{"id":139259,"date":"2025-01-06T11:13:09","date_gmt":"2025-01-06T03:13:09","guid":{"rendered":"https:\/\/www.gznf.net\/?p=139259"},"modified":"2025-01-06T11:13:09","modified_gmt":"2025-01-06T03:13:09","slug":"tgdmxobhobzssxtgahwymf","status":"publish","type":"post","link":"https:\/\/www.gznf.net\/market\/139259.html","title":{"rendered":"\u300c\u5929\u5de5\u5927\u6a21\u578b4.0\u300do1\u7248\u548c4o\u7248\u6b63\u5f0f\u4e0a\u7ebf\u5929\u5de5APP\u548c\u7f51\u9875\u514d\u8d39\u4f7f\u7528"},"content":{"rendered":"<p>2024\u5e7411\u6708\uff0c\u6606\u4ed1\u4e07\u7ef4\u300c\u5929\u5de5\u5927\u6a21\u578b4.0\u300do1\u7248\u548c4o\u7248\u6b63\u5f0f\u516c\u5f00\u53d1\u5e03\uff0c\u5e76\u542f\u52a8\u9080\u8bf7\u6d4b\u8bd5\u3002<\/p>\n<p>\u4eca\u5929\uff0c\u57282025\u5e741\u67086\u65e5\uff0c\u6211\u4eec\u6b63\u5f0f\u5c06\u300c\u5929\u5de5\u5927\u6a21\u578b4.0\u300do1\u7248\u548c4o\u7248\u540c\u6b65\u4e0a\u7ebf\uff0c\u5e76\u5168\u91cf\u767b\u9646\u5929\u5de5\u7f51\u9875\u548cAPP\uff0c\u4eba\u4eba\u514d\u8d39\u53ef\u7528\uff01<\/p>\n<p>\u4f5c\u4e3a\u56fd\u5185\u7b2c\u4e00\u6b3e\u4e2d\u6587\u903b\u8f91\u63a8\u7406\u80fd\u529b\u7684o1\u6a21\u578b\uff08Skywork 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4o\uff09\u662f\u7531\u6606\u4ed1\u4e07\u7ef4\u81ea\u7814\u7684\u591a\u6a21\u6001\u6a21\u578b\uff0c\u5176\u8d4b\u80fd\u7684\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\u52a9\u624bSkyo\uff0c\u5219\u662f\u4e00\u4e2a\u5177\u5907\u60c5\u611f\u8868\u8fbe\u80fd\u529b\u3001\u5feb\u901f\u54cd\u5e94\u80fd\u529b\u3001\u591a\u8bed\u8a00\u6d41\u7545\u5207\u6362\u7684\u667a\u80fd\u8bed\u97f3\u5bf9\u8bdd\u5de5\u5177\uff0c\u4e3a\u7528\u6237\u5e26\u6765\u6e29\u6696\u8d34\u5fc3\u3001\u6d41\u7545\u5b9e\u65f6\u7684\u5bf9\u8bdd\u4f53\u9a8c\u3002<\/p>\n<p>\u5f53\u524d\uff0c\u8fd9\u4e24\u6b3e\u6a21\u578b\u5df2\u6b63\u5f0f\u767b\u9646\u6606\u4ed1\u4e07\u7ef4\u65d7\u4e0b\u5929\u5de5web\u4e0eAPP\uff0c\u5168\u9762\u5411\u7528\u6237\u5f00\u653e\u3002<\/p>\n<div id=\"attachment_139260\" style=\"width: 1090px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-139260\" class=\"wp-image-139260 size-full\" title=\"1736131123417571.png\" src=\"https:\/\/www.gznf.net\/images\/2025\/01\/20250106103843218960974.png\" alt=\"\u56fe\u72471.png\" width=\"1080\" height=\"614\" srcset=\"https:\/\/www.gznf.net\/images\/2025\/01\/20250106103843218960974.png 1080w, https:\/\/www.gznf.net\/images\/2025\/01\/20250106103843218960974-768x437.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><p id=\"caption-attachment-139260\" class=\"wp-caption-text\">\u5929\u5de5AI\u5b98\u65b9\u5730\u5740\uff1ahttps:\/\/www.tiangong.cn\/ \uff08\u8fdb\u5165\u540e\u53ef\u76f4\u63a5\u4f53\u9a8co1\u7248\uff09<\/p><\/div>\n<p><strong><em>01.<\/em><\/strong><\/p>\n<p><strong><em>Skywork o1\u4e3a\u7528\u6237\u5e26\u6765\u66f4\u6781\u81f4\u7684\u63a8\u7406\u80fd\u529b\uff0c\u6b63\u5f0f\u4e0a\u7ebf\u5929\u5de5web<\/em><\/strong><\/p>\n<p>Skywork o1\u5728\u903b\u8f91\u63a8\u7406\u4efb\u52a1\u4e0a\u6027\u80fd\u7684\u5927\u5e45\u63d0\u5347\uff0c\u5f97\u76ca\u4e8e\u5929\u5de5\u4e09\u9636\u6bb5\u81ea\u7814\u7684\u8bad\u7ec3\u65b9\u6848\uff1a<\/p>\n<p><strong>\u63a8\u7406\u53cd\u601d\u80fd\u529b\u8bad\u7ec3\uff1a<\/strong>Skywork o1\u901a\u8fc7\u81ea\u7814\u7684\u591a\u667a\u80fd\u4f53\u4f53\u7cfb\u6784\u9020\u9ad8\u8d28\u91cf\u7684\u5206\u6b65\u601d\u8003\uff0c\u53cd\u601d\u548c\u9a8c\u8bc1\u6570\u636e\u3002\u901a\u8fc7\u9ad8\u8d28\u91cf\u7684\u3001\u591a\u6837\u6027\u7684\u957f\u601d\u8003\u6570\u636e\u5bf9\u57fa\u5ea7\u6a21\u578b\u8fdb\u884c\u7ee7\u7eed\u9884\u8bad\u7ec3\u548c\u76d1\u7763\u5fae\u8c03\u3002\u6b64\u5916\uff0c\u6211\u4eec\u5728\u7248\u672c\u8fed\u4ee3\u4e2d\u901a\u8fc7\u5927\u89c4\u6a21\u4f7f\u7528\u81ea\u84b8\u998f\u548c\u62d2\u7edd\u91c7\u6837\uff0c\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u7684\u8bad\u7ec3\u6548\u7387\u548c\u903b\u8f91\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p><strong>\u63a8\u7406\u80fd\u529b\u5f3a\u5316\u5b66\u4e60\uff1a<\/strong>Skywork