\u56de\u7b54\u6700\u7b80\u5355\u7684\u95ee\u9898\uff0c17 \u5206\u949f\u56de\u7b54\u6700\u590d\u6742\u7684\u95ee\u9898\u3002\u5c3d\u7ba1 AutoGPT-4 \u5141\u8bb8\u81ea\u52a8\u4f7f\u7528\u5de5\u5177\uff0c\u4f46\u5728 Level 2 \u548c Level 1 \u7684\u7ed3\u679c\u4ee4\u4eba\u5931\u671b\uff0c\u6bd4\u6ca1\u6709\u63d2\u4ef6\u7684 GPT-4 \u8fd8\u6162\u3002\u867d\u7136 GPT-4 \u53ef\u80fd\u5728\u66ff\u4ee3\u641c\u7d22\u5f15\u64ce\u65b9\u9762\u5177\u6709\u6f5c\u529b\uff0c\u4f46\u5176\u6027\u80fd\u4ecd\u9700\u8fdb\u4e00\u6b65\u8bc4\u4f30\u3002\u603b\u4f53\u800c\u8a00\uff0c\u4eba\u7c7b\u5728 GAIA \u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u800c\u5f53\u524d\u6700\u4f73\u5927\u6a21\u578b\u7684\u6027\u80fd\u76f8\u5bf9\u8f83\u5dee\u3002GAIA \u6709\u671b\u6210\u4e3a\u8bc4\u4f30\u6709\u80fd\u529b AI \u52a9\u624b\u7684\u6e05\u6670\u6392\u540d\u6807\u51c6\uff0c\u672a\u6765\u53ef\u80fd\u8fd8\u6709\u6539\u8fdb\u7a7a\u95f4\u3002<\/p>\n<ul>\n<li>\u6392\u884c\u699c\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fhuggingface.co%2Fspaces%2Fgaia-benchmark%2Fleaderboard\" target=\"_blank\" title=\"https:\/\/huggingface.co\/spaces\/gaia-benchmark\/leaderboard\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">huggingface.co\/spaces\/gaia\u2026<\/a><\/li>\n<li>\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Farxiv.org%2Fpdf%2F2311.12983.pdf\" target=\"_blank\" title=\"https:\/\/arxiv.org\/pdf\/2311.12983.pdf\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">arxiv.org\/pdf\/2311.12\u2026<\/a><\/li>\n<li>HuggingFace \u4e3b\u9875\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fhuggingface.co%2Fpapers%2F2311.12983\" target=\"_blank\" title=\"https:\/\/huggingface.co\/papers\/2311.12983\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">huggingface.co\/papers\/2311\u2026<\/a><\/li>\n<\/ul>\n<\/blockquote>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/61c4da77daae4ffb6a930199c97e3a4f.png\" alt=\"1127 \u65e9\u65e9\u804a AI \u8d44\u8baf\uff5c\u5f15\u7206 OpenAI \u5168\u5458\u4e71\u6597\u7684 Q* \u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u3001\u82f1\u4f1f\u8fbe H20 \u63a8\u8fdf\u81f3\u660e\u5e74\u4e00\u5b63\u5ea6\u53d1\u5e03\u3001\u674e\u6c90\u5927\u6a21\u578b\u516c\u53f8\u7ec6\u8282\u66dd\u5149\u3001\u9a6c\u6bc5\u56e2\u961f...\" \/><\/figure>\n<\/p>\n<p><strong>\u25c7 \u5b57\u8282\u8df3\u52a8\u5c06\u5173\u95ed\u671d\u5915\u5149\u5e74<\/strong> <strong>\uff0c\u5168\u9762\u9000\u51fa\u6e38\u620f\u4e1a\u52a1 \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.ithome.com%2F0%2F735%2F211.htm\" target=\"_blank\" title=\"https:\/\/www.ithome.com\/0\/735\/211.htm\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">News<\/a><\/strong><\/p>\n<blockquote>\n<p>\u77e5\u60c5\u4eba\u58eb\u900f\u9732\uff0c\u5b57\u8282\u8df3\u52a8\u8ba1\u5212\u9010\u6b65\u5173\u95ed\u4e3b\u8981\u6e38\u620f\u54c1\u724c\u671d\u5915\u5149\u5e74\uff0c\u5168\u9762\u9000\u51fa\u89c6\u9891\u6e38\u620f\u4e1a\u52a1\u3002\u5b57\u8282\u8df3\u52a8\u5c06\u516c\u5e03\u5173\u95ed\u671d\u5915\u5149\u5e74\u8ba1\u5212\uff0c\u5185\u90e8\u901a\u77e5\u5458\u5de5\u505c\u6b62\u5f00\u53d1\u4eca\u5e74 12 \u6708\u524d\u5c1a\u672a\u53d1\u5e03\u7684\u6e38\u620f\u3002\u6b64\u4e3e\u5c06\u5ba3\u544a\u5b57\u8282\u8df3\u52a8\u9000\u51fa\u6e38\u620f\u9886\u57df\uff0c\u4e14\u6ca1\u6709\u518d\u6b21\u8fdb\u519b\u5168\u7403\u89c4\u6a21\u8fbe 1850 \u4ebf\u7f8e\u5143\u7684\u89c6\u9891\u6e38\u620f\u5e02\u573a\u7684\u8ba1\u5212\u3002\u636e\u900f\u9732\uff0c\u4f18\u5316\u8c03\u6574\u5305\u62ec 11 \u6708 26 \u65e5\u89e3\u6563\u5728\u7814\u9879\u76ee\u3001\u5468\u4e00\u6b63\u5f0f\u901a\u77e5\u548c\u89e3\u7ea6\u5408\u540c\u7b7e\u7f72\uff0c\u4ee5\u53ca\u8d54\u507f N+1\u3001\u6298\u7b97\u5e74\u7ec8\u5956\u548c\u80a1\u6743\u7b49\u3002\u6b64\u5916\uff0c\u5b57\u8282\u8df3\u52a8\u6b63\u5728\u5bfb\u6c42\u4ee5\u4e0d\u4f4e\u4e8e 50 \u4ebf\u7f8e\u5143\u7684\u4ef7\u683c\u51fa\u552e\u5176\u6e38\u620f\u90e8\u95e8\u6c90\u77b3\u79d1\u6280\uff0c\u5e76\u8058\u8bf7\u9ad8\u76db\u4f5c\u4e3a\u8d22\u52a1\u987e\u95ee\u534f\u52a9\u5bfb\u627e\u6f5c\u5728\u4e70\u5bb6\u3002<\/p>\n<\/blockquote>\n<p><strong>\u25c7 \u5b57\u8282\u8df3\u52a8 &amp; \u534e\u4e1c\u5e08\u5927\u8054\u5408\u63d0\u51fa\u81ea\u8fdb\u5316\u6587\u672c\u8bc6\u522b\u5668 \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fmp.weixin.qq.com%2Fs%2FANDs3Aywdm9F578JETl08g\" target=\"_blank\" title=\"https:\/\/mp.weixin.qq.com\/s\/ANDs3Aywdm9F578JETl08g\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">News<\/a><\/strong><\/p>\n<blockquote>\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u5982 GPT-4 \u548c Llama\uff0c\u901a\u8fc7\u60c5\u5883\u5b66\u4e60\u5728\u5404\u4e2a\u9886\u57df\u5c55\u73b0\u51fa\u5353\u8d8a\u6027\u80fd\uff0c\u65e0\u9700\u6a21\u578b\u5fae\u8c03\u3002\u573a\u666f\u6587\u672c\u8bc6\u522b\u9762\u4e34\u591a\u6837\u5316\u3001\u6587\u672c\u5e03\u5c40\u3001\u5149\u7167\u53d8\u5316\u7b49\u6311\u6218\uff0c\u4f20\u7edf\u65b9\u6cd5\u9700\u8981\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\u3002\u5b57\u8282\u8df3\u52a8\u548c\u534e\u4e1c\u5e08\u8303\u5927\u5b66\u5f00\u53d1\u7684 E2STR\uff08\u81ea\u6211\u8fdb\u5316\u573a\u666f\u6587\u672c\u8bc6\u522b\u5668\uff09\u662f\u4e00\u79cd\u5177\u6709\u4e0a\u4e0b\u6587\u5b66\u4e60\u529f\u80fd\u7684\u6587\u672c\u8bc6\u522b\u5668\uff0c\u9002\u5e94\u4e0d\u540c\u573a\u666f\u800c\u65e0\u9700\u5fae\u8c03\uff0c\u5177\u5907\u9ad8\u6548\u7684\u8d44\u6e90\u5229\u7528\u3002E2STR \u7684\u8bad\u7ec3\u5305\u62ec\u57fa\u672c\u6587\u672c\u8bc6\u522b\u548c\u60c5\u5883\u8bad\u7ec3\uff0c\u901a\u8fc7\u4e0a\u4e0b\u6587\u63d0\u793a\u6c60\u8fdb\u884c\u4e0a\u4e0b\u6587\u63a8\u7406\uff0c\u5c55\u793a\u4e86\u5728\u4f20\u7edf\u6587\u672c\u8bc6\u522b\u3001\u8de8\u57df\u573a\u666f\u548c\u56f0\u96be\u6837\u672c\u6821\u6b63\u4e0a\u7684\u5353\u8d8a\u6027\u80fd\u3002\u672a\u6765\u5c55\u671b\u663e\u793a\uff0cE2STR \u8bc1\u660e\u4e86\u5373\u4f7f\u662f\u5c0f\u578b\u6a21\u578b\u4e5f\u80fd\u901a\u8fc7\u9002\u5f53\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u7b56\u7565\u62e5\u6709\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\uff0c\u63a8\u52a8\u4e86\u5c0f\u578b\u6a21\u578b\u5728\u5b9e\u65f6\u4efb\u52a1\u4e2d\u7684\u53d1\u5c55\u3002<\/p>\n<\/blockquote>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/c8b9aefc6624d93a53455deac5206ad9.png\" alt=\"1127 \u65e9\u65e9\u804a AI \u8d44\u8baf\uff5c\u5f15\u7206 OpenAI \u5168\u5458\u4e71\u6597\u7684 Q* \u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u3001\u82f1\u4f1f\u8fbe H20 \u63a8\u8fdf\u81f3\u660e\u5e74\u4e00\u5b63\u5ea6\u53d1\u5e03\u3001\u674e\u6c90\u5927\u6a21\u578b\u516c\u53f8\u7ec6\u8282\u66dd\u5149\u3001\u9a6c\u6bc5\u56e2\u961f...