{"id":48919,"date":"2025-07-30T14:08:18","date_gmt":"2025-07-30T06:08:18","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/48919.html"},"modified":"2025-07-30T14:08:18","modified_gmt":"2025-07-30T06:08:18","slug":"%e6%96%b0%e6%89%8b%e5%bf%85%e7%9c%8b%ef%bc%9a%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%8e%a8%e7%90%86%e5%85%a5%e9%97%a8%e6%8c%87%e5%8d%97%ef%bc%8c%e6%89%8b%e6%8a%8a%e6%89%8b%e6%95%99%e4%bd%a0%e4%bb%8e-0","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/48919.html","title":{"rendered":"\u65b0\u624b\u5fc5\u770b\uff1a\u5927\u6a21\u578b\u63a8\u7406\u5165\u95e8\u6307\u5357\uff0c\u624b\u628a\u624b\u6559\u4f60\u4ece 0 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\u201c\u8fc7\u5ea6\u63a8\u7406\u201d \u800c\u66f4\u5bb9\u6613\u51fa\u9519\u3002\u56e0\u6b64&#xff0c;\u6838\u5fc3\u539f\u5219\u4f9d\u7136\u662f&#xff1a;\u4e3a\u4efb\u52a1\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177&#xff08;\u6216\u5927\u6a21\u578b\u7c7b\u578b&#xff09;\u3002<\/p>\n<p>\u4e0b\u56fe\u603b\u7ed3\u4e86\u63a8\u7406\u6a21\u578b\u7684\u4e3b\u8981\u4f18\u52bf\u548c\u5c40\u9650\u6027\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060805-6889b6c586399.png\" alt=\"img\" \/><\/p>\n<p>\u63a8\u7406\u6a21\u578b\u7684\u4e3b\u8981\u4f18\u52bf\u548c\u52a3\u52bf<\/p>\n<h3>3\u3001DeepSeek\u63a8\u7406\u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b\u89e3\u6790<\/h3>\n<p>\u5728\u63a2\u8ba8\u6784\u5efa\u548c\u4f18\u5316\u63a8\u7406\u6a21\u578b\u7684\u56db\u79cd\u4e3b\u8981\u65b9\u6cd5\u4e4b\u524d&#xff0c;\u6211\u4eec\u5148\u7b80\u8981\u4e86\u89e3\u4e0b\u300aDeepSeek R1 \u6280\u672f\u62a5\u544a\u300b\u4e2d\u63cf\u8ff0\u7684\u8bad\u7ec3\u6d41\u7a0b\u3002\u8fd9\u4efd\u62a5\u544a\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u6848\u4f8b\u7814\u7a76&#xff0c;\u4e3a\u5f00\u53d1\u63a8\u7406\u5927\u6a21\u578b\u63d0\u4f9b\u4e86\u65b9\u6cd5\u8bba\u6846\u67b6\u3002<\/p>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f&#xff0c;DeepSeek \u5e76\u672a\u53d1\u5e03\u5355\u4e00\u7684 R1 \u63a8\u7406\u6a21\u578b&#xff0c;\u800c\u662f\u63a8\u51fa\u4e86\u4e09\u4e2a\u4e0d\u540c\u7248\u672c&#xff1a;DeepSeek-R1-Zero\u3001DeepSeek-R1 \u548c DeepSeek-R1-Distill\u3002<\/p>\n<p>\u6839\u636e\u6280\u672f\u62a5\u544a\u63cf\u8ff0&#xff0c;\u53ef\u4ee5\u5c06\u8fd9\u4e9b\u6a21\u578b\u7684\u5f00\u53d1\u8fc7\u7a0b\u603b\u7ed3\u4e3a\u4e0b\u56fe&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060805-6889b6c5cc7cd.png\" alt=\"img\" \/><\/p>\n<p>DeepSeek \u4e09\u79cd\u4e0d\u540c\u63a8\u7406\u6a21\u578b\u7684\u5f00\u53d1\u8fc7\u7a0b<\/p>\n<p>1.DeepSeek-R1-Zero&#xff1a; \u8be5\u6a21\u578b\u57fa\u4e8e 2024 \u5e74 12 \u6708\u53d1\u5e03\u7684 671B \u53c2\u6570\u9884\u8bad\u7ec3\u6a21\u578b DeepSeek-V3 \u6784\u5efa\u3002\u7814\u53d1\u56e2\u961f\u91c7\u7528\u5f3a\u5316\u5b66\u4e60&#xff08;RL&#xff09;\u8fdb\u884c\u8bad\u7ec3&#xff0c;\u8bbe\u8ba1\u4e86\u4e24\u7c7b\u5956\u52b1\u51fd\u6570\u3002\u8fd9\u4e00\u8fc7\u7a0b\u88ab\u79f0\u4e3a \u201c\u51b7\u542f\u52a8\u201d \u8bad\u7ec3&#xff0c;\u56e0\u4e3a\u5b83\u8df3\u8fc7\u4e86\u76d1\u7763\u5fae\u8c03&#xff08;SFT&#xff09;\u9636\u6bb5&#xff0c;\u800c\u4f20\u7edf\u7684\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60&#xff08;RLHF&#xff09;\u901a\u5e38\u5305\u542b\u8fd9\u4e00\u6b65\u9aa4\u3002<\/p>\n<p>2.DeepSeek-R1&#xff1a; \u8fd9\u662f DeepSeek \u7684\u65d7\u8230\u63a8\u7406\u6a21\u578b&#xff0c;\u57fa\u4e8e DeepSeek-R1-Zero \u6784\u5efa\u3002\u901a\u8fc7\u989d\u5916\u7684\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\u548c\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u8fdb\u4e00\u6b65\u4f18\u5316&#xff0c;\u5f25\u8865\u4e86 \u201c\u51b7\u542f\u52a8\u201d \u6a21\u578b\u7684\u4e0d\u8db3\u3002<\/p>\n<p>3.DeepSeek-R1-Distill&#xff1a; \u5229\u7528\u524d\u5e8f\u6b65\u9aa4\u751f\u6210\u7684\u76d1\u7763\u5fae\u8c03\u6570\u636e&#xff0c;DeepSeek \u56e2\u961f\u5bf9 Qwen \u548c Llama \u7cfb\u5217\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u4ee5\u589e\u5f3a\u63a8\u7406\u80fd\u529b\u3002\u5c3d\u7ba1\u5e76\u975e\u4f20\u7edf\u610f\u4e49\u4e0a\u7684 \u201c\u84b8\u998f\u201d&#xff0c;\u8fd9\u4e00\u8fc7\u7a0b\u6d89\u53ca\u5728 671B \u5927\u578b\u6a21\u578b DeepSeek-R1 \u7684\u8f93\u51fa\u6570\u636e\u4e0a\u8bad\u7ec3\u8f83\u5c0f\u6a21\u578b&#xff08;\u5982 Llama 8B\/70B \u548c Qwen 1.5B-30B&#xff09;\u3002<\/p>\n<h3>4\u3001\u6784\u5efa\u548c\u4f18\u5316\u63a8\u7406\u6a21\u578b\u7684\u56db\u79cd\u4e3b\u8981\u65b9\u6cd5<\/h3>\n<p>\u672c\u8282\u5c06\u68b3\u7406\u5f53\u524d\u7528\u4e8e\u589e\u5f3a LLM \u63a8\u7406\u80fd\u529b\u548c\u6784\u5efa\u4e13\u7528\u63a8\u7406\u6a21\u578b&#xff08;\u5982DeepSeek-R1\u3001OpenAI \u7684 o1\/o3 \u7b49&#xff09;\u7684\u5173\u952e\u6280\u672f\u3002<\/p>\n<h5>1&#xff09;\u63a8\u7406\u65f6\u6269\u5c55&#xff08;Inference-time Scaling&#xff09;<\/h5>\n<p>\u63d0\u5347 LLM \u63a8\u7406\u80fd\u529b&#xff08;\u6216\u6cdb\u6307\u4efb\u4f55\u80fd\u529b&#xff09;\u7684\u4e00\u79cd\u65b9\u6cd5\u662f\u63a8\u7406\u65f6\u6269\u5c55\u3002\u901a\u8fc7\u589e\u52a0\u63a8\u7406\u9636\u6bb5\u7684\u8ba1\u7b97\u8d44\u6e90\u6295\u5165&#xff0c;\u63d0\u5347\u6a21\u578b\u8f93\u51fa\u8d28\u91cf&#xff0c;\u800c\u975e\u4fee\u6539\u6a21\u578b\u672c\u8eab\u3002<\/p>\n<p>\u9762\u5bf9\u590d\u6742\u95ee\u9898\u65f6&#xff0c;\u7ed9\u4e88\u66f4\u591a\u65f6\u95f4\u68b3\u7406\u601d\u8def\u5f80\u5f80\u80fd\u5f97\u51fa\u66f4\u597d\u7684\u7b54\u6848\u3002\u540c\u7406&#xff0c;\u53ef\u4ee5\u901a\u8fc7\u6280\u672f\u624b\u6bb5\u8ba9 LLM \u5728\u751f\u6210\u7b54\u6848\u65f6 \u201c\u601d\u8003\u201d \u66f4\u5145\u5206\u3002\u63d0\u9ad8\u63a8\u7406\u65f6\u53ef\u6269\u5c55\u6027\u6709\u4e24\u79cd\u65b9\u6cd5&#xff1a;<\/p>\n<p>\u601d\u7ef4\u94fe&#xff08;CoT&#xff09;\u63d0\u793a\u6cd5&#xff1a; \u5728\u8f93\u5165\u63d0\u793a\u4e2d\u52a0\u5165&#034;\u9010\u6b65\u601d\u8003&#034;\u7b49\u6307\u4ee4&#xff0c;\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u800c\u975e\u76f4\u63a5\u7ed9\u51fa\u7b54\u6848\u3002\u5b9e\u9a8c\u663e\u793a&#xff0c;\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4f7f\u590d\u6742\u95ee\u9898\u89e3\u7b54\u51c6\u786e\u7387\u63d0\u5347&#xff0c;\u4f46\u5bf9\u7b80\u5355\u77e5\u8bc6\u578b\u95ee\u7b54&#xff08;\u5982&#034;\u6cd5\u56fd\u9996\u90fd\u662f\u54ea&#xff1f;&#034;&#xff09;\u6548\u679c\u6709\u9650\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060806-6889b6c62ac00.png\" alt=\"img\" \/><\/p>\n<p>2022 \u5e74\u300aLarge Language Models are Zero-Shot Reasoners\u300b\u8bba\u6587\u4e2d\u4e00\u4e2a\u7ecf\u5178 CoT \u63d0\u793a\u7684\u4f8b\u5b50\u3002<\/p>\n<p>CoT \u65b9\u6cd5\u53ef\u4ee5\u770b\u4f5c\u662f\u63a8\u7406\u65f6\u6269\u5c55&#xff0c;\u56e0\u4e3a\u5b83\u901a\u8fc7\u751f\u6210\u66f4\u591a\u8f93\u51fa token \u589e\u52a0\u4e86\u63a8\u7406\u6210\u672c\u3002<\/p>\n<p>\u6295\u7968\u4e0e\u641c\u7d22\u7b56\u7565&#xff1a; \u4f8b\u5982\u901a\u8fc7 \u201c\u591a\u6570\u6295\u7968\u201d \u8ba9\u6a21\u578b\u751f\u6210\u591a\u4e2a\u7b54\u6848\u5e76\u9009\u62e9\u9ad8\u9891\u7ed3\u679c&#xff0c;\u6216\u4f7f\u7528\u6ce2\u675f\u641c\u7d22&#xff08;beam search&#xff09;\u7b49\u7b97\u6cd5\u4f18\u5316\u8f93\u51fa\u3002\u5177\u4f53\u7ec6\u8282\u53ef\u53c2\u8003 2024 \u5e74\u8bba\u6587\u300aScaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters\u300b\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060806-6889b6c6816bd.png\" alt=\"img\" \/><\/p>\n<p>\u4e0d\u540c\u7684\u57fa\u4e8e\u641c\u7d22\u7684\u65b9\u6cd5\u4f9d\u8d56\u57fa\u4e8e\u8fc7\u7a0b\u5956\u52b1\u7684\u6a21\u578b\u6765\u9009\u62e9\u6700\u4f73\u7b54\u6848<\/p>\n<p>DeepSeek R1 \u6280\u672f\u62a5\u544a\u5c06\u5e38\u89c1\u63a8\u7406\u65f6\u6269\u5c55\u65b9\u6cd5&#xff08;\u5982\u57fa\u4e8e\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\u3001\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\u7684\u65b9\u6cd5&#xff09;\u5f52\u7c7b\u4e3a \u201c\u672a\u6210\u529f\u5c1d\u8bd5\u201d&#xff0c;\u8fd9\u8868\u660e&#xff0c;DeepSeek \u5e76\u672a\u660e\u786e\u4f7f\u7528\u8fd9\u4e9b\u6280\u672f&#xff0c;\u800c\u53ea\u662f\u5229\u7528\u4e86 R1 \u6a21\u578b\u751f\u6210\u66f4\u957f\u54cd\u5e94\u7684\u81ea\u7136\u503e\u5411\u3002\u4e0e V3 \u57fa\u7840\u6a21\u578b\u76f8\u6bd4&#xff0c;R1 \u6a21\u578b\u81ea\u7136\u503e\u5411\u4e8e\u751f\u6210\u66f4\u957f\u7684\u54cd\u5e94&#xff0c;\u8fd9\u53ef\u4ee5\u8bf4\u662f\u4e00\u79cd\u9690\u5f0f\u7684\u63a8\u7406\u65f6\u6269\u5c55\u5f62\u5f0f\u3002<\/p>\n<p>\u63a8\u6d4b OpenAI \u7684 o1\/o3 \u6a21\u578b\u4f7f\u7528\u4e86\u63a8\u7406\u65f6\u6269\u5c55&#xff0c;\u8fd9\u4e5f\u89e3\u91ca\u4e86\u5176\u8f83\u9ad8\u7684\u4f7f\u7528\u6210\u672c&#xff08;\u76f8\u6bd4 GPT-4o \u7b49\u6a21\u578b&#xff09;\u3002\u9664\u63a8\u7406\u65f6\u6269\u5c55\u5916&#xff0c;o1\/o3 \u5f88\u53ef\u80fd\u91c7\u7528\u4e86\u7c7b\u4f3c DeepSeek R1 \u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6d41\u7a0b\u3002<\/p>\n<h5>2&#xff09;\u7eaf\u5f3a\u5316\u5b66\u4e60&#xff08;Pure RL&#xff09;<\/h5>\n<p>DeepSeek R1 \u8bba\u6587\u7684\u4e00\u5927\u4eae\u70b9\u662f\u8bc1\u660e\u4e86\u63a8\u7406\u80fd\u529b\u53ef\u901a\u8fc7\u7eaf\u5f3a\u5316\u5b66\u4e60&#xff08;RL&#xff09;\u81ea\u7136\u6d8c\u73b0\u3002\u6211\u4eec\u8fdb\u4e00\u6b65\u62c6\u89e3\u5176\u542b\u4e49&#xff1a;<\/p>\n<p>\u5982\u524d\u6240\u8ff0&#xff0c;DeepSeek \u5f00\u53d1\u4e86\u4e09\u7c7b R1 \u6a21\u578b\u3002\u9996\u4e2a\u7248\u672cDeepSeek-R1-Zero\u57fa\u4e8e 2024 \u5e74 12 \u6708\u53d1\u5e03\u7684 671B \u9884\u8bad\u7ec3\u57fa\u5ea7\u6a21\u578b DeepSeek-V3 \u6784\u5efa\u3002\u4e0e\u4f20\u7edf RL \u6d41\u7a0b&#xff08;\u5148\u76d1\u7763\u5fae\u8c03 SFT&#xff0c;\u518d\u5f3a\u5316\u5b66\u4e60&#xff09;\u4e0d\u540c&#xff0c;R1-Zero \u8df3\u8fc7\u4e86 SFT \u9636\u6bb5&#xff0c;\u4ec5\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3&#xff0c;\u89c1\u4e0b\u56fe\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060806-6889b6c6f0b69.png\" alt=\"img\" \/><\/p>\n<p>DeepSeek-R1-Zero\u6a21\u578b\u7684\u5f00\u53d1\u8fc7\u7a0b<\/p>\n<p>\u5c3d\u7ba1\u8be5\u8fc7\u7a0b\u7c7b\u4f3c\u5e38\u89c1\u7684\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60&#xff08;RLHF&#xff0c;\u7528\u4e8e\u504f\u597d\u8c03\u4f18 LLM&#xff09;&#xff0c;\u4f46\u5173\u952e\u533a\u522b\u5728\u4e8e\u8df3\u8fc7\u4e86\u76d1\u7763\u5fae\u8c03&#xff08;SFT&#xff09;\u7684\u6307\u4ee4\u8c03\u4f18\u9636\u6bb5&#xff0c;\u56e0\u6b64\u88ab\u79f0\u4e3a \u201c\u7eaf\u201d RL\u3002&#xff08;\u6ce8&#xff1a;LLM \u9886\u57df\u7684 RL \u4e0e\u4f20\u7edf RL \u6709\u663e\u8457\u5dee\u5f02&#xff0c;\u6b64\u5904\u6682\u4e0d\u5c55\u5f00\u8ba8\u8bba\u3002&#xff09;<\/p>\n<p>\u5728\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1\u4e0a&#xff0c;R1-Zero \u672a\u4f7f\u7528\u57fa\u4e8e\u4eba\u7c7b\u504f\u597d\u7684\u5956\u52b1\u6a21\u578b&#xff0c;\u800c\u662f\u91c7\u7528\u4e24\u7c7b\u5956\u52b1&#xff1a;<\/p>\n<ul>\n<li>\u51c6\u786e\u6027\u5956\u52b1&#xff1a;\u901a\u8fc7 LeetCode \u7f16\u8bd1\u5668\u9a8c\u8bc1\u4ee3\u7801\u7b54\u6848&#xff0c;\u7528\u786e\u5b9a\u6027\u7cfb\u7edf\u8bc4\u4f30\u6570\u5b66\u95ee\u9898\u3002<\/li>\n<li>\u683c\u5f0f\u5956\u52b1&#xff1a;\u501f\u52a9 LLM \u88c1\u5224\u786e\u4fdd\u54cd\u5e94\u7b26\u5408\u9884\u671f\u683c\u5f0f&#xff08;\u5982\u5c06\u63a8\u7406\u6b65\u9aa4\u7f6e\u4e8e\u6807\u7b7e\u5185&#xff09;\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u8db3\u4ee5\u8ba9 LLM \u53d1\u5c55\u51fa\u57fa\u7840\u63a8\u7406\u80fd\u529b\u3002\u7814\u7a76\u56e2\u961f\u89c2\u5bdf\u5230\u8bad\u7ec3\u4e2d\u6a21\u578b\u7a81\u7136\u5f00\u59cb\u81ea\u4e3b\u751f\u6210\u63a8\u7406\u75d5\u8ff9&#xff08;\u5373&#034;Aha!\u65f6\u523b&#034;&#xff09;&#xff0c;\u8868\u660e\u63a8\u7406\u80fd\u529b\u53ef\u901a\u8fc7\u7eafRL\u8bf1\u5bfc\u4ea7\u751f&#xff0c;\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060807-6889b6c754431.png\" alt=\"img\" \/><\/p>\n<p>DeepSeek R1 \u6280\u672f\u62a5\u544a\u4e2d\u7684\u4e00\u5f20\u56fe\u5c55\u793a\u4e86\u201cAha!