o1\u56e2\u961f\u7814\u53d1\u4e86\u6700\u65b0\u7684\u9002\u914d\u5206\u6b65\u63a8\u7406\u5f3a\u5316\u7684Skywork o1 Process Reward Model\uff08PRM\uff09\u3002\u5b9e\u9a8c\u8bc1\u660eSkywork-PRM\u53ef\u6709\u6548\u7684\u6355\u6349\u5230\u590d\u6742\u63a8\u7406\u4efb\u52a1\u4e2d\u95f4\u6b65\u9aa4\u548c\u601d\u8003\u6b65\u9aa4\u5bf9\u6700\u7ec8\u7b54\u6848\u7684\u5f71\u54cd\u3002\u7ed3\u5408\u81ea\u7814\u5206\u6b65\u63a8\u7406\u5f3a\u5316\u7b97\u6cd5\u8fdb\u4e00\u6b65\u52a0\u5f3a\u6a21\u578b\u63a8\u7406\u548c\u601d\u8003\u80fd\u529b\u3002<\/p>\n<p><strong>\u63a8\u7406planning\uff1a<\/strong>\u57fa\u4e8e\u5929\u5de5\u81ea\u7814\u7684Q*\u7ebf\u4e0a\u63a8\u7406\u7b97\u6cd5\u914d\u5408\u6a21\u578b\u5728\u7ebf\u601d\u8003\uff0c\u5e76\u5bfb\u627e\u6700\u4f73\u63a8\u7406\u8def\u5f84\u3002\u8fd9\u4e5f\u662f\u5168\u7403\u9996\u6b21\u5c06Q*\u7b97\u6cd5\u5b9e\u73b0\u548c\u516c\u5f00\u3002Q*\u7b97\u6cd5\u843d\u5730\u4e5f\u5927\u5927\u63d0\u5347\u4e86\u6a21\u578b\u7ebf\u4e0a\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u76f8\u8f83\u4e8e\u4e4b\u524d\u7684\u7248\u672c\uff0c\u4eca\u5929\u6b63\u5f0f\u4e0a\u7ebf\u7684Skywork o1\u8fdb\u884c\u4e86\u91cd\u78c5\u5347\u7ea7\uff0c\u4e3b\u8981\u4f53\u73b0\u5728\u4ee5\u4e0b\u4e09\u4e2a\u65b9\u9762\uff1a<\/p>\n<p><strong>1.PRM\u4f18\u5316<\/strong><\/p>\n<p>\u901a\u8fc7\u91c7\u7528\u9ad8\u6548\u7684\u6570\u636e\u7b5b\u9009\u7b56\u7565\uff0c\u4ec5\u4f9d\u8d56\u5f00\u6e90\u504f\u5e8f\u6570\u636e\u96c6\uff0cSkywork-Reward-27B\u7684\u5956\u52b1\u6a21\u578b\uff08RM\uff09\u5728RewardBench\u4e0a\u8d85\u8fc7\u6b64\u524d\u6392\u540d\u7b2c\u4e00\u7684Nvidia-340B\u6a21\u578b\uff0c\u5e76\u83b7\u5f97\u4e86RewardBench\u5b98\u65b9\u7684\u8ba4\u53ef\u8f6c\u8f7d\u3002\u6b64\u5916\uff0c\u5bf9\u5956\u52b1\u6a21\u578b\u7684\u4f18\u5316\u51fd\u6570\u8fdb\u884c\u4e86\u8be6\u5c3d\u7684\u589e\u5e7f\u5b9e\u9a8c\uff0c\u7ed3\u679c\u53d1\u73b0Bradley-Terry\u635f\u5931\u51fd\u6570\u5728\u5927\u591a\u6570\u573a\u666f\u4e2d\u5177\u6709\u826f\u597d\u7684\u9002\u914d\u6027\u3002<\/p>\n<div id=\"attachment_139261\" style=\"width: 1090px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-139261\" class=\"wp-image-139261 size-full\" title=\"1736131152760630.png\" src=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061039122006287717.png\" alt=\"\u56fe\u72472.png\" width=\"1080\" height=\"880\" srcset=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061039122006287717.png 1080w, https:\/\/www.gznf.net\/images\/2025\/01\/202501061039122006287717-768x626.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><p id=\"caption-attachment-139261\" class=\"wp-caption-text\">\u56fe1\u4e28\u5929\u5de5\u81ea\u7814Skywork-Reward\uff08\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2410.18451\uff09<\/p><\/div>\n<p>PRM\u5e94\u7528\u573a\u666f\u6269\u5145\uff1a\u76f8\u6bd4\u4e0a\u4e2a\u7248\u672c\u4e3b\u8981\u4fa7\u91cd\u4e8e\u6570\u5b66\u4e0e\u4ee3\u7801\uff0c \u65b0\u7248PRM\u589e\u52a0\u4e86\u5bf9\u66f4\u591a\u5e38\u89c1\u63a8\u7406\u9886\u57df\u7684\u652f\u6301\uff0c\u4f8b\u5982\u5e38\u8bc6\u63a8\u7406\u3001\u903b\u8f91\u9677\u9631\u3001\u4f26\u7406\u51b3\u7b56\u7b49\u3002\u9664\u4e86\u63a8\u7406\u9886\u57df\u5916\uff0c\u4e5f\u9488\u5bf9\u901a\u7528\u9886\u57df\uff08\u5199\u4f5c\u3001\u804a\u5929\uff09\uff0c\u4ee5\u53ca\u591a\u8f6e\u5bf9\u8bdd\u6784\u9020\u76f8\u5e94\u8bad\u7ec3\u6570\u636e\uff0c\u63d0\u4f9b\u4e86\u5168\u573a\u666f\u7684\u8986\u76d6\u3002<\/p>\n<p>PRM\u6a21\u5757\u5316\u8bc4\u4f30\u80fd\u529b\uff1aSkywork-PRM\u4fa7\u91cd\u4f18\u5316\u4e86\u5bf9o1\u98ce\u683c\u601d\u7ef4\u94fe\u7684\u8bd5\u9519\u4e0e\u53cd\u601d\u9a8c\u8bc1\u80fd\u529b\u7684\u652f\u6301\uff0c\u7ec6\u7c92\u5ea6\u5730\u4e3a\u5f3a\u5316\u5b66\u4e60\u4e0e\u641c\u7d22\u63d0\u4f9b\u4e86\u66f4\u51c6\u786e\u7684\u5956\u52b1\u4fe1\u53f7\u3002<\/p>\n<p><strong>2.