{"id":28154,"date":"2025-11-18T09:20:39","date_gmt":"2025-11-18T01:20:39","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=28154"},"modified":"2025-11-18T09:20:39","modified_gmt":"2025-11-18T01:20:39","slug":"vincicoder%ef%bc%9a%e5%a4%9a%e6%a8%a1%e6%80%81%e7%bb%9f%e4%b8%80%e4%bb%a3%e7%a0%81%e7%94%9f%e6%88%90%e6%a1%86%e6%9e%b6%e5%92%8c%e8%a7%86%e8%a7%89%e5%8f%8d%e9%a6%88%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/11\/18\/28154\/","title":{"rendered":"VinciCoder\uff1a\u591a\u6a21\u6001\u7edf\u4e00\u4ee3\u7801\u751f\u6210\u6846\u67b6\u548c\u89c6\u89c9\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\uff0c\u6570\u636e\u4ee3\u7801\u6a21\u578b\u6743\u91cd\u5df2\u5f00\u6e90"},"content":{"rendered":"
VinciCoder \u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u5730\u5806\u780c SFT \u6570\u636e\uff0c\u800c\u662f\u901a\u8fc7 \u201cSFT + \u7c97\u7ec6\u7c92\u5ea6 ViRL\u201d \u7684\u7ec4\u5408\uff0c\u8bc1\u660e\u4e86 \u201c\u4ee5\u89c6\u89c9\u53cd\u9988\u6307\u5bfc\u4ee3\u7801\u751f\u6210\u201d \u7684\u53ef\u884c\u6027\u4e0e\u4f18\u8d8a\u6027\u3002<\/div>\n
\n
\n

\u957f\u671f\u4ee5\u6765\uff0c\u591a\u6a21\u6001\u4ee3\u7801\u751f\u6210\uff08Multimodal Code Generation\uff09\u7684\u8bad\u7ec3\u4e25\u91cd\u4f9d\u8d56\u4e8e\u7279\u5b9a\u4efb\u52a1\u7684\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u3002\u5c3d\u7ba1\u8fd9\u79cd\u8303\u5f0f\u5728 Chart-to-code \u7b49\u5355\u4e00\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u6210\u529f \uff0c\u4f46\u5176 \u201c\u72ed\u9698\u7684\u8bad\u7ec3\u8303\u56f4\u201d \u4ece\u6839\u672c\u4e0a\u9650\u5236\u4e86\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u963b\u788d\u4e86\u901a\u7528\u89c6\u89c9\u4ee3\u7801\u667a\u80fd\uff08Generalized VIsioN Code Intelligence\uff09\u7684\u53d1\u5c55 \u3002\u540c\u65f6\uff0c\u300cSFT-only\u300d\u7684\u8303\u5f0f\u5728\u786e\u4fdd\u4ee3\u7801\u53ef\u6267\u884c\u6027\u548c\u9ad8\u89c6\u89c9\u4fdd\u771f\u5ea6\u65b9\u9762\u5b58\u5728\u663e\u8457\u74f6\u9888 \u3002<\/p>\n

\u5728\u6b64\u80cc\u666f\u4e0b\uff0c\u4e2d\u79d1\u9662 & \u7f8e\u56e2\u7814\u7a76\u56e2\u961f\u63a8\u51fa\u4e86\u00a0VinciCoder\u00a0\uff0c\u4e00\u4e2a\u65e8\u5728\u6253\u7834 SFT \u74f6\u9888\u7684\u7edf\u4e00\u591a\u6a21\u6001\u4ee3\u7801\u751f\u6210\u6a21\u578b\u3002VinciCoder\u00a0\u9996\u6b21\u5c06\u5f3a\u5316\u5b66\u4e60\u7684\u5956\u52b1\u673a\u5236\u4ece\u6587\u672c\u57df\u8f6c\u5411\u89c6\u89c9\u57df\uff0c\u63d0\u51fa\u89c6\u89c9\u5f3a\u5316\u5b66\u4e60\uff08ViRL\uff09\u00a0\uff0c\u4e13\u653b SFT \u65e0\u6cd5\u89e3\u51b3\u7684\u89c6\u89c9\u4fdd\u771f\u5ea6\u96be\u9898\u3002<\/p>\n

