{"id":37992,"date":"2025-02-07T23:00:52","date_gmt":"2025-02-07T15:00:52","guid":{"rendered":"https:\/\/17aitech.com\/?p=37992"},"modified":"2025-02-07T23:00:52","modified_gmt":"2025-02-07T15:00:52","slug":"darwin-1-5-%e6%9d%a5%e5%95%a6%ef%bc%81%e6%9d%90%e6%96%99%e8%ae%be%e8%ae%a1%e9%80%9a%e7%94%a8%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%ef%bc%8c%e5%88%b7%e6%96%b0%e5%a4%9a%e9%a1%b9%e5%ae%9e%e9%aa%8c","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37992","title":{"rendered":"DARWIN 1.5 \u6765\u5566\uff01\u6750\u6599\u8bbe\u8ba1\u901a\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5237\u65b0\u591a\u9879\u5b9e\u9a8c\u6027\u8d28\u9884\u6d4b\u8bb0\u5f55"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:DARWIN 1.5 \u6765\u5566\uff01\u6750\u6599\u8bbe\u8ba1\u901a\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5237\u65b0\u591a\u9879\u5b9e\u9a8c\u6027\u8d28\u9884\u6d4b\u8bb0\u5f55<\/a><\/p>\n

<\/a><\/p>\n

\u7f16\u8f91\u4e28Science AI<\/p>\n

\u6750\u6599\u53d1\u73b0\u548c\u8bbe\u8ba1\u7684\u6838\u5fc3\u76ee\u6807\u662f\u5bfb\u627e\u7406\u60f3\u7684\u6210\u5206\u548c\u7ed3\u6784\uff0c\u4f46\u4f20\u7edf\u65b9\u6cd5\uff0c\u5982\u9ad8\u901a\u91cf\u6a21\u62df\u548c\u673a\u5668\u5b66\u4e60\uff0c\u901a\u5e38\u4f9d\u8d56\u4e8e\u590d\u6742\u63cf\u8ff0\u7b26\uff0c\u8fc7\u4e8e\u56fa\u5b9a\u4e14\u96be\u4ee5\u901a\u7528\uff0c\u5e76\u4e14\u65e0\u6cd5\u51c6\u786e\u53cd\u6620\u771f\u5b9e\u6750\u6599\u7279\u6027\uff0c\u56e0\u800c\u9650\u5236\u4e86\u5b9e\u9645\u5e94\u7528\u3002<\/p>\n

GreenDynamic \u4e0e\u6765\u81ea\u6fb3\u5927\u5229\u4e9a\u65b0\u5357\u5a01\u5c14\u58eb\u5927\u5b66\uff08UNSW\uff09\uff0c\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u548c\u9999\u6e2f\u57ce\u5e02\u5927\u5b66\u7684\u56e2\u961f\u5171\u540c\u5f00\u53d1\u4e86\u4e00\u6b3e\u540d\u4e3a DARWIN 1.5 \u7684\u6a21\u578b\u3002<\/p>\n

<\/a><\/p>\n

\u4e0d\u540c\u4e8e\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0cDARWIN \u57fa\u4e8e\u8bed\u8a00\u63a5\u53e3\u5fae\u8c03\u6846\u67b6\uff08LIFT\uff0c2022 NeurIPS, \u672c\u6587\u5171\u540c\u4f5c\u8005\uff09\uff0c\u6574\u5408\u4e86 33 \u4e07\u79d1\u5b66\u95ee\u7b54\u548c 22 \u4e2a\u6750\u6599\u79d1\u5b66\u4efb\u52a1\uff0c\u4e3a\u6750\u6599\u5c5e\u6027\u9884\u6d4b\u548c\u53d1\u73b0\u63d0\u4f9b\u4e86\u7075\u6d3b\u7edf\u4e00\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5e76\u4e14\u6210\u529f\u7cbe\u51c6\u9884\u6d4b\u4e86\u4e0a\u4e07\u79cd\u6750\u6599\u7684\u6027\u8d28\u6570\u503c\u3002<\/p>\n