\u57fa\u4e8eQ*\u7b97\u6cd5\u7684\u63a8\u7406\u7cfb\u7edf\u4f18\u5316<\/strong><\/p>\n<p>Q*\u662f\u4e00\u79cd\u901a\u8fc7\u501f\u9274\u4eba\u7c7b\u5927\u8111\u4e2d\u201csystem 2\u201d\u7684\u601d\u8003\u65b9\u5f0f\uff0c\u6211\u4eec\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u591a\u6b65\u63a8\u7406\u89c6\u4f5c\u4e00\u4e2a\u542f\u53d1\u5f0f\u641c\u7d22\u95ee\u9898\uff0c\u5e76\u63d0\u51faQ*\u7ebf\u4e0a\u63a8\u7406\u6846\u67b6\u914d\u5408\u6a21\u578b\u5728\u7ebf\u601d\u8003\uff0c\u7528\u4ee5\u5728\u63a8\u65ad\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u5ba1\u614e\u89c4\u5212\uff0c\u4ece\u800c\u6307\u5bfc LLM \u7684\u89e3\u7801\u8fc7\u7a0b\u3002\u5177\u4f53\u6765\u8bf4\uff0cQ*\u901a\u8fc7\u5b66\u4e60\u4e00\u4e2a Q-value \u6a21\u578b\u4f5c\u4e3a\u542f\u53d1\u5f0f\u51fd\u6570\u6765\u4f30\u8ba1\u9884\u671f\u7684\u672a\u6765\u56de\u62a5\uff0c\u4ece\u800c\u80fd\u591f\u5728\u4e0d\u9488\u5bf9\u5f53\u524d\u4efb\u52a1\u5fae\u8c03 LLM \u7684\u60c5\u51b5\u4e0b\uff0c\u6709\u6548\u5730\u6307\u5bfc LLM \u9009\u62e9\u6700\u6709\u524d\u666f\u7684\u4e0b\u4e00\u6b65\u63a8\u7406\u3002\u57fa\u4e8e\u5929\u5de5\u81ea\u7814\u7684Q*\u7ebf\u4e0a\u63a8\u7406\u7b97\u6cd5\u914d\u5408\u6a21\u578b\u5728\u7ebf\u601d\u8003\uff0c\u4e0d\u4ec5\u907f\u514d\u4e86\u5927\u91cf\u7684\u8ba1\u7b97\u5f00\u9500\uff0c\u4e5f\u964d\u4f4e\u4e86\u5728\u5176\u4ed6\u4efb\u52a1\u4e0a\u6027\u80fd\u9000\u5316\u7684\u98ce\u9669\u3002<\/p>\n<div id=\"attachment_139262\" style=\"width: 1090px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-139262\" class=\"wp-image-139262 size-full\" title=\"1736131181396561.png\" src=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061039411143869670.png\" alt=\"\u56fe\u72473.png\" width=\"1080\" height=\"866\" srcset=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061039411143869670.png 1080w, https:\/\/www.gznf.net\/images\/2025\/01\/202501061039411143869670-768x616.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><p id=\"caption-attachment-139262\" class=\"wp-caption-text\">\u56fe2\u4e28\u5929\u5de5\u81ea\u7814Q*\uff08\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2406.14283\uff09<\/p><\/div>\n<p><strong>\u6a21\u5757\u5316\u7684\u6811\u5f62\u7ed3\u6784\u63a8\u7406\uff1a<\/strong>\u901a\u8fc7\u9ad8\u8d28\u91cf\u7684\u3001\u591a\u6837\u6027\u7684\u957f\u601d\u8003\u6570\u636e\u5bf9\u57fa\u5ea7\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u548c\u76d1\u7763\u5fae\u8c03\uff0cSkywork o1\u5df2\u7ecf\u5177\u5907\u4e86\u7ed3\u6784\u5316\u8f93\u51fa\u56de\u7b54\u7684\u80fd\u529b\uff0c\u5373\u901a\u8fc7\u5bf9\u63a8\u7406\u8fc7\u7a0b\u7684\u7edf\u7b79\u89c4\u5212\u8fdb\u800c\u5bf9\u6a21\u578b\u56de\u7b54\u8fdb\u884c\u81ea\u52a8\u5316\u5206\u5c42\u8f93\u51fa\uff0c\u5e76\u4e14\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7a7f\u63d2\u53cd\u601d\u548c\u9a8c\u8bc1\u3002\u56e0\u6b64\uff0c\u8003\u8651\u5230o1-style\u7684\u56de\u7b54\u901a\u5e38\u5728\u56de\u590d\u957f\u5ea6\u4e0a\u8fdc\u8d85\u4f20\u7edf\u6a21\u578b\uff0c\u73b0\u6709planning\u65b9\u6cd5\u4e2d\u4ee5sentence\u4f5c\u4e3astep\u7684\u5212\u5206\u65b9\u5f0f\u8868\u73b0\u5f97\u8fc7\u4e8e\u4f4e\u6548\u4e14\u5bb9\u6613\u4ea7\u751fover-thinking\u7684\u73b0\u8c61\u3002\u4e3a\u6b64\uff0cSkywork o1 \u91c7\u7528\u4ee5 module \u4f5c\u4e3a step \u7684\u89c4\u5212\u65b9\u5f0f\uff0c\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u63d0\u5347\u4e86\u89c4\u5212\u6548\u7387\uff0c\u540c\u65f6\u8ba9 PRM \u80fd\u591f\u770b\u5230\u66f4\u5b8c\u6574\u7684\u6a21\u5757\u5316\u56de\u7b54\uff0c\u4ece\u800c\u505a\u51fa\u66f4\u51c6\u786e\u7684\u5224\u65ad\u5e76\u6307\u5bfc LLM \u8fdb\u884c\u63a8\u7406\u3002<\/p>\n<p><strong>\u81ea\u9002\u5e94\u641c\u7d22\u8d44\u6e90\u5206\u914d\uff1a<\/strong>\u73b0\u6709\u7684\u5df2\u5f00\u6e90o1-style\u6a21\u578b\u5728\u5904\u7406\u7b80\u5355\u95ee\u9898\u4e0a\u5f80\u5f80\u5b58\u5728over-thinking\u7684\u73b0\u8c61\uff0c\u628a\u7b80\u5355\u7684\u95ee\u9898\u590d\u6742\u5316\u5e76\u4e14\u53cd\u590d\u9a8c\u8bc1\uff0c\u9020\u6210\u8ba1\u7b97\u8d44\u6e90\u7684\u6d6a\u8d39\u3002Skywork 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\u9996\u5148\u4f7f\u7528\u4e00\u4e2a\u8bc4\u4f30\u51fd\u6570\u6765\u9884\u6d4b\u6bcf\u4e00\u6b65\u7684\u63a8\u7406\u51c6\u786e\u6027\uff0c\u4ece\u800c\u4e3a\u4f18\u5316\u751f\u6210\u7b56\u7565\u63d0\u4f9b\u5bc6\u96c6\u7684\u4fe1\u53f7\uff0c\u968f\u540eDAPO \u4f1a\u6839\u636e\u6bcf\u4e2a\u72b6\u6001-\u52a8\u4f5c\u5bf9\u7684\u4f18\u52bf\u6765\u8c03\u6574\u7b56\u7565\u6bd4\u7387\uff0c\u4ece\u800c\u4f18\u5316\u63a8\u7406\u6b65\u9aa4\u7684\u751f\u6210\u3002\u6b64\u5916\uff0cDAPO \u4e2d\u7684 Actor \u548c Critic \u7ec4\u4ef6\u5206\u522b\u72ec\u7acb\u8bad\u7ec3\uff0c\u907f\u514d\u4e86\u5728\u7c7b\u4f3c PPO \u7b97\u6cd5\u5e38\u89c1\u7684\u201cActor-Critic\u201d\u5171\u540c\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u95ee\u9898\u3002<\/p>\n<div id=\"attachment_139263\" style=\"width: 1090px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-139263\" class=\"wp-image-139263 size-full\" title=\"1736131209466113.png\" src=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061040092028617927.png\" alt=\"\u56fe\u72474.png\" width=\"1080\" height=\"768\" srcset=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061040092028617927.png 1080w, https:\/\/www.gznf.net\/images\/2025\/01\/202501061040092028617927-768x546.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><p id=\"caption-attachment-139263\" class=\"wp-caption-text\">\u56fe3\u4e28\u5929\u5de5\u81ea\u7814Step-DAPO\uff08\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2412.18279\uff09<\/p><\/div>\n<p>\u66f4\u591a\u5173\u4e8eSkywork o1\u7684\u6280\u672f\u62a5\u544a\u5c06\u9646\u7eed\u53d1\u5e03\uff0c\u656c\u8bf7\u671f\u5f85\u3002<\/p>\n<p>\u5168\u9762\u5347\u7ea7\u4e14\u6b63\u5f0f\u4e0a\u7ebf\u7684Skywork o1 Lite \/ Skywork o1 Preview\u5927\u5e45\u63d0\u5347\u4e86\u6570\u5b66\u3001\u4ee3\u7801\u548c\u903b\u8f91\u63a8\u7406\u80fd\u529b\u3002\u6211\u4eec\u5bf9\u5176\u8fdb\u884c\u6807\u51c6\u6570\u5b66\u57fa\u51c6\u6d4b\u8bd5\uff08\u5305\u62ecGSM8k\u3001MATH\u3001Gaokao\u3001OlympiadBench\u3001AIME-24\u4ee5\u53caAMC-23\uff09\uff0c\u4ee5\u53ca\u5728HumanEval\u3001MBPP\u3001LiveCodeBench\u53caBigCodeBench\u8fd9\u56db\u9879\u4ee3\u7801\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u8bc4\u4f30\u4e86Skywork o1\u7684\u4ee3\u7801\u80fd\u529b\u3002<\/p>\n<div id=\"attachment_139264\" style=\"width: 1090px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-139264\" class=\"wp-image-139264\" title=\"1736131237709403.png\" src=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061040371770787728.png\" alt=\"\u56fe\u72475.png\" width=\"1080\" height=\"459\" srcset=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061040371770787728.png 1280w, https:\/\/www.gznf.net\/images\/2025\/01\/202501061040371770787728-768x326.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><p id=\"caption-attachment-139264\" class=\"wp-caption-text\">\u88681\u4e28Skywork o1\u5728\u6570\u5b66\u57fa\u51c6\u8bc4\u6d4b\u4e0a\u7684\u8868\u73b0<\/p><\/div>\n<div id=\"attachment_139265\" style=\"width: 1090px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-139265\" class=\"wp-image-139265\" title=\"1736131262744522.png\" src=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061041021273790832.png\" alt=\"\u56fe\u72476.png\" width=\"1080\" height=\"505\" srcset=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061041021273790832.png 1280w, https:\/\/www.gznf.net\/images\/2025\/01\/202501061041021273790832-768x359.