\u672c\u6587\u63d0\u51fa\u7684\u7cfb\u7edf\u6027\u6846\u67b6\u00a0VinciCoder\uff0c\u901a\u8fc7 \u201c\u5927\u89c4\u6a21 SFT + \u7c97\u7ec6\u7c92\u5ea6 ViRL\u201d \u7684\u4e24\u9636\u6bb5\u7b56\u7565\uff0c\u6709\u6548\u7edf\u4e00\u4e86\u4ece\u56fe\u8868\u3001\u7f51\u9875\u3001SVG \u5230\u79d1\u5b66\u7ed8\u56fe\uff08LaTeX\u3001\u5316\u5b66\u5206\u5b50\uff09\u7b49\u591a\u6837\u5316\u4ee3\u7801\u751f\u6210\u4efb\u52a1 \u3002<\/p>\n

<\/p>\n

    \n
  • \u8bba\u6587\u6807\u9898\uff1aVinciCoder: Unifying Multimodal Code Generation via Coarse-to-fine Visual Reinforcement Learning<\/li>\n
  • \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2511.00391<\/li>\n
  • Github \u94fe\u63a5\uff1ahttps:\/\/github.com\/DocTron-hub\/VinciCoder<\/li>\n<\/ul>\n

    \u6570\u636e\u4ee3\u7801\u6a21\u578b\u6743\u91cd\u5df2\u5f00\u6e90\u3002<\/p>\n

    \u6838\u5fc3\u521b\u65b0\u4e0e\u6280\u672f\u7a81\u7834<\/h4>\n

    \u8be5\u8bba\u6587\u540c\u6837\u5bf9\u4f20\u7edf SFT \u8303\u5f0f\u7684\u5c40\u9650\u6027\u8fdb\u884c\u4e86\u6df1\u5165\u5206\u6790\uff0c\u53d1\u73b0\u5176\u5173\u952e\u95ee\u9898\u5728\u4e8e\u8bad\u7ec3\u76ee\u6807\u4e0e\u6700\u7ec8\u4efb\u52a1\u4e4b\u95f4\u5b58\u5728 \u201c\u89c6\u89c9\u9e3f\u6c9f\u201d\uff1a<\/p>\n

      \n
    • \u76ee\u6807\u662f\u5c40\u90e8\u7684\uff1aSFT \u91c7\u7528\u81ea\u56de\u5f52\u7684 \u201c\u4e0b\u4e00\u8bcd\u5143\u9884\u6d4b\u201d \u76ee\u6807 \uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c40\u90e8\u7684\uff0c\u65e0\u6cd5\u4e3a\u4ee3\u7801 \u201c\u53ef\u6267\u884c\u6027\u201d \u7b49\u5168\u5c40\u5c5e\u6027\u63d0\u4f9b\u76d1\u7763\u4fe1\u53f7 \u3002<\/span><\/li>\n
    • \u7f3a\u4e4f\u89c6\u89c9\u53cd\u9988\uff1a\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u5b8c\u5168\u770b\u4e0d\u5230\u4ee3\u7801\u7684\u6e32\u67d3\u7ed3\u679c \u3002\u8fd9\u662f\u4e00\u4e2a\u81f4\u547d\u7f3a\u9677\uff0c\u56e0\u4e3a\u5728\u4ee3\u7801\u4e2d \u201c\u5fae\u5c0f\u7684\u4fee\u6539\u5c31\u53ef\u80fd\u5bfc\u81f4\u6e32\u67d3\u56fe\u50cf\u53d1\u751f\u5de8\u5927\u53d8\u5316\u201d \u3002<\/span><\/li>\n<\/ul>\n

      \u8fd9\u79cd \u201c\u89c6\u89c9 – \u4ee3\u7801\u201d \u76d1\u7763\u7684\u7f3a\u5931\uff0c\u76f4\u63a5\u5bfc\u81f4\u4e86\u4e24\u4e2a\u5173\u952e\u95ee\u9898\uff1a<\/p>\n