\" \/><\/figure>\n<\/p>\n<p><strong>\u25c7 \u4eba\u5de5\u667a\u80fd\u7684\u201c\u6559\u6bcd\u201d\u90fd\u5728\u54ea\u91cc\uff1f \u5973\u6027\u7684\u58f0\u97f3\u6ca1\u6709\u88ab\u542c\u5230 \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.theguardian.com%2Fglobal-development%2F2023%2Fnov%2F25%2Fwhere-are-godmothers-of-ai-womens-voices-not-heard-in-tech-sam-altman-openai\" target=\"_blank\" title=\"https:\/\/www.theguardian.com\/global-development\/2023\/nov\/25\/where-are-godmothers-of-ai-womens-voices-not-heard-in-tech-sam-altman-openai\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">News<\/a><\/strong><\/p>\n<blockquote>\n<p>\u5728 OpenAI \u98ce\u6ce2\u4e2d\uff0c\u5965\u7279\u66fc\u56e2\u961f\u7684\u6027\u522b\u5931\u8861\u5f15\u8d77\u5173\u6ce8\uff0c\u5458\u5de5\u7b7e\u7f72\u7684\u590d\u804c\u4fe1\u663e\u793a\u8d85\u8fc7 75%\u4e3a\u7537\u6027\uff0c\u4e0e\u9ea6\u80af\u9521\u62a5\u544a\u4e2d\u6709\u5173\u6027\u522b\u5931\u8861\u7684\u6570\u636e\u76f8\u7b26\u30022022 \u5e74\u7684\u4eba\u5de5\u667a\u80fd\u73b0\u72b6\u62a5\u544a\u6307\u51fa\uff0c\u5973\u6027\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u51e0\u4e4e\u5904\u4e8e\u7f3a\u5e2d\u72b6\u6001\u3002\u82f1\u8bed\u56fd\u5bb6\u4eba\u5de5\u667a\u80fd\u65b0\u95fb\u4e2d\uff0c\u7537\u6027\u5f15\u7528\u9891\u7387\u662f\u5973\u6027\u7684 3.7 \u500d\uff0c\u4ec5\u6709 4%\u7684\u79d1\u5b66\u3001\u6280\u672f\u3001\u8d44\u91d1\u53d1\u73b0\u65b0\u95fb\u4ee5\u5973\u6027\u4e3a\u4e2d\u5fc3\u3002\u5bf9\u4e8e\u5973\u6027\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u9700\u6c42\u3001\u62c5\u5fe7\u548c\u7ecf\u5386\u4e86\u89e3\u4e0d\u8db3\u3002\u5c3d\u7ba1\u5973\u6027\u5728\u7f8e\u56fd\u66f4\u5173\u5fc3\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff0c\u4f46\u5979\u4eec\u5728\u8fd9\u4e00\u884c\u4e1a\u4e2d\u7684\u5730\u4f4d\u76f8\u5bf9\u8fb9\u7f18\u3002\u4e13\u5bb6\u8868\u793a\uff0c\u4e3a\u4e86\u907f\u514d\u5d4c\u5165\u504f\u89c1\uff0c\u4eba\u5de5\u667a\u80fd\u9886\u57df\u9700\u8981\u66f4\u591a\u5973\u6027\u7684\u53c2\u4e0e\u3002\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u6765\u7ea0\u6b63\u6027\u522b\u504f\u89c1\u88ab\u8ba4\u4e3a\u662f\u89e3\u51b3\u591a\u6837\u6027\u7f3a\u9677\u7684\u6709\u6548\u65b9\u6cd5\u3002<\/p>\n<\/blockquote>\n<p><strong>\u25c7 \u4e2d\u56fd\u4e3a\u4f55\u8981\u5236\u9020\u4eba\u5f62\u673a\u5668\u4eba\uff1f \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Finterestingengineering.com%2Fie-originals%2Fie-explainer%2Fseason-5%2Fep-28-why-is-china-creating-humanoid-robots\" target=\"_blank\" title=\"https:\/\/interestingengineering.com\/ie-originals\/ie-explainer\/season-5\/ep-28-why-is-china-creating-humanoid-robots\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">News<\/a><\/strong><\/p>\n<blockquote>\n<p>\u4e3a\u4e86\u5e94\u5bf9\u4eba\u53e3\u8001\u9f84\u5316\u548c\u72ec\u5c45\u4eba\u6570\u589e\u52a0\u7684\u6311\u6218\uff0c\u966a\u4f34\u673a\u5668\u4eba\u6210\u4e3a\u7f13\u89e3\u5b64\u72ec\u611f\u7684\u6f5c\u5728\u7597\u6cd5\u3002\u5728\u4e2d\u56fd\uff0c\u8d85\u8fc7 