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><p id=\"caption-attachment-139265\" class=\"wp-caption-text\">\u88682\u4e28Skywork o1\u5728\u4ee3\u7801\u57fa\u51c6\u8bc4\u6d4b\u4e0a\u7684\u8868\u73b0<\/p><\/div>\n<p><em>*\u5907\u6ce8\uff1a\u5bf9\u4e8eBigCodeBench\uff0c\u6211\u4eec\u91c7\u7528\u5b83\u7684instruct\u5b50\u96c6\u8fdb\u884c\u6d4b\u8bd5<\/em><\/p>\n<p>\u53ef\u4ee5\u770b\u51fa\uff0c\u5728\u6570\u5b66\u3001\u4ee3\u7801\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cSkywork o1\u7684\u80fd\u529b\u8868\u73b0\u903c\u8fd1o1-mini\uff0c\u663e\u8457\u4f18\u4e8e\u884c\u4e1a\u5e38\u89c4\u901a\u7528\u5927\u6a21\u578b\u3002<\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u9488\u5bf9\u903b\u8f91\u63a8\u7406\u6d4b\u8bd5\uff0c\u6211\u4eec\u4e13\u95e8\u521b\u5efa\u4e86\u4e00\u4e2a\u79c1\u6709\u8bc4\u4f30\u96c6\u7528\u4e8e\u66f4\u597d\u7684\u8bc4\u4f30\u7c7bo1\u6a21\u578b\u7684\u601d\u8003\uff0c\u89c4\u5212\u4ee5\u53ca\u53cd\u601d\u7b49\u80fd\u529b\u3002\u6211\u4eec\u79c1\u6709\u8bc4\u4f30\u96c6\u5305\u542b20\u79cd\u95ee\u9898\u7c7b\u578b\uff0c\u6bcf\u79cd\u95ee\u9898\u7c7b\u578b\u5305\u542b30\u6761\u4e0d\u540c\u96be\u5ea6\u6216\u7ea6\u675f\u6761\u4ef6\u7684\u95ee\u9898\u6837\u672c<em>\uff08\u6ce8\uff1a\u6211\u4eec\u7528\u4e8e\u6b64\u9879\u8bc4\u6d4b\u7684\u903b\u8f91\u63a8\u7406\u6570\u636e\u96c6\u4e0d\u4e45\u540e\u5c06\u968fSkywork o1\u6280\u672f\u62a5\u544a\u4e00\u5e76\u5f00\u6e90\uff09\u3002<\/em><\/p>\n<p>\u8bc4\u4f30\u96c6\u4e2d\u6240\u6709\u95ee\u9898\u7c7b\u578b\u548c\u6837\u672c\u90fd\u7ecf\u8fc7\u6311\u9009\u53ca\u4eba\u5de5\u6821\u9a8c\uff0c\u901a\u5e38\u6765\u8bf4\u9700\u8981\u6a21\u578b\u5177\u5907\u8f83\u5f3a\u7c7b\u4eba\u903b\u8f91\u63a8\u7406\u80fd\u529b\u624d\u80fd\u89e3\u51b3\u3002\u7ecf\u9a8c\u8bc1\uff0c\u76ee\u524d\u8bc4\u4f30\u96c6\u4e2d\u5927\u591a\u6570\u95ee\u9898\u54ea\u6015\u662f\u5bf9\u4e8e\u4e1a\u754c\u00a0Tier 1\u7ea7\u7684\u5e38\u89c4\u901a\u7528\u5927\u6a21\u578b\uff08\u4f8b\u5982GPT-4o\u6216\u8005Claude-sonnet\uff09\u90fd\u662f\u6781\u5177\u6311\u6218\u6027\u7684\u3002<\/p>\n<p>\u6211\u4eec\u8bc4\u4f30\u96c6\u4e2d\u82e5\u5e72\u4e2a\u5178\u578b\u95ee\u9898\u7c7b\u578b\uff1a<\/p>\n<p><strong>\u7b9724\uff1a<\/strong>\u7ed9\u5b9a\u82e5\u5e72\u4e2a\u6570\u5b57\u548c\u76ee\u6807\uff0c\u5982\u4f55\u5728\u4e00\u5b9a\u7ea6\u675f\u6761\u4ef6\u7684\u524d\u63d0\u4e0b\u4f7f\u7528\u7ed9\u5b9a\u7684\u6570\u5b57\u8ba1\u7b97\u5f97\u5230\u76ee\u6807\u3002<\/p>\n<p><strong>\u6761\u4ef6\u903b\u8f91\uff1a<\/strong>\u8fd9\u57fa\u4e8e\u5df2\u77e5\u6761\u4ef6\u8fdb\u884c\u903b\u8f91\u63a8\u7406\u7684\u7ea6\u675f\u6ee1\u8db3\u95ee\u9898\u3002\u89e3\u9898\u76ee\u6807\u662f\u901a\u8fc7\u5206\u6790\u8fd9\u4e9b\u7ea6\u675f\u6761\u4ef6\u4e4b\u95f4\u7684\u5173\u7cfb\uff08\u4e92\u65a5\u6027\u6216\u6570\u91cf\u7b49\uff09\uff0c\u627e\u51fa\u6ee1\u8db3\u6240\u6709\u7ea6\u675f\u7684\u552f\u4e00\u89e3\u3002<\/p>\n<p><strong>\u5bc6\u7801\uff1a<\/strong>\u7ed9\u5b9a\u4e00\u4e2a\u7528\u67d0\u79cd\u65b9\u6cd5\u52a0\u5bc6\u7684\u539f\u6587\u5230\u5bc6\u6587\u6837\u7684\u6837\u4f8b\uff0c\u63a8\u6d4b\u4e00\u4e2a\u65b0\u7684\u5bc6\u6587\u6240\u5bf9\u5e94\u7684\u539f\u6587\u3002<\/p>\n<p><strong>\u6700\u5c0f\u548c\uff1a<\/strong>\u5df2\u77e5\u82e5\u5e72\u4e2a\u6574\u6570\u6570\u7684\u4e58\u79ef\uff0c\u6c42\u8fd9\u4e9b\u6574\u6570\u6240\u80fd\u8fbe\u5230\u7684\u6700\u5c0f\u548c\u3002<\/p>\n<p><strong>\u6570\u72ec\uff1a<\/strong>9&#215;9\u7684\u6570\u5b57\u6846\uff0c\u8981\u6c42\u6bcf\u4e00\u884c\u3001\u6bcf\u4e00\u5217\u4ee5\u53ca\u6bcf\u4e2a3&#215;3\u7684\u5c0f\u6846\u4e2d\u76849\u4e2a\u6570\u5b57\u90fd\u4e92\u4e0d\u76f8\u540c\u3002<\/p>\n<p>\u4e00\u4e2a\u95ee\u9898\u7c7b\u578b\u6db5\u76d6\u8be5\u95ee\u9898\u7684\u591a\u4e2a\u53d8\u79cd\u3002\u4ee5\u201c\u7b9724\u201d\u4e3a\u4f8b\uff0c\u8be5\u95ee\u9898\u7c7b\u578b\u6db5\u76d6\u7684\u53d8\u79cd\u5982\u4e0b\uff1a<\/p>\n<p><strong>\u7ecf\u5178\uff1a<\/strong>\u5982\u4f55\u75285, 