        \n
      • \u4fdd\u771f\u5ea6\u4f4e\u4e14\u4e0d\u53ef\u9760\uff1a\u6a21\u578b\u4ec5\u5728\u8bcd\u5143\u5c42\u9762\uff08token-level\uff09\u8fdb\u884c\u4f18\u5316 \uff0c\u65e0\u6cd5\u4fdd\u8bc1\u6e32\u67d3\u51fa\u7684\u56fe\u50cf\u5728\u89c6\u89c9\u4e0a\u4e0e\u8f93\u5165\u5bf9\u9f50\uff0c\u4e5f\u65e0\u6cd5\u4fdd\u8bc1\u4ee3\u7801\u53ef\u4ee5\u6210\u529f\u6267\u884c \u3002<\/span><\/li>\n
      • \u6cdb\u5316\u80fd\u529b\u5dee\uff1a\u4f9d\u8d56\u7279\u5b9a\u4efb\u52a1\u7684\u6570\u636e\u96c6\u8fdb\u884c SFT\uff0c\u96be\u4ee5\u5f62\u6210\u4e00\u4e2a\u7edf\u4e00\u7684\u591a\u6a21\u6001\u4ee3\u7801\u751f\u6210\u6846\u67b6 \u3002<\/span><\/li>\n<\/ul>\n

        \u8003\u8651\u5230 SFT \u7684\u6839\u672c\u5c40\u9650\u6027\uff0c\u7814\u7a76\u8005\u8ba4\u4e3a\u5fc5\u987b\u5f15\u5165\u4e00\u4e2a\u80fd\u591f\u63d0\u4f9b\u5168\u5c40\u89c6\u89c9\u53cd\u9988\u7684\u673a\u5236\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684 RL \u65b9\u6cd5\u4f9d\u8d56\u96be\u4ee5\u6cdb\u5316\u7684 \u201c\u57fa\u4e8e\u89c4\u5219\u7684\u6587\u672c\u5956\u52b1\u201d \u3002VinciCoder \u7684\u7834\u5c40\u70b9\u5728\u4e8e \u2014\u2014\u00a0\u5c06\u5956\u52b1\u673a\u5236\u4ece\u6587\u672c\u57df\u5f7b\u5e95\u8f6c\u5411\u89c6\u89c9\u57df\u00a0\u3002<\/p>\n

        VinciCoder \u7684\u6838\u5fc3\u601d\u8def\u662f\uff1a\u7528\u5927\u89c4\u6a21\u3001\u591a\u6837\u5316\u7684 SFT \u6784\u5efa\u5f3a\u5927\u7684\u4ee3\u7801\u57fa\u7840\u80fd\u529b \uff0c\u518d\u901a\u8fc7\u521b\u65b0\u7684 ViRL \u7b56\u7565\u4e13\u95e8\u4f18\u5316 SFT \u65e0\u6cd5\u89e6\u53ca\u7684\u89c6\u89c9\u4fdd\u771f\u5ea6\u548c\u53ef\u6267\u884c\u6027 \u3002\u8bad\u7ec3\u6846\u67b6\u7531\u300c1.6M \u5927\u89c4\u6a21 SFT \u9636\u6bb5\u300d\u548c\u300c42k \u7c97\u7ec6\u7c92\u5ea6 ViRL \u9636\u6bb5\u300d\u4e24\u90e8\u5206\u7ec4\u6210 \uff0c\u6838\u5fc3\u662f\u901a\u8fc7\u4e24\u9636\u6bb5\u534f\u4f5c\uff0c\u540c\u65f6\u5b9e\u73b0\u5f3a\u5927\u7684\u4ee3\u7801\u7406\u89e3\u4e0e\u9ad8\u4fdd\u771f\u7684\u89c6\u89c9\u5bf9\u9f50\u3002<\/p>\n

        1. \u5927\u89c4\u6a21 SFT \u8bed\u6599\u5e93\u4e0e\u4ee3\u7801\u4f18\u5316\u4efb\u52a1<\/strong><\/p>\n