\u76f8\u6bd4\u57fa\u7840\u00a0LLaMA-7B\u00a0\u548c\u00a0GPT-4\uff0cDARWIN 1.5\u00a0\u6700\u9ad8\u63d0\u5347\u4e86\u00a060%\uff0c\u5e76\u5728\u8d85\u8fc7\u534a\u6570\u6750\u6599\u5c5e\u6027\u9884\u6d4b\u4efb\u52a1\uff08\u5982\u5e26\u9699\u548c\u5c48\u670d\u5f3a\u5ea6\u9884\u6d4b\uff09\u4e2d\uff0c\u4f18\u4e8e\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u3002\u5728\u00a0MatBench\u00a0bandgap\u00a0\u5b9e\u9a8c\u6027\u8d28\u9884\u6d4b\u7b49\u591a\u4e2a\u4efb\u52a1\u4e2d\u51fb\u8d25\u4e86\u6240\u6709\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u521b\u9020\u4e86\u65b0\u7684\u6700\u9ad8\u8bb0\u5f55\uff08SOTA\uff09\u3002<\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1aDARWIN \u767b\u9876\u52b3\u4f26\u65af\u4f2f\u514b\u5229\u56fd\u5bb6\u5b9e\u9a8c\u5ba4 MatBench \u6750\u6599\u5e26\u9699\u5b9e\u9a8c\u6027\u8d28\u7684\u9884\u6d4b\u7684\u6700\u9ad8\u8bb0\u5f55\u3002<\/p>\n

<\/p>\n

\u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565<\/strong><\/p>\n

<\/p>\n

\u5728\u8be5\u7814\u7a76\u4e2d\uff0c\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\uff0c\u5373 QA\uff08question-answering\uff09\u5fae\u8c03\u548c\u591a\u4efb\u52a1\u5b66\u4e60\uff0c\u4ee5\u8d4b\u4e88 DARWIN \u719f\u7ec3\u6267\u884c\u8fd9\u4e9b\u4efb\u52a1\u7684\u80fd\u529b\u3002<\/p>\n

<\/p>\n

    \n
  1. \u7b2c\u4e00\u9636\u6bb5\u7684 QA \u6570\u636e\u96c6\u6765\u81ea\u9ad8\u5f15\u7528\u7684\u79d1\u5b66\u6587\u732e\uff0c\u8fd9\u4e0d\u4ec5\u6709\u52a9\u4e8e\u5c06\u5173\u952e\u7684\u201c\u4e13\u4e1a\u201d\u77e5\u8bc6\uff08know-how knowledge\uff09\u6ce8\u5165 LLM\uff0c\u800c\u4e14\u53ef\u4ee5\u66f4\u597d\u5730\u6a21\u62df\u4eba\u7c7b\u5316\u5b66\u5bb6\u6216\u6750\u6599\u79d1\u5b66\u5bb6\u6267\u884c\u4efb\u52a1\u7684\u8303\u5f0f\u2014\u2014\u901a\u8fc7\u5206\u6790\u548c\u89e3\u91ca\u6587\u732e\uff0c\u800c\u4e0d\u662f\u5b8c\u5168\u4f9d\u8d56\u590d\u6742\u7684\u8ba1\u7b97\u6a21\u62df\uff0c\u4f8b\u5982\u6d89\u53ca CIF \u6587\u4ef6\u7684\u8fd0\u7b97\u3002\u4e0e\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u5fae\u8c03\u5355\u72ec\u7684 LLM \u4e0d\u540c\uff0c<\/li>\n
  2. \u7b2c\u4e8c\u9636\u6bb5\u91c7\u7528\u591a\u4efb\u52a1\u5b66\u4e60\u673a\u5236\uff0c\u540c\u65f6\u6267\u884c\u4e0d\u540c\u7684\u4efb\u52a1\uff0c\u5176\u4e2d\u5305\u62ec 5 \u4e2a\u5206\u7c7b\u548c 17 \u4e2a\u56de\u5f52\u4efb\u52a1\u3002\u8fd9\u4e9b\u4efb\u52a1\u4e0e\u5206\u5b50\u548c\u6750\u6599\u7684\u5171\u540c\u5c5e\u6027\u5bc6\u5207\u76f8\u5173\uff0c\u6d89\u53ca\u4e0d\u540c\u7684\u7cfb\u7edf\u3002\u8fd9\u79cd\u673a\u5236\u80fd\u591f\u6709\u6548\u5229\u7528\u4efb\u52a1\u95f4\u7684\u534f\u540c\u4f5c\u7528\uff0c\u7f13\u89e3\u6570\u636e\u5206\u5e03\u4e0d\u5e73\u8861\uff0c\u6709\u6548\u5b9e\u73b0\u57fa\u7840\u8868\u5f81\u7684\u5171\u4eab\u5b66\u4e60\u548c\u8de8\u4efb\u52a1\u7684\u77e5\u8bc6\u8f6c\u79fb\u3002<\/li>\n<\/ol>\n