5, 5, 1\u901a\u8fc7\u56db\u5219\u8fd0\u7b97\u5f97\u523024\u3002<\/p>\n<p><strong>\u53d8\u79cd1<\/strong>\uff08\u76ee\u6807\u53d8\u5316\uff09\uff1a\u5982\u4f55\u75284, 3, 5, 7\u901a\u8fc7\u56db\u5219\u8fd0\u7b97\u5f97\u523036\u3002<\/p>\n<p><strong>\u53d8\u79cd2<\/strong>\uff08\u989d\u5916\u7ea6\u675f\uff09\uff1a\u5982\u4f55\u75284, 3, 5, 7\u901a\u8fc7\u56db\u5219\u8fd0\u7b97\u5f97\u523036\uff0c\u4e0d\u80fd\u6539\u53d8\u6570\u5b57\u987a\u5e8f\u4e5f\u4e0d\u80fd\u4f7f\u7528\u62ec\u53f7\u3002<\/p>\n<p><strong>\u53d8\u79cd3<\/strong>\uff08\u989d\u5916\u7ea6\u675f\uff09\uff1a\u75284, 5, 10\u901a\u8fc7\u56db\u5219\u8fd0\u7b97\u5f97\u523024\uff0c\u8981\u6c42\u4e09\u4e2a\u6570\u4e2d\u6709\u4e00\u4e2a\u6570\u8981\u4f7f\u7528\u4e24\u6b21\u3002<\/p>\n<p><strong>\u53d8\u79cd4<\/strong>\uff08\u53ef\u81ea\u7531\u4f7f\u7528\u6570\u5b57\uff09\uff1a\u5982\u4f55\u75288\u4e2a8\u5f97\u52301000\u3002<\/p>\n<p>\u4e0b\u8868\u4e2d\u6211\u4eec\u5217\u4e3e\u4e86\u5728\u6211\u4eec\u4e13\u6709\u8bc4\u6d4b\u96c6\u4e0aSkywork o1\u5bf9\u6bd4\u4e3b\u6d41\u5927\u6a21\u578b\u7684\u6027\u80fd\u5dee\u5f02\u3002\u540c\u6837\u7684\uff0cSkywork o1\u7684\u80fd\u529b\u8457\u4f18\u4e8e\u5e38\u89c4\u901a\u7528\u5927\u6a21\u578b\uff0c\u8868\u73b0\u4ec5\u6b21\u4e8eo1-mini\u3002<\/p>\n<div id=\"attachment_139266\" style=\"width: 1090px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-139266\" class=\"wp-image-139266\" title=\"1736131298302749.png\" src=\"https:\/\/www.gznf.net\/images\/2025\/01\/20250106104138637921999.png\" alt=\"\u56fe\u72477.png\" width=\"1080\" height=\"427\" srcset=\"https:\/\/www.gznf.net\/images\/2025\/01\/20250106104138637921999.png 1280w, https:\/\/www.gznf.net\/images\/2025\/01\/20250106104138637921999-768x304.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><p id=\"caption-attachment-139266\" class=\"wp-caption-text\">\u88683\u4e28Skywork o1\u5728\u903b\u8f91\u63a8\u7406\u8bc4\u6d4b\u4e0a\u7684\u8868\u73b0<\/p><\/div>\n<p><em>*\u5907\u6ce8\uff1a\u7531\u4e8eAPI\u8d85\u65f6\u7684\u539f\u56e0\uff0cOpenAI\u7684o1\u6b63\u5f0f\u7248\u65e0\u6709\u6548\u8bc4\u6d4b\u7ed3\u679c\u3002<\/em><\/p>\n<p>\u90a3\u4e48\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5feb\u901f\u6765\u770b\u4e0bSkywork o1\u5728\u5b83\u64c5\u957f\u7684\u6570\u5b66\u3001\u4ee3\u7801\u548c\u903b\u8f91\u63a8\u7406\u4e0a\u7684\u771f\u5b9e\u8868\u73b0\u3002\u9996\u5148\uff0c\u4e00\u9053\u6837\u672c\u91cf\u63a5\u8fd140\u7684\u201c\u8ba1\u7b97\u6807\u51c6\u5dee\u201d\u95ee\u9898\u6765\u8003\u8003\u5b83\uff0c\u8fd9\u6b21\u7684\u6837\u672c\u91cf\u5bf9\u4e8eo1\u6765\u8bf4\u4e5f\u5e76\u4e0d\u7b97\u662f\u4e00\u4e2a\u201c\u8f7b\u677e\u201d\u7684\u8ba1\u7b97\u8fc7\u7a0b\u3002<\/p>\n<div class=\"post-image\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-139267 size-full\" title=\"1736131323906607.png\" src=\"https:\/\/www.gznf.net\/images\/2025\/01\/2025010610420367869295.png\" alt=\"\u56fe\u72478.png\" width=\"1079\" height=\"965\" srcset=\"https:\/\/www.gznf.net\/images\/2025\/01\/2025010610420367869295.png 1079w, https:\/\/www.gznf.net\/images\/2025\/01\/2025010610420367869295-768x687.png 768w\" sizes=\"auto, (max-width: 1079px) 100vw, 1079px\" \/><\/div>\n<p>\u7ecf\u8fc75\u5206\u949f\u7684\u601d\u8003\u548c\u603b\u7ed3\uff0c\u975e\u5e38\u4e1d\u6ed1\uff0cSkywork