        <\/p>\n

        \u7814\u7a76\u56e2\u961f\u9996\u5148\u6784\u5efa\u4e86\u4e00\u4e2a\u5305\u542b\u00a01.6M\u00a0\u56fe\u50cf – \u4ee3\u7801\u5bf9\u7684\u5927\u89c4\u6a21\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u8bed\u6599\u5e93 \u3002\u8be5\u8bed\u6599\u5e93\u4e0d\u4ec5\u8986\u76d6\u4e86\u76f4\u63a5\u4ee3\u7801\u751f\u6210\u4efb\u52a1\uff0c\u8fd8\u5f15\u5165 \u201c\u89c6\u89c9\u4ee3\u7801\u4f18\u5316\u201d \u7684\u65b0\u4efb\u52a1 \u3002\u5728\u8fd9\u9879\u4efb\u52a1\u4e2d\uff0c\u6a21\u578b\u4f1a\u63a5\u6536\u5230\u4e00\u4e2a\u76ee\u6807\u56fe\u50cf\u548c\u4e00\u4e2a \u201c\u6709\u7f3a\u9677\u201d \u7684\u4ee3\u7801\u7247\u6bb5\uff08\u5305\u542b\u903b\u8f91\u9519\u8bef\u6216\u53ea\u80fd\u90e8\u5206\u6e32\u67d3\uff09\u3002\u6a21\u578b\u7684\u76ee\u6807\u662f\u4fee\u6b63\u8fd9\u6bb5\u4ee3\u7801\uff0c\u4f7f\u5176\u89c6\u89c9\u8f93\u51fa\u4e0e\u76ee\u6807\u56fe\u50cf\u7cbe\u786e\u5bf9\u9f50 \u3002\u8fd9\u4e00\u8bbe\u8ba1\u6781\u5927\u5730\u63d0\u5347\u4e86\u6a21\u578b\u5728\u4ee3\u7801\u5c42\u9762\u7684\u7ea0\u9519\u548c\u4f18\u5316\u80fd\u529b\uff0c\u4e3a\u540e\u7eed\u7684\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\u5960\u5b9a\u4e86\u575a\u5b9e\u57fa\u7840 \u3002<\/p>\n

        2. \u4ece \u201c\u6587\u672c\u5956\u52b1\u201d \u5230 \u201c\u89c6\u89c9\u5956\u52b1\u201d\uff1a\u7c97\u7ec6\u7c92\u5ea6 ViRL \u6846\u67b6<\/strong><\/p>\n

        <\/p>\n

        \u4f20\u7edf SFT \u8bad\u7ec3\u5728\u591a\u6a21\u6001\u4ee3\u7801\u751f\u6210\u4e0a\u5b58\u5728\u6839\u672c\u7f3a\u9677\uff1a\u5b83\u7f3a\u4e4f \u201c\u89c6\u89c9 – \u4ee3\u7801\u201d \u7684\u95ed\u73af\u53cd\u9988 \uff0c\u4e14\u65e0\u6cd5\u4fdd\u8bc1\u4ee3\u7801\u7684\u5168\u5c40\u53ef\u6267\u884c\u6027 \u3002<\/p>\n

        \u4e3a\u89e3\u51b3\u6b64\u95ee\u9898\uff0cVinciCoder \u5f15\u5165\u4e86\u89c6\u89c9\u5f3a\u5316\u5b66\u4e60 (ViRL)\u00a0\u6846\u67b6\u00a0\u3002\u8be5\u6846\u67b6\u6452\u5f03\u4e86\u4f20\u7edf\u5f3a\u5316\u5b66\u4e60\u4e2d\u8106\u5f31\u7684\u3001\u57fa\u4e8e\u89c4\u5219\u7684 \u201c\u6587\u672c\u5956\u52b1\u201d \uff0c\u8f6c\u800c\u4ece\u89c6\u89c9\u76f4\u63a5\u83b7\u53d6\u5956\u52b1\u4fe1\u53f7 \u3002<\/p>\n

        \u5176\u6838\u5fc3\u7a81\u7834\u5728\u4e8e\u4e00\u5957\u7c97 – \u7ec6\u7c92\u5ea6\uff08Coarse-to-fine\uff09\u89c6\u89c9\u5956\u52b1\u673a\u5236\uff1a<\/p>\n