\u201d\u65f6\u523b\u7684\u51fa\u73b0<\/p>\n<p>\u5c3d\u7ba1 R1-Zero \u5e76\u975e\u9876\u7ea7\u63a8\u7406\u6a21\u578b&#xff0c;\u4f46\u5176\u901a\u8fc7\u751f\u6210\u4e2d\u95f4 \u201c\u601d\u8003\u201d \u6b65\u9aa4\u8bc1\u660e\u4e86\u63a8\u7406\u80fd\u529b&#xff0c;\u9a8c\u8bc1\u4e86\u7eaf RL \u6784\u5efa\u63a8\u7406\u6a21\u578b\u7684\u53ef\u884c\u6027&#xff0c;DeepSeek \u662f\u9996\u4e2a\u516c\u5f00\u8be5\u65b9\u6cd5\u7684\u56e2\u961f\u3002<\/p>\n<h5>3&#xff09;\u76d1\u7763\u5fae\u8c03\u548c\u5f3a\u5316\u5b66\u4e60&#xff08;SFT &#043; RL&#xff09;<\/h5>\n<p>\u63a5\u4e0b\u6765\u770b DeepSeek \u7684\u65d7\u8230\u63a8\u7406\u6a21\u578bDeepSeek-R1&#xff0c;\u5176\u5f00\u53d1\u6d41\u7a0b\u4e3a\u6784\u5efa\u63a8\u7406\u6a21\u578b\u63d0\u4f9b\u4e86\u901a\u7528\u6846\u67b6\u3002\u8be5\u6a21\u578b\u5728 R1-Zero \u57fa\u7840\u4e0a&#xff0c;\u901a\u8fc7\u989d\u5916\u7684\u76d1\u7763\u5fae\u8c03&#xff08;SFT&#xff09;\u548c\u5f3a\u5316\u5b66\u4e60&#xff08;RL&#xff09;\u63d0\u5347\u63a8\u7406\u6027\u80fd\u3002<\/p>\n<p>\u9700\u6ce8\u610f&#xff0c;\u5148 SFT \u540e RL \u662f\u6807\u51c6 RLHF \u6d41\u7a0b\u7684\u5e38\u89c1\u6b65\u9aa4&#xff0c;OpenAI \u7684 o1 \u5f88\u53ef\u80fd\u91c7\u7528\u4e86\u7c7b\u4f3c\u65b9\u6cd5\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060807-6889b6c7b82f7.png\" alt=\"img\" \/><\/p>\n<p>DeepSeek-R1\u6a21\u578b\u7684\u5f00\u53d1\u8fc7\u7a0b<\/p>\n<ul>\n<li>\u51b7\u542f\u52a8 SFT \u6570\u636e\u751f\u6210&#xff1a;DeepSeek \u7528 R1-Zero \u751f\u6210\u201c\u51b7\u542f\u52a8\u201d\u76d1\u7763\u5fae\u8c03\u6570\u636e&#xff0c;\u5e76\u57fa\u4e8e\u6b64\u8fdb\u884c\u6307\u4ee4\u5fae\u8c03&#xff0c;\u968f\u540e\u8fdb\u5165 RL \u9636\u6bb5\u3002<\/li>\n<li>\u6307\u4ee4\u5fae\u8c03\u4e0e\u5f3a\u5316\u5b66\u4e60&#xff1a;RL \u9636\u6bb5\u6cbf\u7528 R1-Zero \u7684\u51c6\u786e\u6027\u548c\u683c\u5f0f\u5956\u52b1&#xff0c;\u4f46\u65b0\u589e\u4e00\u81f4\u6027\u5956\u52b1\u4ee5\u907f\u514d\u54cd\u5e94\u4e2d\u51fa\u73b0\u591a\u8bed\u8a00\u6df7\u5408\u95ee\u9898\u3002\u5728\u540e\u7eed SFT \u9636\u6bb5&#xff0c;\u6a21\u578b\u751f\u6210 60 \u4e07\u6761\u601d\u7ef4\u94fe&#xff08;CoT&#xff09;\u6570\u636e\u548c 20 \u4e07\u6761\u4e8b\u5b9e\u6027\u6570\u636e&#xff0c;\u7528\u4e8e\u8fdb\u4e00\u6b65\u5fae\u8c03\u57fa\u5ea7\u6a21\u578b DeepSeek-V3&#xff0c;\u6700\u7ec8\u901a\u8fc7 RL \u5b8c\u6210\u8bad\u7ec3\u3002<\/li>\n<li>\u6700\u7ec8\u5f3a\u5316\u5b66\u4e60&#xff1a;\u7ed3\u5408\u89c4\u5219\u5316\u51c6\u786e\u5ea6\u5956\u52b1&#xff08;\u6570\u5b66\/\u4ee3\u7801\u95ee\u9898&#xff09;\u4e0e\u4eba\u7c7b\u504f\u597d\u5956\u52b1&#xff08;\u5176\u4ed6\u95ee\u9898&#xff09;&#xff0c;\u5f62\u6210\u6df7\u5408\u5956\u52b1\u673a\u5236\u3002<\/li>\n<\/ul>\n<p>\u6700\u7ec8 DeepSeek-R1 \u7531\u4e8e\u589e\u52a0\u4e86 SFT \u548c RL \u9636\u6bb5&#xff0c;\u6027\u80fd\u8f83 DeepSeek-R1-Zero \u6709\u663e\u8457\u63d0\u5347&#xff0c;\u5982\u4e0b\u8868\u6240\u793a\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060808-6889b6c8345ef.png\" alt=\"img\" \/><\/p>\n<p>OpenAI A1 \u4e0e DeepSeek R1 \u6a21\u578b\u7684\u57fa\u51c6\u6d4b\u8bd5\u5bf9\u6bd4<\/p>\n<h5>4&#xff09;\u7eaf\u76d1\u7763\u5fae\u8c03\u548c\u77e5\u8bc6\u84b8\u998f&#xff08;SFT&#043;Distillation&#xff09;<\/h5>\n<p>\u5230\u76ee\u524d\u4e3a\u6b62&#xff0c;\u6211\u4eec\u5df2\u7ecf\u4ecb\u7ecd\u4e86\u6784\u5efa\u548c\u6539\u8fdb\u63a8\u7406\u6a21\u578b\u7684\u4e09\u79cd\u4e3b\u8981\u65b9\u6cd5&#xff1a;<\/p>\n<li>\n<p>\u63a8\u7406\u65f6\u6269\u5c55&#xff0c;\u4e00\u79cd\u65e0\u9700\u8bad\u7ec3\u6216\u4fee\u6539\u5e95\u5c42\u6a21\u578b\u5373\u53ef\u63d0\u9ad8\u63a8\u7406\u80fd\u529b\u7684\u6280\u672f\u3002<\/p>\n<\/li>\n<li>\n<p>\u7eaf\u5f3a\u5316\u5b66\u4e60&#xff0c;\u5982 DeepSeek-R1-Zero&#xff0c;\u5b83\u8868\u660e\u63a8\u7406\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u79cd\u5b66\u4e60\u884c\u4e3a\u51fa\u73b0&#xff0c;\u800c\u65e0\u9700\u76d1\u7763\u5fae\u8c03\u3002<\/p>\n<\/li>\n<li>\n<p>\u76d1\u7763\u5fae\u8c03\u52a0\u4e0a RL&#xff0c;\u4ece\u800c\u4ea7\u751f\u4e86 DeepSeek \u7684\u65d7\u8230\u63a8\u7406\u6a21\u578b DeepSeek-R1\u3002<\/p>\n<\/li>\n<p>\u90a3\u4e48&#xff0c;\u6700\u540e\u4e00\u79cd\u65b9\u6cd5\u662f\u4ec0\u4e48\u5462&#xff1f;<\/p>\n<p>\u6a21\u578b\u201c\u84b8\u998f\u201d\u3002<\/p>\n<p>DeepSeek \u53d1\u5e03\u7684\u8f83\u5c0f\u6a21\u578b&#xff08;\u5982 Llama 8B\/70B\u3001Qwen 1.5B-30B&#xff09;\u901a\u8fc7 \u201c\u77e5\u8bc6\u84b8\u998f\u201d \u8bad\u7ec3&#xff0c;\u5373\u5728\u5927\u6a21\u578b\u751f\u6210\u7684 SFT \u6570\u636e\u4e0a\u5fae\u8c03\u5c0f\u6a21\u578b\u3002\u9700\u6ce8\u610f&#xff0c;\u8fd9\u5e76\u975e\u4f20\u7edf\u610f\u4e49\u4e0a\u7684\u77e5\u8bc6\u84b8\u998f&#xff08;\u4f20\u7edf\u84b8\u998f\u662f\u8ba9\u5c0f\u6a21\u578b\u5b66\u4e60\u5927\u6a21\u578b\u7684\u8f93\u51fa\u6982\u7387\u5206\u5e03&#xff09;\u3002<\/p>\n<p>\u6b64\u5904\u7684\u84b8\u998f\u6307\u7684\u662f\u5728\u7531\u8f83\u5927 LLM \u751f\u6210\u7684 SFT \u6570\u636e\u96c6\u4e0a&#xff0c;\u5bf9\u8f83\u5c0f\u7684 LLM&#xff08;\u4f8b\u5982 Llama 8B \u548c 70B \u4ee5\u53ca Qwen 2.5 \u6a21\u578b&#xff08;0.5B \u5230 32B&#xff09;&#xff09;\u8fdb\u884c\u6307\u4ee4\u5fae\u8c03\u3002\u5177\u4f53\u6765\u8bf4&#xff0c;\u8fd9\u4e9b\u8f83\u5927\u7684 LLM \u662f DeepSeek-V3 \u548c DeepSeek-R1 \u7684\u4e00\u4e2a\u4e2d\u95f4\u68c0\u67e5\u70b9\u3002\u5b9e\u9645\u4e0a&#xff0c;\u6b64\u84b8\u998f\u8fc7\u7a0b\u4f7f\u7528\u7684 SFT \u6570\u636e\u4e0e\u4e0a\u4e00\u8282\u4e2d\u63cf\u8ff0\u7684\u7528\u4e8e\u8bad\u7ec3 DeepSeek-R1 \u7684\u6570\u636e\u96c6\u76f8\u540c\u3002<\/p>\n<p>\u4e0b\u56fe\u4e2d\u7a81\u51fa\u663e\u793a\u4e86\u84b8\u998f\u90e8\u5206\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060808-6889b6c8a3d68.png\" alt=\"img\" \/><\/p>\n<p>DeepSeek-R1-Distill\u6a21\u578b\u7684\u5f00\u53d1\u8fc7\u7a0b<\/p>\n<p>\u4e3a\u4ec0\u4e48\u8981\u5f00\u53d1\u8fd9\u4e9b\u201c\u84b8\u998f\u201d\u6a21\u578b&#xff1f;\u4e3b\u8981\u6709\u4e24\u4e2a\u539f\u56e0&#xff1a;<\/p>\n<ul>\n<li>\u6548\u7387\u4f18\u52bf&#xff1a;\u5c0f\u6a21\u578b\u8fd0\u884c\u6210\u672c\u66f4\u4f4e&#xff0c;\u4e14\u53ef\u5728\u4f4e\u7aef\u786c\u4ef6\u4e0a\u90e8\u7f72&#xff0c;\u5bf9\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u66f4\u53cb\u597d\u3002<\/li>\n<li>\u7eaf SFT \u57fa\u51c6\u6d4b\u8bd5&#xff1a;\u901a\u8fc7\u5bf9\u6bd4\u9a8c\u8bc1&#xff0c;\u5c55\u793a\u4ec5\u9760\u9ad8\u8d28\u91cf SFT \u6570\u636e&#xff08;\u65e0\u9700 RL&#xff09;\u80fd\u5c06\u6a21\u578b\u63a8\u7406\u80fd\u529b\u63d0\u5347\u5230\u4f55\u79cd\u7a0b\u5ea6\u3002<\/li>\n<\/ul>\n<p>\u4e0b\u8868\u5bf9\u6bd4\u4e86\u84b8\u998f\u6a21\u578b\u4e0e\u5176\u4ed6\u6a21\u578b\u7684\u6027\u80fd&#xff1a;\u5c3d\u7ba1\u84b8\u998f\u6a21\u578b\u8fdc\u5c0f\u4e8e R1&#xff0c;\u4f46\u5176\u6027\u80fd\u76f8\u5bf9\u4e8e R1-Zero \u8868\u73b0\u4eae\u773c&#xff0c;\u4e14\u4f18\u4e8e\u90e8\u5206\u540c\u7c7b\u6a21\u578b&#xff08;\u5982\u63a8\u6d4b\u4e3a o1 \u84b8\u998f\u7248\u7684 o1-mini&#xff09;\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060809-6889b6c945295.png\" alt=\"img\" \/><\/p>\n<p>\u84b8\u998f\u6a21\u578b\u4e0e\u975e\u84b8\u998f\u6a21\u578b\u7684\u57fa\u51c6\u6bd4\u8f83<\/p>\n<p>\u6b64\u5916&#xff0c;DeepSeek \u56e2\u961f\u5728 32B \u89c4\u6a21\u7684 Qwen \u6a21\u578b\u4e0a\u6d4b\u8bd5\u4e86\u7eaf RL \u4e0e\u9002\u914d\u4f18\u5316\u7684\u6548\u679c\u3002\u7ed3\u679c\u8868\u660e&#xff1a;\u5bf9\u5c0f\u6a21\u578b\u800c\u8a00&#xff0c;\u84b8\u998f&#xff08;\u57fa\u4e8e\u9ad8\u8d28\u91cf SFT \u6570\u636e&#xff09;\u8fdc\u4f18\u4e8e\u7eaf RL&#xff0c;\u6697\u793a RL \u53ef\u80fd\u4e0d\u8db3\u4ee5\u5728\u5c0f\u6a21\u578b\u4e2d\u8bf1\u5bfc\u5f3a\u63a8\u7406\u80fd\u529b&#xff0c;\u800c SFT \u662f\u66f4\u6709\u6548\u7684\u7b56\u7565\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060809-6889b6c9e7ea7.png\" alt=\"img\" \/><\/p>\n<p>\u5728\u8f83\u5c0f\u7684 32B \u6a21\u578b\u4e0a\u5bf9\u84b8\u998f\u548c\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u4e86\u57fa\u51c6\u6bd4\u8f83<\/p>\n<h3>5\u3001\u5c0f\u7ed3<\/h3>\n<p>\u5728\u672c\u8282\u4e2d&#xff0c;\u6211\u4eec\u63a2\u8ba8\u4e86\u6784\u5efa\u548c\u6539\u8fdb\u63a8\u7406\u6a21\u578b\u7684\u56db\u79cd\u4e0d\u540c\u7b56\u7565&#xff1a;<\/p>\n<li>\n<p>\u63a8\u7406\u65f6\u6269\u5c55\u65e0\u9700\u989d\u5916\u8bad\u7ec3&#xff0c;\u4f46\u4f1a\u589e\u52a0\u63a8\u7406\u6210\u672c&#xff0c;\u968f\u7740\u7528\u6237\u6570\u91cf\u6216\u67e5\u8be2\u91cf\u589e\u957f&#xff0c;\u5927\u89c4\u6a21\u90e8\u7f72\u6210\u672c\u4f1a\u663e\u8457\u4e0a\u5347\u3002\u7136\u800c&#xff0c;\u5bf9\u4e8e\u672c\u8eab\u6027\u80fd\u8f83\u5f3a\u7684\u6a21\u578b&#xff0c;\u8fd9\u4ecd\u662f\u63d0\u5347\u63a8\u7406\u8868\u73b0\u7684\u7b80\u5355\u6709\u6548\u7b56\u7565\u3002\u7b14\u8005\u63a8\u6d4b&#xff0c;OpenAI \u7684 o1 \u5f88\u53ef\u80fd\u91c7\u7528\u4e86\u63a8\u7406\u65f6\u8d44\u6e90\u6269\u5c55&#xff0c;\u8fd9\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4f55\u5176\u5355 token \u4f7f\u7528\u6210\u672c\u9ad8\u4e8e DeepSeek-R1\u3002<\/p>\n<\/li>\n<li>\n<p>\u7eaf\u5f3a\u5316\u5b66\u4e60\u5728\u7814\u7a76\u65b9\u9762\u5f88\u6709\u610f\u601d&#xff0c;\u7eaf RL \u4e3a \u201c\u63a8\u7406\u80fd\u529b\u4f5c\u4e3a\u6d8c\u73b0\u884c\u4e3a\u201d \u63d0\u4f9b\u4e86\u5173\u952e\u6d1e\u89c1&#xff0c;\u5177\u6709\u91cd\u8981\u4ef7\u503c\u3002\u4f46\u5728\u5b9e\u9645\u6a21\u578b\u5f00\u53d1\u4e2d&#xff0c;*\u5f3a\u5316\u5b66\u4e60\u4e0e\u76d1\u7763\u5fae\u8c03\u7ed3\u5408&#xff08;RL &#043; SFT&#xff09;\u624d\u662f\u66f4\u4f18\u9009\u62e9&#xff0c;\u8fd9\u79cd\u7ec4\u5408\u80fd\u50ac\u751f\u66f4\u5f3a\u7684\u63a8\u7406\u6a21\u578b\u3002\u7b14\u8005\u8fdb\u4e00\u6b65\u63a8\u6d4b&#xff0c;o1 \u7684\u8bad\u7ec3\u5f88\u53ef\u80fd\u4e5f\u91c7\u7528\u4e86 RL &#043; SFT \u65b9\u6848\u3002\u66f4\u5177\u4f53\u5730\u8bf4&#xff0c;o1 \u6216\u8bb8\u57fa\u4e8e\u6bd4 DeepSeek-R1 \u66f4\u5f31\u3001\u66f4\u5c0f\u7684\u57fa\u5ea7\u6a21\u578b&#xff0c;\u4f46\u901a\u8fc7 RL &#043; SFT \u4e0e\u63a8\u7406\u65f6\u8d44\u6e90\u6269\u5c55\u7684\u534f\u540c&#xff0c;\u5f25\u8865\u4e86\u57fa\u5ea7\u6a21\u578b\u7684\u4e0d\u8db3\u3002<\/p>\n<\/li>\n<li>\n<p>RL &#043; SFT \u662f\u6784\u5efa\u9ad8\u6027\u80fd\u63a8\u7406\u6a21\u578b\u7684\u5173\u952e\u65b9\u6cd5\u3002DeepSeek-R1 \u7684\u6280\u672f\u8def\u7ebf\u4e3a\u6b64\u63d0\u4f9b\u4e86\u6e05\u6670\u7684\u5b9e\u8df5\u8303\u672c&#xff1a;\u901a\u8fc7\u591a\u9636\u6bb5\u8bad\u7ec3&#xff08;\u51b7\u542f\u52a8\u6570\u636e\u751f\u6210\u3001\u591a\u7ef4\u5ea6\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1\u3001\u8fed\u4ee3\u5f0f\u6570\u636e\u589e\u5f3a&#xff09;&#xff0c;\u5b9e\u73b0\u63a8\u7406\u80fd\u529b\u7684\u7cfb\u7edf\u6027\u63d0\u5347\u3002<\/p>\n<\/li>\n<li>\n<p>\u84b8\u998f\u662f\u4e00\u79cd\u9887\u5177\u5438\u5f15\u529b\u7684\u65b9\u6cd5&#xff0c;\u5c24\u5176\u9002\u7528\u4e8e\u6784\u5efa\u66f4\u5c0f\u3001\u66f4\u9ad8\u6548\u7684\u6a21\u578b\u3002\u4f46\u8be5\u65b9\u6cd5\u7684\u5c40\u9650\u6027\u5728\u4e8e&#xff0c;\u5176\u521b\u65b0\u9a71\u52a8\u529b\u8f83\u5f31\u3002\u84b8\u998f\u59cb\u7ec8\u4f9d\u8d56\u73b0\u6709\u66f4\u5f3a\u6a21\u578b\u751f\u6210\u76d1\u7763\u5fae\u8c03\u6570\u636e&#xff0c;\u96be\u4ee5\u50ac\u751f\u4e0b\u4e00\u4ee3\u63a8\u7406\u6a21\u578b\u7684\u7a81\u7834\u3002<\/p>\n<\/li>\n<h3>6\u3001\u5982\u4f55\u5b66\u4e60\u5927\u6a21\u578b AI &#xff1f;<\/h3>\n<p>\u7531\u4e8e\u65b0\u5c97\u4f4d\u7684\u751f\u4ea7\u6548\u7387&#xff0c;\u8981\u4f18\u4e8e\u88ab\u53d6\u4ee3\u5c97\u4f4d\u7684\u751f\u4ea7\u6548\u7387&#xff0c;\u6240\u4ee5\u5b9e\u9645\u4e0a\u6574\u4e2a\u793e\u4f1a\u7684\u751f\u4ea7\u6548\u7387\u662f\u63d0\u5347\u7684\u3002<\/p>\n<p>\u4f46\u662f\u5177\u4f53\u5230\u4e2a\u4eba&#xff0c;\u53ea\u80fd\u8bf4\u662f&#xff1a;<\/p>\n<p>\u201c\u6700\u5148\u638c\u63e1AI\u7684\u4eba&#xff0c;\u5c06\u4f1a\u6bd4\u8f83\u665a\u638c\u63e1AI\u7684\u4eba\u6709\u7ade\u4e89\u4f18\u52bf\u201d\u3002<\/p>\n<p>\u8fd9\u53e5\u8bdd&#xff0c;\u653e\u5728\u8ba1\u7b97\u673a\u3001\u4e92\u8054\u7f51\u3001\u79fb\u52a8\u4e92\u8054\u7f51\u7684\u5f00\u5c40\u65f6\u671f&#xff0c;\u90fd\u662f\u4e00\u6837\u7684\u9053\u7406\u3002<\/p>\n<p>\u6211\u5728\u4e00\u7ebf\u4e92\u8054\u7f51\u4f01\u4e1a\u5de5\u4f5c\u5341\u4f59\u5e74\u91cc&#xff0c;\u6307\u5bfc\u8fc7\u4e0d\u5c11\u540c\u884c\u540e\u8f88\u3002\u5e2e\u52a9\u5f88\u591a\u4eba\u5f97\u5230\u4e86\u5b66\u4e60\u548c\u6210\u957f\u3002<\/p>\n<p>\u6211\u610f\u8bc6\u5230\u6709\u5f88\u591a\u7ecf\u9a8c\u548c\u77e5\u8bc6\u503c\u5f97\u5206\u4eab\u7ed9\u5927\u5bb6&#xff0c;\u4e5f\u53ef\u4ee5\u901a\u8fc7\u6211\u4eec\u7684\u80fd\u529b\u548c\u7ecf\u9a8c\u89e3\u7b54\u5927\u5bb6\u5728\u4eba\u5de5\u667a\u80fd\u5b66\u4e60\u4e2d\u7684\u5f88\u591a\u56f0\u60d1&#xff0c;\u6240\u4ee5\u5728\u5de5\u4f5c\u7e41\u5fd9\u7684\u60c5\u51b5\u4e0b\u8fd8\u662f\u575a\u6301\u5404\u79cd\u6574\u7406\u548c\u5206\u4eab\u3002\u4f46\u82e6\u4e8e\u77e5\u8bc6\u4f20\u64ad\u9014\u5f84\u6709\u9650&#xff0c;\u5f88\u591a\u4e92\u8054\u7f51\u884c\u4e1a\u670b\u53cb\u65e0\u6cd5\u83b7\u5f97\u6b63\u786e\u7684\u8d44\u6599\u5f97\u5230\u5b66\u4e60\u63d0\u5347&#xff0c;\u6545\u6b64\u5c06\u5e76\u5c06\u91cd\u8981\u7684AI\u5927\u6a21\u578b\u8d44\u6599\u5305\u62ecAI\u5927\u6a21\u578b\u5165\u95e8\u5b66\u4e60\u601d\u7ef4\u5bfc\u56fe\u3001\u7cbe\u54c1AI\u5927\u6a21\u578b\u5b66\u4e60\u4e66\u7c4d\u624b\u518c\u3001\u89c6\u9891\u6559\u7a0b\u3001\u5b9e\u6218\u5b66\u4e60\u7b49\u5f55\u64ad\u89c6\u9891\u514d\u8d39\u5206\u4eab\u51fa\u6765\u3002<\/p>\n<p>\u8fd9\u4efd\u5b8c\u6574\u7248\u7684\u5927\u6a21\u578b