o1\u7ed9\u51fa\u4e86\u6b63\u786e\u7b54\u6848\uff0c\u4e0d\u4ec5\u5148\u5c55\u73b0\u4e86\u8ba1\u7b97\u8fc7\u7a0b\uff0c\u8fd8\u53c8\u7ed9\u51fa\u4e86\u603b\u7ed3\u7248\u7684\u516d\u5927\u8ba1\u7b97\u6b65\u9aa4\u3002\u63a5\u4e0b\u6765\uff0c\u518d\u7528\u4e00\u4e2a\u5f88\u5bb9\u6613\u51fa\u9519\u7684\u201c\u6570\u72ec\u201d\u9898\u8bd5\u8bd5\u5b83\u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<div class=\"post-image\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-139268 size-full\" title=\"1736131338714043.png\" src=\"https:\/\/www.gznf.net\/images\/2025\/01\/20250106104218796947817.png\" alt=\"\u56fe\u72479.png\" width=\"572\" height=\"470\" \/><\/div>\n<p>\u4ec5\u7528\u65f645\u79d2\uff0cSkywork o1\u6a21\u62df\u7740\u4eba\u7684\u601d\u8003\u65b9\u5f0f\uff0c\u7ed9\u51fa\u4e86\u6700\u7ec8\u7b54\u6848\uff0c\u540c\u65f6\u8fd8\u81ea\u6211\u9a8c\u8bc1\u4e86\u4e00\u904d\u903b\u8f91\u63a8\u7406\u8fc7\u7a0b\uff0c\u4ee5\u4fdd\u8bc1\u65e0\u9057\u6f0f\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8f93\u5165\u4e00\u4e2a\u957f\u6587\u672c\u63a8\u7406\u95ee\u9898\u6d4b\u8bd5\u4e0b\u5b83\u7684\u903b\u8f91\u80fd\u529b\u548c\u56de\u7b54\u6548\u679c\u3002<\/p>\n<div class=\"post-image\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-139269 size-full\" title=\"1736131354875725.png\" src=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061042341268233608.png\" alt=\"\u56fe\u724710.png\" width=\"1079\" height=\"832\" srcset=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061042341268233608.png 1079w, https:\/\/www.gznf.net\/images\/2025\/01\/202501061042341268233608-768x592.png 768w\" sizes=\"auto, (max-width: 1079px) 100vw, 1079px\" \/><\/div>\n<p>\u4e0d\u51fa\u6240\u6599\uff0c\u5373\u4f7f\u9762\u5bf9\u6709\u5e72\u6270\u6027\u7684\u95ee\u9898\uff0cSkywork o1\u4e5f\u4e1d\u6beb\u6ca1\u6709\u4e71\u4e86\u9635\u811a\uff0c\u6709\u5e8f\u5730\u5c55\u793a\u4e86\u601d\u8003\u8fc7\u7a0b\u548c\u63a8\u7406\u903b\u8f91\uff0c\u5e76\u7ed9\u51fa\u4e86\u6b63\u786e\u7b54\u6848\u3002<\/p>\n<p><strong><em>02.<\/em><\/strong><\/p>\n<p><strong><em>Skywork 4o\u8d4b\u80fd\u7684Skyo\uff0c\u5df2\u5168\u9762\u767b\u9646\u5929\u5de5APP<\/em><\/strong><\/p>\n<div id=\"attachment_139270\" style=\"width: 1046px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-139270\" class=\"wp-image-139270 size-full\" title=\"1736131371679794.png\" src=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061042511189613574.png\" alt=\"\u56fe\u724711.png\" width=\"1036\" height=\"1080\" srcset=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061042511189613574.png 1036w, https:\/\/www.gznf.net\/images\/2025\/01\/202501061042511189613574-768x801.png 768w\" sizes=\"auto, (max-width: 1036px) 100vw, 1036px\" \/><p id=\"caption-attachment-139270\" class=\"wp-caption-text\">\u56fe4\u4e28\u5929\u5de5APP\u4e2dSkyo\u5165\u53e3\u4e0e\u754c\u9762\uff08\u6765\u6e90\uff1a\u6606\u4ed1\u4e07\u7ef4\uff09<\/p><\/div>\n<p>\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u7528\u6237\u5728\u4f7f\u7528\u667a\u80fd\u8bed\u97f3\u5bf9\u8bdd\u7cfb\u7edf\u65f6\uff0c\u6709\u4e24\u4e2a\u56e0\u7d20\u5c06\u4f1a\u5f71\u54cd\u4f7f\u7528\u4f53\u9a8c\uff1a\u54cd\u5e94\u662f\u5426\u591f\u5feb\u3001\u56de\u590d\u662f\u5426\u81ea\u7136\u6d41\u7545\u3002\u8fd9\u4e24\u70b9\u51b3\u5b9a\u4e86\u8bed\u97f3\u5bf9\u8bdd\u00a0AI \u7684\u4f53\u9a8c\u6709\u591a\u903c\u8fd1\u771f\u4eba\u3002<\/p>\n<p>\u4f20\u7edf\u7684\u8bed\u97f3\u52a9\u624b\u591a\u91c7\u7528\u8bed\u97f3\u8bc6\u522b\uff0c\u5185\u5bb9\u7406\u89e3\u4e0e\u8bed\u97f3\u5408\u6210\u4e09\u9636\u6bb5\u7684\u7ea7\u8054\u65b9\u6848\u3002\u5c3d\u7ba1\u88ab\u5de5\u4e1a\u754c\u5e7f\u6cdb\u5e94\u7528\uff0c\u4f46\u7cfb\u7edf\u4e2d\u591a\u4e2a\u6a21\u578b\u6a21\u5757\u4e32\u8054\uff0c\u4f7f\u5f97\u6a21\u5757\u95f4\u4fe1\u606f\u4f20\u9012\u635f\u5931\uff0c\u6a21\u578b\u6709\u65f6\u4e0d\u80fd\u51c6\u786e\u7406\u89e3\u7528\u6237\u8f93\u5165\u8bed\u97f3\u7684\u771f\u5b9e\u610f\u56fe\u3002\u5728\u5bf9\u7cfb\u7edf\u8fdb\u884c\u4f18\u5316\u65f6\uff0c\u8fd8\u5b58\u5728\u6a21\u5757\u4e4b\u95f4\u76f8\u4e92\u5236\u7ea6\u5f71\u54cd\uff0c\u6700\u7ec8\u5bfc\u81f4\u7275\u4e00\u53d1\u800c\u52a8\u5168\u8eab\u7684\u60c5\u51b5\uff0c\u4f7f\u5f97\u6548\u679c\u548c\u54cd\u5e94\u901f\u5ea6\u4f18\u5316\u90fd\u4e0d\u591f\u7406\u60f3\u3002\u6700\u7ec8\u5bfc\u81f4\u4f20\u7edf\u65b9\u6848\u7684\u54cd\u5e94\u5ef6\u8fdf\u4f18\u5316\u56f0\u96be\u3001\u56de\u590d\u81ea\u7136\u5ea6\u6709\u9650\uff0c\u548c\u8bed\u97f3\u00a0AI \u5bf9\u8bdd\u66f4\u50cf\u5728\u7528\u6307\u4ee4\u64cd\u7eb5\u673a\u5668\u3001\u800c\u4e0d\u662f\u548c\u771f\u4eba\u4ea4\u6d41\u3002<\/p>\n<p>\u4e3a\u4e86\u8fbe\u6210\u201c\u50cf\u548c\u771f\u4eba\u4e00\u6837\u8bf4\u8bdd\u804a\u5929\u201d\u7684\u6548\u679c\uff0cSkyo \u575a\u6301\u91c7\u7528\u66f4\u5148\u8fdb\u7684\u521b\u65b0\u8def\u7ebf\uff0c\u901a\u8fc7\u591a\u6a21\u6001 LLM \u7aef\u5230\u7aef\u5efa\u6a21\uff0c\u6765\u89e3\u51b3\u8fd9\u4e2a\u96be\u9898\u3002<\/p>\n<div id=\"attachment_139271\" style=\"width: 970px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-139271\" class=\"wp-image-139271 size-full\" title=\"1736131394103572.png\" src=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061043141700401967.png\" alt=\"\u56fe\u724712.png\" width=\"960\" height=\"876\" srcset=\"https:\/\/www.gznf.net\/images\/2025\/01\/202501061043141700401967.png 960w, https:\/\/www.gznf.net\/images\/2025\/01\/202501061043141700401967-768x701.png 768w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><p id=\"caption-attachment-139271\" class=\"wp-caption-text\">\u56fe5\u4e28Skyo\u6240\u91c7\u7528\u7684\u8bed\u97f3\u5bf9\u8bdd\u6846\u67b6\uff08\u6765\u6e90\uff1a\u6606\u4ed1\u4e07\u7ef4\uff09<\/p><\/div>\n<p>\u5f97\u76ca\u4e8e\u4e0a\u8ff0\u56e2\u961f\u81ea\u7814\u7684\u591a\u6a21\u6001\u7aef\u5230\u7aef\u8bad\u7ec3\u65b9\u6848\uff0cSkyo \u771f\u6b63\u7a81\u7834\u4e86\u4f20\u7edf\u65b9\u6848\u7684\u6548\u679c\u8fb9\u754c\uff0c\u6574\u4e2a\u6846\u67b6\u53ef\u4ee5\u5206\u4e3a\u4ee5\u4e0b\u6d41\u7a0b\uff1a<\/p>\n<p><strong>1.\u8bed\u97f3\u8f93\u5165<\/strong>\uff08Speech Query\uff09\uff1a\u7528\u6237\u901a\u8fc7\u8bed\u97f3\u8bf4\u51fa\u95ee\u9898\u6216\u8bf7\u6c42\uff0c\u8fd9\u4e9b\u8bed\u97f3\u5185\u5bb9\u4f1a\u8fdb\u5165\u7cfb\u7edf\uff0c\u4f5c\u4e3a\u521d\u59cb\u7684\u8f93\u5165\u4fe1\u53f7\u3002<\/p>\n<p><strong>2.\u8bed\u97f3\u7f16\u7801<\/strong>\u00a0\uff08Speech Encoder\uff09\uff1a\u7cfb\u7edf\u4e2d\u7684\u8bed\u97f3\u7f16\u7801\u5668(Speech Encoder)\u4f1a\u5c06\u8bed\u97f3\u8f6c\u5316\u4e3a\u5177\u6709\u8bed\u4e49\u7279\u5f81\u7684\u8868\u5f81\u5411\u91cf\u3002<\/p>\n<p><strong>3.\u9002\u914d\u8f6c\u6362<\/strong>\uff08Adapter\uff09\uff1a\u63a5\u7740\uff0c\u8bed\u4e49\u8868\u5f81\u901a\u8fc7\u9002\u914d\u5668\u6a21\u5757\u6620\u5c04\u5230LLM\u53ef\u7406\u89e3\u7684\u8f93\u5165\u7a7a\u95f4\uff0c\u786e\u4fdd\u5b83\u80fd\u88ab\u6838\u5fc3\u7684\u667a\u80fd\u6a21\u578b\uff08LLM\uff09\u7406\u89e3\uff0c\u5b9e\u73b0\u8bed\u97f3\u5230\u6587\u672c\u8bed\u4e49\u7684\u65e0\u7f1d\u8f6c\u6362\u3002<\/p>\n<p><strong>4.\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09<\/strong>\uff1a\u7ecf\u8fc7\u9002\u914d\u7684\u8bed\u97f3\u8868\u5f81\u8f93\u5165\u5230\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\uff0cLLM\u901a\u8fc7\u591a\u6a21\u6001\u5904\u7406\u80fd\u529b\u751f\u6210\u54cd\u5e94\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n<p><strong>5.\u8bed\u97f3\u8f93\u51fa<\/strong>\uff08Speech 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