          \n
        • \u6e32\u67d3\u4e0e\u7f16\u7801\uff1a\u6a21\u578b\u751f\u6210\u7684\u4ee3\u7801\u88ab\u5b9e\u65f6\u6e32\u67d3\u6210\u56fe\u50cf \u3002<\/span><\/li>\n
        • \u7c97\u7c92\u5ea6\uff08\u5168\u5c40\uff09\uff1a\u901a\u8fc7\u4e0b\u91c7\u6837\u751f\u6210\u7f29\u7565\u56fe\uff0c\u8bc4\u4f30\u6574\u4f53\u7ed3\u6784\u7684\u76f8\u4f3c\u6027 \u3002<\/span><\/li>\n
        • \u7ec6\u7c92\u5ea6\uff08\u5c40\u90e8\uff09\uff1a\u5c06\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u5206\u5272\u4e3a\u591a\u4e2a\u5c40\u90e8\u56fe\u5757\uff08patches\uff09\uff0c\u7cbe\u786e\u8ba1\u7b97\u5c40\u90e8\u7ec6\u8282\u7684\u4fdd\u771f\u5ea6 \u3002<\/span><\/li>\n
        • ViT \u5956\u52b1\u6a21\u578b\uff1a\u4f7f\u7528 DINOv2-L \u8ba1\u7b97\u6e32\u67d3\u56fe\u50cf\u4e0e\u76ee\u6807\u56fe\u50cf\u5728\u4e24\u4e2a\u7c92\u5ea6\u4e0a\u7684\u89c6\u89c9\u76f8\u4f3c\u5ea6\uff0c\u4f5c\u4e3a\u5956\u52b1\u4fe1\u53f7\u3002<\/span><\/li>\n
        • \u5bf9\u9f50\u5956\u52b1\u00a0\uff1a\u5f15\u5165\u4e00\u4e2a\u8f85\u52a9\u7684\u8bed\u8a00\u5bf9\u9f50\u5956\u52b1\uff0c\u7528\u4e8e\u60e9\u7f5a\u751f\u6210\u4e86\u9519\u8bef\u4ee3\u7801\u8bed\u8a00\uff08\u5982\u8981\u6c42 Python \u5374\u751f\u6210\u4e86 LaTeX \u7684\u884c\u4e3a\uff09<\/span><\/li>\n
        • \u7b56\u7565\u4f18\u5316\uff1a\u91c7\u7528\u7fa4\u7ec4\u76f8\u5bf9\u7b56\u7565\u4f18\u5316 (GRPO) \u7b97\u6cd5 \u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u663e\u8457\u63d0\u5347\u89c6\u89c9\u5bf9\u9f50\u5ea6\u548c\u4ee3\u7801\u53ef\u6267\u884c\u6027\u3002<\/span><\/li>\n<\/ul>\n

          \u636e\u6211\u4eec\u6240\u77e5\uff0cVinciCoder \u662f\u7b2c\u4e00\u4e2a\u5e94\u7528\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u6765\u5b9e\u73b0\u7edf\u4e00\u89c6\u89c9\u4ee3\u7801\u751f\u6210\u9886\u57df\u4e2d \u201c\u8de8\u9886\u57df\u89c6\u89c9\u4fdd\u771f\u5ea6\u201d \u63d0\u5347\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u00a0\u3002<\/p>\n

          \u5b9e\u9a8c\u7ed3\u679c\u4e0e\u6027\u80fd\u8868\u73b0<\/h4>\n

          \u8bba\u6587\u5728\u4e94\u5927\u591a\u6a21\u6001\u4ee3\u7801\u751f\u6210\u57fa\u51c6\u4e0a\u8fdb\u884c\u4e86\u5168\u9762\u5b9e\u9a8c\uff0c\u5bf9\u6bd4\u4e86\u5305\u62ec Qwen\u3001InternVL \u7b49\u5f00\u6e90\u6a21\u578b\u4ee5\u53ca Gemini-2.5-Pro\u3001Claude-4.5\u3001GPT-5 \u7b49\u95ed\u6e90\u6a21\u578b \uff0c\u6838\u5fc3\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n

          <\/p>\n

          \u5b9e\u9a8c\u7ed3\u679c\u4ee4\u4eba\u77a9\u76ee\uff1aVinciCoder \u5728\u591a\u4e2a\u4e3b\u6d41\u591a\u6a21\u6001\u4ee3\u7801\u751f\u6210\u57fa\u51c6\u4e0a\u5747\u53d6\u5f97\u4e86\u5353\u8d8a\u8868\u73b0\u3002<\/p>\n