9200 \u4e07\u6210\u5e74\u4eba\u72ec\u5c45\uff0c\u5360\u603b\u4eba\u53e3\u7684 6%\u4ee5\u4e0a\uff0c\u663e\u793a\u5bf9\u966a\u4f34\u7684\u5f3a\u70c8\u9700\u6c42\u3002Ex Robots \u9996\u5e2d\u6267\u884c\u5b98\u674e\u535a\u9633\u5728 2023 \u5e74\u673a\u5668\u4eba\u5927\u4f1a\u4e0a\u5f3a\u8c03\u8001\u5e74\u4eba\u9700\u8981\u966a\u4f34\u673a\u5668\u4eba\u3002\u8be5\u516c\u53f8\u5229\u7528\u4eba\u5de5\u667a\u80fd\u548c\u7845\u57fa\u4eba\u9020\u76ae\u80a4\u7b49\u5148\u8fdb\u6750\u6599\uff0c\u5236\u9020\u4eba\u5f62\u673a\u5668\u4eba\uff0c\u6a21\u62df\u4eba\u7c7b\u52a8\u4f5c\u3001\u9762\u90e8\u8868\u60c5\u548c\u624b\u52bf\u3002\u4f34\u4fa3\u673a\u5668\u4eba\u4e0d\u4ec5\u9002\u7528\u4e8e\u8001\u5e74\u4eba\uff0c\u8fd8\u9002\u7528\u4e8e\u5e74\u8f7b\u4e00\u4ee3\u5e94\u5bf9\u5b64\u72ec\u548c\u5fc3\u7406\u5065\u5eb7\u95ee\u9898\u3002\u5728\u4e2d\u56fd\uff0c\u6709\u8d85\u8fc7 2000 \u4e07 20 \u5c81\u81f3 39 \u5c81\u7684\u5e74\u8f7b\u4eba\u72ec\u5c45\uff0c\u539f\u56e0\u5305\u62ec\u7ecf\u6d4e\u8d1f\u62c5\u548c\u793e\u4f1a\u538b\u529b\u3002\u4f34\u4fa3\u673a\u5668\u4eba\u53ef\u80fd\u5728\u4e2d\u56fd\u53d8\u5f97\u666e\u904d\uff0c\u4e3a\u65e5\u5e38\u4efb\u52a1\u63d0\u4f9b\u966a\u4f34\u548c\u5e2e\u52a9\uff0c\u53ef\u80fd\u5f71\u54cd\u5bf9\u5bb6\u5ead\u7ec4\u5efa\u7684\u6001\u5ea6\u3002\u867d\u7136\u4f34\u4fa3\u673a\u5668\u4eba\u89e3\u51b3\u793e\u4f1a\u5b64\u7acb\u95ee\u9898\u6709\u8da3\uff0c\u4f46\u6210\u672c\u3001\u53ef\u53ca\u6027\u548c\u5b89\u5168\u6027\u4ecd\u7136\u5b58\u5728\u62c5\u5fe7\u3002\u4eba\u5f62\u673a\u5668\u4eba\u5728\u91cd\u5851\u793e\u4f1a\u52a8\u6001\u548c\u5e94\u5bf9\u8001\u9f84\u5316\u548c\u5b64\u7acb\u4eba\u53e3\u6311\u6218\u65b9\u9762\u53d1\u6325\u5173\u952e\u4f5c\u7528\u3002\u6280\u672f\u3001\u793e\u4f1a\u9700\u6c42\u548c\u4eba\u7c7b\u5bf9\u8054\u7cfb\u7684\u8ffd\u6c42\u662f\u672a\u6765\u673a\u5668\u4eba\u5728\u793e\u4f1a\u7ed3\u6784\u4e2d\u626e\u6f14\u91cd\u8981\u89d2\u8272\u7684\u5173\u952e\u3002<\/p>\n<\/blockquote>\n<h2 data-id=\"heading-1\"><strong>\u300c \u878d\u8d44\u5feb\u8baf \u300d<\/strong><\/h2>\n<p><strong>\u25c7 \u300c\u94f6\u725b\u5fae\u7535\u5b50\u300d\u5b8c\u6210\u8d85 5 \u4ebf A \u8f6e\u878d\u8d44 \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fmp.weixin.qq.com%2Fs%2Fag6cz-9_g3b625njlFtvQg\" target=\"_blank\" title=\"https:\/\/mp.weixin.qq.com\/s\/ag6cz-9_g3b625njlFtvQg\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">News<\/a><\/strong><\/p>\n<blockquote>\n<p>\u94f6\u725b\u5fae\u7535\u5b50\u5ba3\u5e03\u5b8c\u6210\u8d85 5 \u4ebf\u5143 A \u8f6e\u878d\u8d44\uff0c\u7531\u5408\u80a5\u4ea7\u6295\u548c\u7cbe\u786e\u8d44\u672c\u9886\u6295\u3002\u516c\u53f8\u4e13\u6ce8\u4e8e\u89c6\u89c9\u5904\u7406\u3001\u591a\u4f20\u611f\u5668\u878d\u5408\u548c\u4eba\u5de5\u667a\u80fd\u82af\u7247\u8bbe\u8ba1\uff0c\u62e5\u6709\u5168\u7403\u9886\u5148\u7684 3D \u89c6\u89c9\u611f\u77e5\u5904\u7406\u5f15\u64ce\u3002\u878d\u8d44\u5c06\u4e3b\u8981\u7528\u4e8e\u52a0\u901f\u65b0\u4e00\u4ee3\u82af\u7247\u548c\u6a21\u7ec4\u7814\u53d1\u3001\u65b0\u9886\u57df\u4ea7\u54c1\u89e3\u51b3\u65b9\u6848\u7814\u53d1\uff0c\u4ee5\u53ca\u56e2\u961f\u53d1\u5c55\u5efa\u8bbe\u3002\u94f6\u725b\u5fae\u7535\u5b50\u5c06\u5168\u7403\u603b\u90e8\u8bbe\u5728\u5408\u80a5\uff0c\u5e76\u5728\u90a3\u91cc\u5efa\u7acb\u9ad8\u7aef\u82af\u7247\u53ca\u4eba\u5de5\u667a\u80fd\u4ea7\u54c1\u7814\u53d1\u4e2d\u5fc3\u3002\u516c\u53f8\u8ba1\u5212\u4e0e\u5408\u80a5\u9ad8\u6821\u548c\u79d1\u7814\u9662\u6240\u5c55\u5f00\u6df1\u5ea6\u5408\u4f5c\uff0c\u5438\u6536\u57f9\u517b\u5168\u7403\u9ad8\u79d1\u6280\u7814\u53d1\u4eba\u624d\u3002\u5176\u82af\u7247\u53ca\u4ea7\u54c1\u89e3\u51b3\u65b9\u6848\u5df2\u5728\u6cdb\u673a\u5668\u4eba\u3001\u5143\u5b87\u5b99\u3001\u6d88\u8d39\u7535\u5b50\u7b49\u524d\u6cbf\u5e94\u7528\u9886\u57df\u5168\u7403\u8303\u56f4\u5185\u5e94\u7528\u3002\u6295\u8d44\u65b9\u5728\u9ad8\u65b0\u6280\u672f\u4ea7\u4e1a\uff0c\u5c24\u5176\u662f\u534a\u5bfc\u4f53\u884c\u4e1a\u6709\u4e30\u5bcc\u7ecf\u9a8c\uff0c\u5c06\u4e3a\u516c\u53f8\u5e26\u6765\u957f\u671f\u7684\u6218\u7565\u548c\u4ea7\u4e1a\u4ef7\u503c\u3002\u94f6\u725b\u5fae\u7535\u5b50\u5c06\u4e0e\u5408\u80a5\u4ea7\u4e1a\u96c6\u7fa4\u5f62\u6210\u4f18\u52bf\u8054\u52a8\uff0c\u5171\u540c\u6253\u9020\u7ade\u4e89\u529b\u5f3a\u5927\u7684\u4ea7\u4e1a\u94fe\u96c6\u7fa4\u3002\u5408\u80a5\u4ea7\u6295\u96c6\u56e2\u603b\u7ecf\u7406\u6c5f\u946b\u8868\u793a\u516c\u53f8\u5728\u673a\u5668\u4eba\u3001\u5143\u5b87\u5b99\u30013D \u4ea4\u4e92\u7b49\u9886\u57df\u6709\u826f\u597d\u7684\u5e94\u7528\u524d\u666f\uff0c\u800c\u7cbe\u786e\u8d44\u672c\u521b\u59cb\u5408\u4f19\u4eba\u5d14\u52c7\u5219\u5f3a\u8c03\u516c\u53f8\u57fa\u4e8e\u53cc\u76ee\u7acb\u4f53\u89c6\u89c9\u7684\u4ea7\u54c1\u5728\u6027\u80fd\u3001\u529f\u8017\u3001\u4f53\u79ef\u7b49\u65b9\u9762\u5177\u6709\u660e\u663e\u4f18\u52bf\u3002<\/p>\n<\/blockquote>\n<h2 data-id=\"heading-2\">\u300c \u65e9\u70b9\u8da3\u73a9 \u300d<\/h2>\n<p><strong>\u25c7 PlugBear\uff1a\u5c06<\/strong> <strong>ChatGPT<\/strong> <strong>\u7b49<\/strong> <strong>LLM<\/strong> <strong>\u8fde\u63a5\u5230\u5176\u4ed6\u5728\u7ebf\u5de5\u5177\u548c\u670d\u52a1 \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Ftwitter.com%2Fxiaohuggg%2Fstatus%2F1728742043349094427\" target=\"_blank\" title=\"https:\/\/twitter.com\/xiaohuggg\/status\/1728742043349094427\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Twitter<\/a><\/strong><\/p>\n<blockquote>\n<p>PlugBear \u662f\u4e00\u4e2a\u7b80\u5316\u548c\u52a0\u901f LLM\uff08\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff09\u5e94\u7528\u4e0e\u5916\u90e8\u5de5\u5177\u548c\u5e73\u53f0\u96c6\u6210\u7684\u670d\u52a1\u3002\u4ee5\u4e0b\u662f\u5b83\u7684\u4e3b\u8981\u4f18\u70b9\u548c\u7279\u70b9\uff1a<\/p>\n<ol>\n<li>\n<p>\u7b80\u5355\u8bbe\u7f6e\u8fc7\u7a0b\uff1a \u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u51e0\u4e2a\u70b9\u51fb\u8f7b\u677e\u5b8c\u6210\u8bbe\u7f6e\uff0c\u907f\u514d\u7e41\u7410\u7684\u914d\u7f6e\u6d41\u7a0b\u3002<\/p>\n<\/li>\n<li>\n<p>\u6dfb\u52a0\u9891\u9053\u548c\u5e94\u7528\uff1a \u7528\u6237\u53ef\u4ee5\u9009\u62e9\u8fde\u63a5\u4ed6\u4eec\u559c\u6b22\u7684\u901a\u8baf\u9891\u9053\uff0c\u5982 Slack\u3001Discord\u3001WhatsApp \u7b49\uff0c\u540c\u65f6\u6dfb\u52a0\u4ed6\u4eec\u4f7f\u7528\u7684 LLM \u5e94\u7528\u3002\u8fd9\u63d0\u4f9b\u4e86\u7075\u6d3b\u6027\uff0c\u5141\u8bb8\u7528\u6237\u6839\u636e\u9700\u6c42\u548c\u504f\u597d\u8fdb\u884c\u4e2a\u6027\u5316\u5b9a\u5236\u3002<\/p>\n<\/li>\n<li>\n<p>\u8fde\u63a5\u9891\u9053\u4e0e\u5e94\u7528\uff1a \u7528\u6237\u53ef\u4ee5\u76f8\u4e92\u8fde\u63a5\u901a\u8baf\u9891\u9053\u548c LLM \u5e94\u7528\uff0c\u5e76\u5b9a\u4e49\u89e6\u53d1 AI \u7684\u6761\u4ef6\u3002\u8fd9\u79cd\u65b9\u5f0f\u4f7f\u5f97 AI \u5e94\u7528\u7684\u90e8\u7f72\u548c\u4f7f\u7528\u66f4\u52a0\u9ad8\u6548\u548c\u7075\u6d3b\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e00\u6b21\u5f00\u53d1\uff0c\u591a\u5904\u8fde\u63a5\uff1a PlugBear \u7684\u7406\u5ff5\u662f\u201c\u4e00\u6b21\u5f00\u53d1\uff0c\u5230\u5904\u8fde\u63a5\u201d\uff0c\u7528\u6237\u65e0\u9700\u5728\u4e0d\u540c\u5e73\u53f0\u4e0a\u91cd\u590d\u8fdb\u884c AI \u96c6\u6210\u5de5\u4f5c\uff0c\u8282\u7701\u65f6\u95f4\u548c\u8d44\u6e90\u3002<\/p>\n<\/li>\n<li>\n<p>\u652f\u6301\u591a\u79cd LLM \u5e94\u7528\u7a0b\u5e8f\u6784\u5efa\u5668\u548c\u6846\u67b6\uff1a PlugBear \u517c\u5bb9\u591a\u79cd LLM \u5e94\u7528\u7a0b\u5e8f\u6784\u5efa\u5668\u548c\u6846\u67b6\uff0c\u5305\u62ec OpenAI \u7684 GPT\u3001LangChain \u7b49\uff0c\u63d0\u4f9b\u66f4\u5927\u7684\u7075\u6d3b\u6027\u548c\u9009\u62e9\u3002<\/p>\n<\/li>\n<\/ol>\n<ul>\n<li>\u5b98\u7f51\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fplugbear.io%2F\" target=\"_blank\" title=\"https:\/\/plugbear.io\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">plugbear.io\/<\/a><\/li>\n<\/ul>\n<\/blockquote>\n<p><strong>\u25c7 RAG v2\uff1a\u5728\u6570\u636e\u4e0a\u6784\u5efa\u3001\u81ea\u5b9a\u4e49\u548c\u4f7f\u7528\u591a\u4e2a ChatGPTs \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Ftwitter.com%2Fllama_index%2Fstatus%2F1728818222345166977\" target=\"_blank\" title=\"https:\/\/twitter.com\/llama_index\/status\/1728818222345166977\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Twitter<\/a><\/strong><\/p>\n<blockquote>\n<ul>\n<li>\u8f7b\u677e\u521b\u5efa\u591a\u4e2a RAG \u6d41\u6c34\u7ebf\u5e76\u4fdd\u5b58\u5b83\u4eec<\/li>\n<li>\u8f7b\u677e\u5207\u6362\u5e76\u5b9a\u5236\u6bcf\u4e2a\u6d41\u6c34\u7ebf\uff08\u4f8b\u5982\uff0c\u4f7f\u7528\u4e0d\u540c\u7684\u6570\u636e\u6216\u4e0d\u540c\u7684\u7cfb\u7edf\u63d0\u793a\uff09<\/li>\n<li>\u5220\u9664\u672a\u4f7f\u7528\u7684 RAG \u6d41\u6c34\u7ebf<\/li>\n<li>\uff08\u5f00\u53d1\u8d28\u91cf\uff09\u589e\u52a0\u4e86\u975e\u5e38\u9700\u8981\u7684\u4ee3\u7801\u68c0\u67e5\/\u6301\u7eed\u96c6\u6210<\/li>\n<li>\u652f\u6301\u8bb8\u591a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\uff0c\u7528\u4e8e\u6784\u5efa RAG \u548c\u5728\u6bcf\u4e2a RAG \u6d41\u6c34\u7ebf\u5185\u90e8\u4f7f\u7528<\/li>\n<li>\u652f\u6301\u52a0\u8f7d\u6587\u4ef6\u6216\u7f51\u9875\u3002<\/li>\n<li>Github: <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Frun-llama%2Frags\" target=\"_blank\" title=\"https:\/\/github.com\/run-llama\/rags\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/run-llama\/r\u2026<\/a><\/li>\n<\/ul>\n<\/blockquote>\n<h2 data-id=\"heading-3\">\u300c \u6280\u672f\u9605\u8bfb \u300d<\/h2>\n<p><strong>\u25c7 \u4f7f\u7528 Mistral-7B \u548c LangChain \u6784\u5efa\u81ea\u5df1\u7684 RAG \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Ftwitter.com%2FLangChainAI%2Fstatus%2F1728852352864579740\" target=\"_blank\" title=\"https:\/\/twitter.com\/LangChainAI\/status\/1728852352864579740\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Twitter<\/a><\/strong><\/p>\n<blockquote>\n<p>\u4f7f\u7528\u672c\u5730\u6a21\u578b\u53ef\u4ee5\u542f\u7528\u804a\u5929\u673a\u5668\u4eba\u6765\u5904\u7406\u6570\u636e\uff0c\u540c\u65f6\u786e\u4fdd\u6570\u636e\u6c38\u8fdc\u4e0d\u4f1a\u79bb\u5f00\u8ba1\u7b97\u673a\uff0c\u975e\u5e38\u9002\u5408\u4f01\u4e1a\u6216\u4ee5\u9690\u79c1\u4e3a\u4e2d\u5fc3\u7684\u7528\u4f8b\u3002<\/p>\n<ul>\n<li>blog: <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fmedium.com%2F%40thakermadhav%2Fbuild-your-own-rag-with-mistral-7b-and-langchain-97d0c92fa146\" target=\"_blank\" title=\"https:\/\/medium.com\/@thakermadhav\/build-your-own-rag-with-mistral-7b-and-langchain-97d0c92fa146\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">medium.com\/@thakermadh\u2026<\/a><\/li>\n<\/ul>\n<\/blockquote>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/13de79565115790800cf4ad98cbed9e4.png\" alt=\"1127 \u65e9\u65e9\u804a AI \u8d44\u8baf\uff5c\u5f15\u7206 OpenAI \u5168\u5458\u4e71\u6597\u7684 Q* \u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u3001\u82f1\u4f1f\u8fbe H20 \u63a8\u8fdf\u81f3\u660e\u5e74\u4e00\u5b63\u5ea6\u53d1\u5e03\u3001\u674e\u6c90\u5927\u6a21\u578b\u516c\u53f8\u7ec6\u8282\u66dd\u5149\u3001\u9a6c\u6bc5\u56e2\u961f...\" \/><\/figure>\n<\/p>\n<p><strong>\u25c7 Duet<\/strong> <strong>AI<\/strong> <strong>\u52a9\u4f60\u5feb\u901f\u5b8c\u6210\u8c37\u6b4c Cloud \u4efb\u52a1 \ud83d\udd17<\/strong> <strong><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fcloud.google.com%2Fblog%2Fproducts%2Fai-machine-learning%2Fhow-duet-ai-speeds-up-development-and-operations%3Futm_source%3Dtwitter%26utm_medium%3Dunpaidsoc%26utm_campaign%3Dfy23q4-googlecloudtech-blog-ai-in_feed-no-brand-global%26utm_content%3D-%26utm_term%3D-%26linkId%3D9209968\" target=\"_blank\" title=\"https:\/\/cloud.google.com\/blog\/products\/ai-machine-learning\/how-duet-ai-speeds-up-development-and-operations?utm_source=twitter&amp;utm_medium=unpaidsoc&amp;utm_campaign=fy23q4-googlecloudtech-blog-ai-in_feed-no-brand-global&amp;utm_content=-&amp;utm_term=-&amp;linkId=9209968\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Link<\/a><\/strong><\/p>\n<blockquote>\n<ol>\n<li>\u66f4\u5feb\u5730\u5f00\u59cb\u5e76\u52a0\u5165 Google\uff1a \u63d0\u4f9b\u8fc5\u901f\u89e3\u7b54 Google Cloud \u521d\u5b66\u8005\u6216\u6709\u7ecf\u9a8c\u7528\u6237\u7684\u95ee\u9898\uff0c\u5305\u62ec\u4ea7\u54c1\u4fe1\u606f\u3001\u4efb\u52a1\u6307\u5357\u548c\u4ea7\u54c1\u6bd4\u8f83\u3002\u9010\u6b65\u652f\u6301\u7279\u5b9a\u4efb\u52a1\u5982\u6570\u636e\u8fc1\u79fb\uff0c\u5e76\u63d0\u4f9b\u4ea7\u54c1\u548c\u670d\u52a1\u9009\u9879\u7684\u5e2e\u52a9\u3002<\/li>\n<li>\u751f\u6210\u811a\u672c\u3001gcloud \u547d\u4ee4\u3001\u67e5\u8be2\u548c\u4ee3\u7801\uff1a \u80fd\u591f\u751f\u6210\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u3001SQ*L \u67e5\u8be2\u3001gcloud \u547d\u4ee4\u548c\u811a\u672c\uff0c\u9002\u7528\u4e8e\u65b0\u624b\u7f16\u7801\u548c\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5f00\u53d1\u4eba\u5458\u3002\u652f\u6301\u751f\u6210 gcloud \u547d\u4ee4\u548c\u914d\u7f6e\u6587\u4ef6\uff0c\u5e2e\u52a9\u7406\u89e3\u590d\u6742\u7684\u547d\u4ee4\u884c\u8bed\u6cd5\u3002<\/li>\n<li>\u4e86\u89e3 