AI \u5b66\u4e60\u8d44\u6599\u5df2\u7ecf\u4e0a\u4f20CSDN&#xff0c;\u670b\u53cb\u4eec\u5982\u679c\u9700\u8981\u53ef\u4ee5\u5fae\u4fe1\u626b\u63cf\u4e0b\u65b9CSDN\u5b98\u65b9\u8ba4\u8bc1\u4e8c\u7ef4\u7801\u514d\u8d39\u9886\u53d6\u3010\u4fdd\u8bc1100%\u514d\u8d39\u3011<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060810-6889b6ca4c071.png\" alt=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/05840567e2912bcdcdda7b15cba33d93.jpeg\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060810-6889b6cae3ed7.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u7b2c\u4e00\u9636\u6bb5&#xff08;10\u5929&#xff09;&#xff1a;\u521d\u9636\u5e94\u7528<\/h3>\n<p>\u8be5\u9636\u6bb5\u8ba9\u5927\u5bb6\u5bf9\u5927\u6a21\u578b AI\u6709\u4e00\u4e2a\u6700\u524d\u6cbf\u7684\u8ba4\u8bc6&#xff0c;\u5bf9\u5927\u6a21\u578b AI \u7684\u7406\u89e3\u8d85\u8fc7 95% \u7684\u4eba&#xff0c;\u53ef\u4ee5\u5728\u76f8\u5173\u8ba8\u8bba\u65f6\u53d1\u8868\u9ad8\u7ea7\u3001\u4e0d\u8ddf\u98ce\u3001\u53c8\u63a5\u5730\u6c14\u7684\u89c1\u89e3&#xff0c;\u522b\u4eba\u53ea\u4f1a\u548c AI \u804a\u5929&#xff0c;\u800c\u4f60\u80fd\u8c03\u6559 AI&#xff0c;\u5e76\u80fd\u7528\u4ee3\u7801\u5c06\u5927\u6a21\u578b\u548c\u4e1a\u52a1\u8854\u63a5\u3002<\/p>\n<ul>\n<li>\u5927\u6a21\u578b AI \u80fd\u5e72\u4ec0\u4e48&#xff1f;<\/li>\n<li>\u5927\u6a21\u578b\u662f\u600e\u6837\u83b7\u5f97\u300c\u667a\u80fd\u300d\u7684&#xff1f;<\/li>\n<li>\u7528\u597d AI \u7684\u6838\u5fc3\u5fc3\u6cd5<\/li>\n<li>\u5927\u6a21\u578b\u5e94\u7528\u4e1a\u52a1\u67b6\u6784<\/li>\n<li>\u5927\u6a21\u578b\u5e94\u7528\u6280\u672f\u67b6\u6784<\/li>\n<li>\u4ee3\u7801\u793a\u4f8b&#xff1a;\u5411 GPT-3.5 \u704c\u5165\u65b0\u77e5\u8bc6<\/li>\n<li>\u63d0\u793a\u5de5\u7a0b\u7684\u610f\u4e49\u548c\u6838\u5fc3\u601d\u60f3<\/li>\n<li>Prompt \u5178\u578b\u6784\u6210<\/li>\n<li>\u6307\u4ee4\u8c03\u4f18\u65b9\u6cd5\u8bba<\/li>\n<li>\u601d\u7ef4\u94fe\u548c\u601d\u7ef4\u6811<\/li>\n<li>Prompt \u653b\u51fb\u548c\u9632\u8303<\/li>\n<li>\u2026<\/li>\n<\/ul>\n<h3>\u7b2c\u4e8c\u9636\u6bb5&#xff08;30\u5929&#xff09;&#xff1a;\u9ad8\u9636\u5e94\u7528<\/h3>\n<p>\u8be5\u9636\u6bb5\u6211\u4eec\u6b63\u5f0f\u8fdb\u5165\u5927\u6a21\u578b AI \u8fdb\u9636\u5b9e\u6218\u5b66\u4e60&#xff0c;\u5b66\u4f1a\u6784\u9020\u79c1\u6709\u77e5\u8bc6\u5e93&#xff0c;\u6269\u5c55 AI \u7684\u80fd\u529b\u3002\u5feb\u901f\u5f00\u53d1\u4e00\u4e2a\u5b8c\u6574\u7684\u57fa\u4e8e agent \u5bf9\u8bdd\u673a\u5668\u4eba\u3002\u638c\u63e1\u529f\u80fd\u6700\u5f3a\u7684\u5927\u6a21\u578b\u5f00\u53d1\u6846\u67b6&#xff0c;\u6293\u4f4f\u6700\u65b0\u7684\u6280\u672f\u8fdb\u5c55&#xff0c;\u9002\u5408 Python \u548c JavaScript \u7a0b\u5e8f\u5458\u3002<\/p>\n<ul>\n<li>\u4e3a\u4ec0\u4e48\u8981\u505a RAG<\/li>\n<li>\u642d\u5efa\u4e00\u4e2a\u7b80\u5355\u7684 ChatPDF<\/li>\n<li>\u68c0\u7d22\u7684\u57fa\u7840\u6982\u5ff5<\/li>\n<li>\u4ec0\u4e48\u662f\u5411\u91cf\u8868\u793a&#xff08;Embeddings&#xff09;<\/li>\n<li>\u5411\u91cf\u6570\u636e\u5e93\u4e0e\u5411\u91cf\u68c0\u7d22<\/li>\n<li>\u57fa\u4e8e\u5411\u91cf\u68c0\u7d22\u7684 RAG<\/li>\n<li>\u642d\u5efa RAG \u7cfb\u7edf\u7684\u6269\u5c55\u77e5\u8bc6<\/li>\n<li>\u6df7\u5408\u68c0\u7d22\u4e0e RAG-Fusion \u7b80\u4ecb<\/li>\n<li>\u5411\u91cf\u6a21\u578b\u672c\u5730\u90e8\u7f72<\/li>\n<li>\u2026<\/li>\n<\/ul>\n<h3>\u7b2c\u4e09\u9636\u6bb5&#xff08;30\u5929&#xff09;&#xff1a;\u6a21\u578b\u8bad\u7ec3<\/h3>\n<p>\u606d\u559c\u4f60&#xff0c;\u5982\u679c\u5b66\u5230\u8fd9\u91cc&#xff0c;\u4f60\u57fa\u672c\u53ef\u4ee5\u627e\u5230\u4e00\u4efd\u5927\u6a21\u578b