            \n
          • SOTA \u6027\u80fd\uff1aVinciCoder \u5728\u5f00\u6e90\u6a21\u578b\u5bf9\u6bd4\u4e2d\u6811\u7acb\u4e86\u65b0\u7684 SOTA \u6807\u51c6 \uff0c\u5176\u6027\u80fd\u663e\u8457\u4f18\u4e8e\u6240\u6709\u540c\u7b49\u89c4\u6a21\u7684\u7ade\u4e89\u5bf9\u624b \u3002<\/span><\/li>\n
          • \u5ab2\u7f8e\u95ed\u6e90\u6a21\u578b\uff1a\u5728\u5982 Image-to-SVG \u548c\u5316\u5b66\u5206\u5b50\u5f0f\u751f\u7b49\u9ad8\u96be\u5ea6\u4efb\u52a1\u4e0a\uff0cVinciCoder \u5c55\u73b0\u51fa\u8d85\u8d8a\u9876\u5c16\u95ed\u6e90\u6a21\u578b\u7684\u5353\u8d8a\u6027\u80fd \u3002<\/span><\/li>\n
          • \u7b56\u7565\u6709\u6548\u6027\uff1a\u6d88\u878d\u5b9e\u9a8c\u8bc1\u660e\uff0c\u4ec5 SFT \u9636\u6bb5\u7684 VinciCoder-SFT \u5c31\u5df2\u5efa\u7acb\u8d77\u5f3a\u5927\u7684\u57fa\u7ebf \uff1b\u800c ViRL \u9636\u6bb5\u7684\u5f15\u5165\uff0c\u5219\u6210\u529f\u5c06\u6a21\u578b\u6027\u80fd\u63d0\u5347\u81f3 SOTA \u6c34\u5e73 \uff0c\u5145\u5206\u9a8c\u8bc1\u4e86 SFT-ViRL \u4e24\u9636\u6bb5\u7b56\u7565\u7684\u538b\u5012\u6027\u4f18\u52bf\u3002<\/span><\/li>\n<\/ul>\n

            <\/p>\n

            \u7814\u7a76\u610f\u4e49\u4e0e\u5e94\u7528\u524d\u666f<\/h4>\n

            VinciCoder \u7684\u7814\u7a76\u4e0d\u4ec5\u5728\u6280\u672f\u4e0a\u53d6\u5f97\u4e86\u91cd\u5927\u7a81\u7834\uff0c\u4e5f\u4e3a\u591a\u6a21\u6001\u4ee3\u7801\u751f\u6210\u9886\u57df\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u7814\u7a76\u8303\u5f0f\uff1a<\/p>\n

              \n
            • \u9a8c\u8bc1 RL \u65b0\u8def\u5f84\uff1a\u8bc1\u660e\u4e86 \u201c\u89c6\u89c9\u5f3a\u5316\u5b66\u4e60\u201d \u662f\u7a81\u7834 SFT \u74f6\u9888\u3001\u63d0\u5347\u4ee3\u7801\u89c6\u89c9\u4fdd\u771f\u5ea6\u7684\u6709\u6548\u9014\u5f84\uff0c\u5c06\u5956\u52b1\u673a\u5236\u4ece\u6587\u672c\u57df\u6210\u529f\u6269\u5c55\u5230\u89c6\u89c9\u57df \u3002<\/span><\/li>\n
            • \u7edf\u4e00\u6846\u67b6\u7684\u5b9e\u73b0\uff1a\u6253\u7834\u4e86\u8fc7\u53bb\u6a21\u578b \u201c\u5404\u81ea\u4e3a\u6218\u201d \u7684\u72ed\u9698\u8303\u5f0f \uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u7edf\u4e00\u6846\u67b6\uff0c\u80fd\u591f\u5904\u7406\u5305\u62ec Python\u3001HTML\u3001SVG\u3001LaTeX\u00a0\u4e43\u81f3\u5316\u5b66 SMILES \u5728\u5185\u7684\u591a\u6837\u5316\u4ee3\u7801\u751f\u6210\u4efb\u52a1 \u3002<\/span><\/li>\n
            • \u9ad8\u4fdd\u771f\u5ea6\u5956\u52b1\u673a\u5236\uff1a\u201c\u7c97 – \u7ec6\u7c92\u5ea6\u201d \u5956\u52b1\u8bbe\u8ba1\u4e3a\u5904\u7406\u9ad8\u5206\u8fa8\u7387\u3001\u9ad8\u590d\u6742\u5ea6\u89c6\u89c9\u8f93\u5165\u7684 RL \u4efb\u52a1\u63d0\u4f9b\u4e86\u5065\u58ee\u4e14\u53ef\u6269\u5c55\u7684\u89e3\u51b3\u65b9\u6848 \u3002<\/span><\/li>\n<\/ul>\n