Google Cloud \u73af\u5883\uff1a \u80fd\u89e3\u91ca\u548c\u603b\u7ed3\u4ee3\u7801\u3001\u67e5\u8be2\u3001\u6a21\u62df\u7ed3\u679c\u3001\u65e5\u5fd7\u548c\u7cfb\u7edf\u9519\u8bef\uff0c\u63d0\u4f9b\u65e5\u5fd7\u3001\u6a21\u62df\u7ed3\u679c\u7b49\u7684\u81ea\u7136\u8bed\u8a00\u6458\u8981\u3002\u7ed9\u51fa\u89e3\u51b3\u5e38\u89c1\u9519\u8bef\u7684\u5efa\u8bae\uff0c\u5982\u8ba4\u8bc1\u3001\u914d\u989d\u3001\u8ba1\u8d39\u9519\u8bef\u3002<\/li>\n<li>\u63d0\u9ad8\u4f7f\u7528\u6548\u679c\u7684\u4e13\u4e1a\u63d0\u793a\uff1a \u5728 Duet AI \u804a\u5929\u4e2d\u4f7f\u7528\u4e13\u4e1a\u63d0\u793a\uff0c\u5982\u4ea7\u54c1\u6bd4\u8f83\u548c\u5206\u6b65\u6307\u5357\uff0c\u5229\u7528\u8f85\u52a9\u5f00\u53d1\u529f\u80fd\u83b7\u53d6\u4ee3\u7801\u81ea\u52a8\u5b8c\u6210\u7b49\u5e2e\u52a9\u3002\u5728\u63d0\u793a\u4e2d\u63d0\u4f9b\u5177\u4f53\u5185\u5bb9\u548c\u4e0a\u4e0b\u6587\uff0c\u4ee5\u83b7\u53d6\u66f4\u51c6\u786e\u3001\u6709\u7528\u7684\u8f93\u51fa\u3002<\/li>\n<\/ol>\n<p>Duet AI \u6301\u7eed\u6539\u8fdb\u4e2d\uff0c\u7528\u6237\u53ef\u901a\u8fc7\u53cd\u9988\u5e2e\u52a9\u4f18\u5316\u7cfb\u7edf\u3002\u901a\u8fc7\u63a7\u5236\u53f0\u5de5\u5177\u680f\u4e2d\u7684\u201c\u6253\u5f00 Duet AI\u201d\u6309\u94ae\u5f00\u59cb\u4f7f\u7528 Duet AI \u804a\u5929\uff0c\u83b7\u53d6\u66f4\u591a\u4fe1\u606f\u53ef\u8bbf\u95ee Google Cloud \u7f51\u7ad9\uff0c\u5305\u62ec\u6587\u6863\u548c\u6f14\u8bb2\u3002<\/p>\n<\/blockquote>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/bef92d505df8ef2af66cac1984e560e9.png\" alt=\"1127 \u65e9\u65e9\u804a AI \u8d44\u8baf\uff5c\u5f15\u7206 OpenAI \u5168\u5458\u4e71\u6597\u7684 Q* \u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u3001\u82f1\u4f1f\u8fbe H20 \u63a8\u8fdf\u81f3\u660e\u5e74\u4e00\u5b63\u5ea6\u53d1\u5e03\u3001\u674e\u6c90\u5927\u6a21\u578b\u516c\u53f8\u7ec6\u8282\u66dd\u5149\u3001\u9a6c\u6bc5\u56e2\u961f...\" \/><\/figure>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>1127 \u65e9\u65e9\u804a AI \u8d44\u8baf\uff5c\u5f15\u7206 OpenAI \u5168\u5458\u4e71\u6597\u7684 Q* \u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u3001\u82f1\u4f1f\u8fbe H20 \u63a8\u8fdf\u81f3\u660e\u5e74\u4e00\u5b63\u5ea6\u53d1\u5e03\u3001\u674e\u6c90\u5927\u6a21\u578b\u516c\u53f8\u7ec6\u8282\u66dd\u5149\u3001\u9a6c\u6bc5\u56e2\u961f\u9020\u51fa\u767d\u76d2 Transformer\u3001Transfo<\/p>\n","protected":false},"author":1,"featured_media":8848,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","views":"1","footnotes":""},"categories":[3],"tags":[128,129,136,126,127],"collection":[],"class_list":["post-1472","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fenlei2","tag-128","tag-129","tag-136","tag-gpt","tag-ai"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1472","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1472"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1472\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/8848"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1472"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1472"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1472"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1472"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}