    \u8be5\u7b56\u7565\u4e0d\u4ec5\u5171\u4eab\u5e95\u5c42\u8868\u793a\uff0c\u8fd8\u6709\u6548\u7f13\u89e3\u4e86\u6570\u636e\u5206\u5e03\u4e0d\u5747\u7684\u95ee\u9898\u3002\u7814\u7a76\u8868\u660e\uff0c\u8fd9\u79cd\u8bad\u7ec3\u65b9\u6cd5\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u5728\u5b9e\u9a8c\u548c\u7406\u8bba\u6570\u636e\u4e2d\u7684\u6027\u80fd\uff0c\u4f7f\u5176\u9002\u7528\u4e8e\u5e7f\u6cdb\u7684\u6750\u6599\u8bbe\u8ba1\u4efb\u52a1\u3002<\/p>\n

    \u4f7f\u7528SciQAG-24D\u6570\u636e\u96c6\u548c\u591a\u4efb\u52a1\u5b66\u4e60\u7b56\u7565<\/strong><\/p>\n

    \u76ee\u524d\uff0c\u673a\u5668\u5b66\u4e60\u5728\u6750\u6599\u548c\u5316\u5b66\u9886\u57df\u7684\u5e94\u7528\u901a\u5e38\u4f9d\u8d56\u590d\u6742\u7684\u4e13\u7528\u63cf\u8ff0\u7b26\u4f5c\u4e3a\u8f93\u5165\u3002\u8fd9\u4e9b\u63cf\u8ff0\u7b26\u867d\u6709\u6548\uff0c\u4f46\u8bbe\u8ba1\u96be\u5ea6\u9ad8\u3001\u4efb\u52a1\u95f4\u7684\u901a\u7528\u6027\u6709\u9650\uff0c\u5e76\u4e14\u7406\u8bba\u63cf\u8ff0\u7b26\u4e0e\u5b9e\u9a8c\u6570\u636e\u53ef\u80fd\u5b58\u5728\u5dee\u5f02\u3002<\/p>\n

    \u76f8\u6bd4\u4e4b\u4e0b\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u7684\u65b9\u6cd5\u4ee5\u81ea\u7136\u8bed\u8a00\u4f5c\u4e3a\u7edf\u4e00\u8f93\u5165\u683c\u5f0f\uff0c\u4e0d\u4ec5\u7b80\u5316\u4e86\u4efb\u52a1\u6574\u5408\uff0c\u8fd8\u80fd\u65e0\u7f1d\u5f15\u5165\u300c\u4e13\u4e1a\u4fe1\u606f\u300d\uff0c\u589e\u5f3a\u5176\u5728\u5b9e\u9a8c\u573a\u666f\u4e2d\u7684\u9002\u7528\u6027\u3002<\/p>\n

    <\/a><\/p>\n

    \u56fe 1\uff1aDARWIN \u6a21\u578b\u793a\u610f\u56fe\u3002<\/p>\n

    \u4e3a\u63d0\u5347 LLM \u7684\u6027\u80fd\uff0c\u7814\u7a76\u4eba\u5458\u4f7f\u7528\u00a0SciQAG-24D \u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b\u4ece\u79d1\u5b66\u8bba\u6587\u4e2d\u63d0\u53d6\u7684 33000 \u4e2a\u5f00\u653e\u5f0f\u95ee\u7b54\u5bf9\uff0c\u4fdd\u7559\u4e86\u79d1\u5b66\u6587\u672c\u4e2d\u7684\u6838\u5fc3\u77e5\u8bc6\uff0c\u964d\u4f4e\u4e86\u5355\u7eaf\u4f9d\u8d56 LLM \u751f\u6210\u5185\u5bb9\u65f6\u7684\u5d29\u6e83\u98ce\u9669\u3002<\/p>\n