              \u7ed3\u8bba<\/h4>\n

              VinciCoder \u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u5730\u5806\u780c SFT \u6570\u636e\uff0c\u800c\u662f\u901a\u8fc7 \u201cSFT + \u7c97\u7ec6\u7c92\u5ea6 ViRL\u201d \u7684\u7ec4\u5408\uff0c\u8bc1\u660e\u4e86 \u201c\u4ee5\u89c6\u89c9\u53cd\u9988\u6307\u5bfc\u4ee3\u7801\u751f\u6210\u201d \u7684\u53ef\u884c\u6027\u4e0e\u4f18\u8d8a\u6027\u3002\u8fd9\u4e00\u601d\u8def\u4e0d\u4ec5\u89e3\u51b3\u4e86\u4f20\u7edf SFT \u8303\u5f0f\u5728\u53ef\u6267\u884c\u6027\u4e0e\u89c6\u89c9\u4fdd\u771f\u5ea6\u4e0a\u7684\u75db\u70b9\uff0c\u4e5f\u4e3a\u540e\u7eed\u901a\u7528\u591a\u6a21\u6001\u667a\u80fd\u4f53\u7684\u7814\u53d1\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u3002<\/p>\n

              \u5728\u603b\u4f53\u601d\u8def\u4e0a\uff0c\u8be5\u8bba\u6587\u7684\u601d\u8def\u4e0e R1-Style \u65b9\u6cd5\u9ad8\u5ea6\u76f8\u5173\uff0c\u90fd\u9a8c\u8bc1\u4e86\u5f3a\u5316\u5b66\u4e60\u5728\u63d0\u5347\u57fa\u7840\u6a21\u578b\u9ad8\u7ea7\u80fd\u529b\u4e0a\u7684\u5de8\u5927\u6f5c\u529b\u3002VinciCoder \u7684\u6210\u529f\u63a2\u7d22\u8868\u660e\uff0cRL \u4e0d\u4ec5\u53ef\u4ee5\u7528\u4e8e\u4f18\u5316\u6570\u5b66\u63a8\u7406\u7b49\u6587\u672c\u4efb\u52a1\uff0c\u66f4\u53ef\u4ee5\u4f5c\u4e3a\u8fde\u63a5 \u201c\u89c6\u89c9\u201d \u4e0e \u201c\u4ee3\u7801\u201d \u4e24\u5927\u6a21\u6001\u7684\u6865\u6881\uff0c\u89e3\u51b3 SFT \u65e0\u6cd5\u4f01\u53ca\u7684\u8de8\u6a21\u6001\u5bf9\u9f50\u96be\u9898\u3002<\/p>\n

              \u66f4\u591a\u7ec6\u8282\u8bf7\u53c2\u9605\u539f\u8bba\u6587\u3002<\/p>\n

              \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

              <\/div>\n

              <\/g><\/svg><\/i> \"Loading\"<\/p>\n

              <\/div>\n","protected":false},"excerpt":{"rendered":"

              VinciCoder \u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u5730\u5806\u780c SFT \u6570\u636e\uff0c\u800c\u662f\u901a\u8fc7 \u201cSFT + \u7c97\u7ec6\u7c92\u5ea6 ViRL\u201d \u7684 […]<\/p>\n

              <\/div>\n

              <\/g><\/svg><\/i> \"Loading\"<\/p>\n

              <\/div>\n","protected":false},"author":56,"featured_media":28155,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[1977],"class_list":["post-28154","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-vincicoder"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/28154","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=28154"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/28154\/revisions"}],"predecessor-version":[{"id":28160,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/28154\/revisions\/28160"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/28155"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=28154"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=28154"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=28154"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}