AI\u76f8\u5173\u7684\u5de5\u4f5c&#xff0c;\u81ea\u5df1\u4e5f\u80fd\u8bad\u7ec3 GPT \u4e86&#xff01;\u901a\u8fc7\u5fae\u8c03&#xff0c;\u8bad\u7ec3\u81ea\u5df1\u7684\u5782\u76f4\u5927\u6a21\u578b&#xff0c;\u80fd\u72ec\u7acb\u8bad\u7ec3\u5f00\u6e90\u591a\u6a21\u6001\u5927\u6a21\u578b&#xff0c;\u638c\u63e1\u66f4\u591a\u6280\u672f\u65b9\u6848\u3002<\/p>\n<p>\u5230\u6b64\u4e3a\u6b62&#xff0c;\u5927\u69822\u4e2a\u6708\u7684\u65f6\u95f4\u3002\u4f60\u5df2\u7ecf\u6210\u4e3a\u4e86\u4e00\u540d\u201cAI\u5c0f\u5b50\u201d\u3002\u90a3\u4e48\u4f60\u8fd8\u60f3\u5f80\u4e0b\u63a2\u7d22\u5417&#xff1f;<\/p>\n<ul>\n<li>\u4e3a\u4ec0\u4e48\u8981\u505a RAG<\/li>\n<li>\u4ec0\u4e48\u662f\u6a21\u578b<\/li>\n<li>\u4ec0\u4e48\u662f\u6a21\u578b\u8bad\u7ec3<\/li>\n<li>\u6c42\u89e3\u5668 &amp; \u635f\u5931\u51fd\u6570\u7b80\u4ecb<\/li>\n<li>\u5c0f\u5b9e\u9a8c2&#xff1a;\u624b\u5199\u4e00\u4e2a\u7b80\u5355\u7684\u795e\u7ecf\u7f51\u7edc\u5e76\u8bad\u7ec3\u5b83<\/li>\n<li>\u4ec0\u4e48\u662f\u8bad\u7ec3\/\u9884\u8bad\u7ec3\/\u5fae\u8c03\/\u8f7b\u91cf\u5316\u5fae\u8c03<\/li>\n<li>Transformer\u7ed3\u6784\u7b80\u4ecb<\/li>\n<li>\u8f7b\u91cf\u5316\u5fae\u8c03<\/li>\n<li>\u5b9e\u9a8c\u6570\u636e\u96c6\u7684\u6784\u5efa<\/li>\n<li>\u2026<\/li>\n<\/ul>\n<h3>\u7b2c\u56db\u9636\u6bb5&#xff08;20\u5929&#xff09;&#xff1a;\u5546\u4e1a\u95ed\u73af<\/h3>\n<p>\u5bf9\u5168\u7403\u5927\u6a21\u578b\u4ece\u6027\u80fd\u3001\u541e\u5410\u91cf\u3001\u6210\u672c\u7b49\u65b9\u9762\u6709\u4e00\u5b9a\u7684\u8ba4\u77e5&#xff0c;\u53ef\u4ee5\u5728\u4e91\u7aef\u548c\u672c\u5730\u7b49\u591a\u79cd\u73af\u5883\u4e0b\u90e8\u7f72\u5927\u6a21\u578b&#xff0c;\u627e\u5230\u9002\u5408\u81ea\u5df1\u7684\u9879\u76ee\/\u521b\u4e1a\u65b9\u5411&#xff0c;\u505a\u4e00\u540d\u88ab AI \u6b66\u88c5\u7684\u4ea7\u54c1\u7ecf\u7406\u3002<\/p>\n<ul>\n<li>\u786c\u4ef6\u9009\u578b<\/li>\n<li>\u5e26\u4f60\u4e86\u89e3\u5168\u7403\u5927\u6a21\u578b<\/li>\n<li>\u4f7f\u7528\u56fd\u4ea7\u5927\u6a21\u578b\u670d\u52a1<\/li>\n<li>\u642d\u5efa OpenAI \u4ee3\u7406<\/li>\n<li>\u70ed\u8eab&#xff1a;\u57fa\u4e8e\u963f\u91cc\u4e91 PAI \u90e8\u7f72 Stable Diffusion<\/li>\n<li>\u5728\u672c\u5730\u8ba1\u7b97\u673a\u8fd0\u884c\u5927\u6a21\u578b<\/li>\n<li>\u5927\u6a21\u578b\u7684\u79c1\u6709\u5316\u90e8\u7f72<\/li>\n<li>\u57fa\u4e8e vLLM \u90e8\u7f72\u5927\u6a21\u578b<\/li>\n<li>\u6848\u4f8b&#xff1a;\u5982\u4f55\u4f18\u96c5\u5730\u5728\u963f\u91cc\u4e91\u79c1\u6709\u90e8\u7f72\u5f00\u6e90\u5927\u6a21\u578b<\/li>\n<li>\u90e8\u7f72\u4e00\u5957\u5f00\u6e90 LLM \u9879\u76ee<\/li>\n<li>\u5185\u5bb9\u5b89\u5168<\/li>\n<li>\u4e92\u8054\u7f51\u4fe1\u606f\u670d\u52a1\u7b97\u6cd5\u5907\u6848<\/li>\n<li>\u2026<\/li>\n<\/ul>\n<p>\u5b66\u4e60\u662f\u4e00\u4e2a\u8fc7\u7a0b&#xff0c;\u53ea\u8981\u5b66\u4e60\u5c31\u4f1a\u6709\u6311\u6218\u3002\u5929\u9053\u916c\u52e4&#xff0c;\u4f60\u8d8a\u52aa\u529b&#xff0c;\u5c31\u4f1a\u6210\u4e3a\u8d8a\u4f18\u79c0\u7684\u81ea\u5df1\u3002<\/p>\n<p>\u5982\u679c\u4f60\u80fd\u572815\u5929\u5185\u5b8c\u6210\u6240\u6709\u7684\u4efb\u52a1&#xff0c;\u90a3\u4f60\u582a\u79f0\u5929\u624d\u3002\u7136\u800c&#xff0c;\u5982\u679c\u4f60\u80fd\u5b8c\u6210 60-70% \u7684\u5185\u5bb9&#xff0c;\u4f60\u5c31\u5df2\u7ecf\u5f00\u59cb\u5177\u5907\u6210\u4e3a\u4e00\u540d\u5927\u6a21\u578b AI \u7684\u6b63\u786e\u7279\u5f81\u4e86\u3002<\/p>\n<h6>\u8fd9\u4efd\u5b8c\u6574\u7248\u7684\u5927\u6a21\u578b AI \u5b66\u4e60\u8d44\u6599\u5df2\u7ecf\u4e0a\u4f20CSDN&#xff0c;\u670b\u53cb\u4eec\u5982\u679c\u9700\u8981\u53ef\u4ee5\u5fae\u4fe1\u626b\u63cf\u4e0b\u65b9CSDN\u5b98\u65b9\u8ba4\u8bc1\u4e8c\u7ef4\u7801\u514d\u8d39\u9886\u53d6\u3010\u4fdd\u8bc1100%\u514d\u8d39\u3011<\/h6>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060810-6889b6ca4c071.png\" alt=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/05840567e2912bcdcdda7b15cba33d93.jpeg\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb593\u6b21\uff0c\u70b9\u8d5e24\u6b21\uff0c\u6536\u85cf5\u6b21\u3002\u65b0\u624b\u5fc5\u770b\uff1a\u5927\u6a21\u578b\u63a8\u7406\u5165\u95e8\u6307\u5357\uff0c\u624b\u628a\u624b\u6559\u4f60\u4ece 0 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