    \u7814\u7a76\u8fd8\u5f15\u5165\u4e86\u591a\u4efb\u52a1\u5b66\u4e60\uff08MTL\uff09\uff0c\u4ece 21 \u4e2a\u6570\u636e\u96c6\u4e2d\u63d0\u53d6\u4e86 5 \u4e2a\u5206\u7c7b\u4efb\u52a1\u548c 17 \u4e2a\u56de\u5f52\u4efb\u52a1\uff0c\u6db5\u76d6\u65e0\u673a\u7269\u5230\u590d\u5408\u7269\u7684\u591a\u79cd\u6750\u6599\u7cfb\u7edf\uff0c\u63cf\u8ff0\u5176\u7269\u7406\u3001\u5316\u5b66\u548c\u7535\u5316\u5b66\u5c5e\u6027\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u5305\u62ec\u591a\u79cd\u6750\u6599\u8868\u793a\u5f62\u5f0f\uff08\u5982\u6210\u5206\u3001\u6750\u6599\u540d\u79f0\u3001SMILES\u7b26\u53f7\u548c\u7ed3\u6784\u56fe\u6848\uff09\u3002\u7814\u7a76\u4eba\u5458\u5c06\u539f\u59cb\u6570\u636e\u8f6c\u5316\u4e3a\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u683c\u5f0f\uff0c\u4f8b\u5982\u300e\u7ed9\u5b9a\u6210\u5206\u7684\u5e26\u9699\u662f\u591a\u5c11\uff1f\u8f93\u5165\u300cCdCu2SnS4\u300d\uff0c\u8f93\u51fa\u300c1.37\u300d\u300f\u3002<\/p>\n

    QA \u5fae\u8c03\u548c\u591a\u4efb\u52a1\u5b66\u4e60\u663e\u8457\u63d0\u5347\u6a21\u578b\u6027\u80fd<\/strong><\/p>\n

    \u4e3a\u4f18\u5316 DARWIN \u5927\u6a21\u578b\u5728\u6750\u6599\u79d1\u5b66\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\uff0c\u7814\u7a76\u4eba\u5458\u8bbe\u8ba1\u5e76\u8bc4\u4f30\u4e86\u56db\u79cd\u5fae\u8c03\u7b56\u7565\uff0c\u65e8\u5728\u627e\u5230\u6700\u4f18\u7684\u8bad\u7ec3\u65b9\u6cd5\u3002\u8fd9\u4e9b\u7b56\u7565\u57fa\u4e8e LLaMA \u7cfb\u5217\u6a21\u578b\u8fdb\u884c\u5b9e\u9a8c\uff0c\u4ee5\u63a2\u7d22 DARWIN \u7684\u6700\u4f73\u5fae\u8c03\u65b9\u5f0f\uff1a<\/p>\n

      \n
    1. \u5355\u4efb\u52a1\uff08Base-ST\uff09\uff1a\u9488\u5bf9\u6bcf\u4e2a\u4efb\u52a1\u72ec\u7acb\u5fae\u8c03\u6a21\u578b\uff0c\u8bc4\u4f30\u5355\u4efb\u52a1\u9002\u5e94\u80fd\u529b\u5e76\u5efa\u7acb\u57fa\u51c6\u3002<\/li>\n
    2. \u591a\u4efb\u52a1\uff08Base-MT\uff09\uff1a\u5c06 22 \u4e2a\u4efb\u52a1\u7684\u6570\u636e\u6df7\u5408\u5fae\u8c03\u4e00\u4e2a\u6a21\u578b\u4ee5\u6267\u884c\u6240\u6709\u4efb\u52a1\u3002<\/li>\n
    3. QA\u5355\u4efb\u52a1\uff08QA-ST, 2-stage\uff09\uff1a\u5148\u5728 QA \u6570\u636e\uff08Base-QA\uff09\u4e0a\u5fae\u8c03\uff0c\u518d\u9488\u5bf9\u6bcf\u4e2a\u4efb\u52a1\u8fdb\u4e00\u6b65\u5fae\u8c03\u3002<\/li>\n
    4. QA\u591a\u4efb\u52a1\uff08QA-MT, 2-stage\uff09\uff1a\u5728 QA \u5fae\u8c03\u540e\u7684\u6a21\u578b\uff08Base-QA\uff09\u4e0a\u7528 22 \u4e2a\u4efb\u52a1\u6570\u636e\u6df7\u5408\u5fae\u8c03\u3002<\/li>\n<\/ol>\n

      \u7ed3\u679c\uff1a<\/p>\n

        \n
      1. \u5728\u5206\u7c7b\u4efb\u52a1\u4e2d\uff1aQA\u5fae\u8c03\u5e73\u5747\u63d0\u5347 1.55%\uff0c\u591a\u4efb\u52a1\u5fae\u8c03\u63d0\u5347 2.65%\uff0c\u4e24\u9636\u6bb5\u5fae\u8c03\uff08QA-MT\uff09\u5e73\u5747\u63d0\u5347 3.38%\u3002\u7279\u5b9a\u4efb\u52a1\u4e2d\uff0c\u5206\u7c7b\u4efb\u52a1C1\u5728Base-MT\u4e2d\u63d0\u5347\u4e86 6%-8%\uff0c\u800c\u5728 QA-ST \u4e2d\u7684\u63d0\u5347\u8f83\u5c0f\uff0c\u4ec5\u7ea6 1%\u3002<\/li>\n<\/ol>\n

        \u5728\u56de\u5f52\u4efb\u52a1\u4e2d\uff0cQA \u5fae\u8c03\u7684\u5e73\u5747\u63d0\u5347\u4e3a 2.3%\uff0c\u591a\u4efb\u52a1\u5fae\u8c03\u7684\u5e73\u5747\u63d0\u5347\u4e3a 10.77%\uff0c\u4e24\u9636\u6bb5\uff082-stage\uff09\u5fae\u8c03\u7684\u8868\u73b0\u6700\u4f73\uff0c\u63d0\u5347\u8fbe 11.79%\u3002<\/p>\n

        <\/a><\/p>\n

        \u56fe 2\uff1a\u4e0d\u540c\u5fae\u8c03\u7b56\u7565\u5bf9\u4efb\u52a1\u6027\u80fd\u7684\u5f71\u54cd\u5bf9\u6bd4\u3002<\/p>\n

        \u56fe 2 \u4e2d\uff0c\u4ee5 Base-ST \u4e3a\u57fa\u51c6\uff0c\u67f1\u72b6\u56fe\u663e\u793a\u4e86\u4e0d\u540c\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u5dee\u5f02\u3002\u865a\u7ebf\u8868\u793a\u5e73\u5747\u6539\u8fdb\u3002<\/p>\n

        \u56fe 2 \u8868\u660e\uff0c\u4e0d\u540c\u5fae\u8c03\u7b56\u7565\u80fd\u591f\u6709\u6548\u6ce8\u5165\u300c\u4e13\u4e1a\u300d\u77e5\u8bc6\u5e76\u5229\u7528\u4efb\u52a1\u95f4\u534f\u540c\u6548\u5e94\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u6027\u80fd\uff0c\u4f46\u5404\u4efb\u52a1\u4e0e\u5fae\u8c03\u7b56\u7565\u7684\u517c\u5bb9\u6027\u5b58\u5728\u5dee\u5f02\uff0c\u8868\u73b0\u5728\u67d0\u4e9b\u4efb\u52a1\u66f4\u9002\u5408\u7279\u5b9a\u7b56\u7565\u3002<\/p>\n

        <\/a><\/p>\n

        \u56fe 3\uff1a\u6a21\u578b\u6027\u80fd\u4e0e QA-MT \u5728\u5404\u9879\u4efb\u52a1\u4e2d\u7684\u6bd4\u8f83\u3002<\/p>\n

        \u56fe3\u6bd4\u8f83\u4e86 QA-MT \u5728\u5404\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\uff0c\u7ed3\u679c\u663e\u793a\u5176\u5728\u5927\u591a\u6570\u4efb\u52a1\u4e0a\u4f18\u4e8e\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u57fa\u51c6\u65b9\u6cd5\u548c GPT \u7cfb\u5217\u5fae\u8c03\u6a21\u578b\u3002\u5c24\u5176\u662f\u5728\u5904\u7406\u6750\u6599\u79d1\u5b66\u5e94\u7528\u65f6\uff0cQA-MT \u59cb\u7ec8\u4f18\u4e8eGPT-3.5\uff0cGPT-4 \u7b49\u6a21\u578b\uff0c\u8868\u660e\u5176\u5728\u7075\u6d3b\u6027\u548c\u5b9e\u73b0\u96be\u5ea6\u65b9\u9762\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002<\/p>\n

        \u603b\u4f53\u6765\u770b\uff0c\u8fd9\u4e9b\u7ed3\u679c\u8bc1\u5b9e\u4e86\u00a0QA \u5fae\u8c03\u548c\u591a\u4efb\u52a1\u5b66\u4e60\u7b56\u7565\u7684\u6709\u6548\u6027\uff0c\u5f53\u4e24\u8005\u7ed3\u5408\u65f6\uff0c\u80fd\u591f\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002\u5728\u540e\u7eed\u90e8\u5206\u4e2d\uff0c\u5c06\u8be6\u7ec6\u5206\u6790\u4e24\u9636\u6bb5\u5fae\u8c03\u4e2d\u9a71\u52a8\u6027\u80fd\u63d0\u5347\u7684\u5173\u952e\u56e0\u7d20\u3002<\/p>\n

        \u9884\u8bad\u7ec3\u4e3a DARWIN \u6a21\u578b\u5960\u5b9a\u57fa\u7840<\/strong><\/p>\n

        \u4e3a\u4f18\u5316 DARWIN \u6a21\u578b\u5728\u6750\u6599\u79d1\u5b66\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\uff0c\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u5bf9\u6bd4\u672a\u8bad\u7ec3\u4e0e\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u8bc4\u4f30\u9884\u8bad\u7ec3\u9636\u6bb5\u7684\u901a\u7528\u8bed\u8a00\u80fd\u529b\u5bf9\u540e\u7eed QA \u5fae\u8c03\u548c\u591a\u4efb\u52a1\u5fae\u8c03\u7684\u5f71\u54cd\u3002<\/p>\n

        \u65b9\u6cd5<\/strong><\/p>\n

          \n
        1. \n\u6a21\u578b\u5bf9\u6bd4<\/strong>\uff1a\u7814\u7a76\u4eba\u5458\u5bf9\u672a\u8bad\u7ec3\u7684 LLaMA-7B \u6a21\u578b\uff08\u968f\u673a\u521d\u59cb\u5316\u53c2\u6570\uff09\u548c\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u4e86\u5bf9\u7167\u5b9e\u9a8c\u3002<\/li>\n
        2. \n\u5fae\u8c03\u7b56\u7565<\/strong>\uff1a\u5206\u522b\u5bf9\u4e24\u79cd\u6a21\u578b\u8fdb\u884c\u5355\u4efb\u52a1\u5fae\u8c03\uff08Random-ST\/Base-ST\uff09\u548c\u591a\u4efb\u52a1\u5fae\u8c03\uff08Random-MT\/Base-MT\uff09\u3002<\/li>\n<\/ol>\n

          \u7ed3\u679c<\/strong><\/p>\n

            \n
          1. \n\u9884\u8bad\u7ec3\u7684\u91cd\u8981\u6027<\/strong>\uff1a<\/li>\n
          2. \n<\/p>\n
              \n
            1. \u5728\u5355\u4efb\u52a1\u5fae\u8c03\u4e2d\uff0c\u9884\u8bad\u7ec3\u6a21\u578b\uff08Base-ST\uff09\u663e\u8457\u4f18\u4e8e\u672a\u8bad\u7ec3\u6a21\u578b\uff08Random-ST\uff09\uff0c\u5206\u7c7b\u4efb\u52a1\u5e73\u5747\u63d0\u5347\u00a011.04%\uff0c\u56de\u5f52\u4efb\u52a1\u63d0\u5347\u00a033.57%\u3002<\/li>\n
            2. \u591a\u4efb\u52a1\u5fae\u8c03\u5bf9\u672a\u8bad\u7ec3\u6a21\u578b\u7684\u6027\u80fd\u63d0\u5347\u66f4\u4e3a\u663e\u8457\uff0c\u5728\u56de\u5f52\u4efb\u52a1\u4e2d\u6700\u9ad8\u63d0\u5347\u00a024.08%\u3002<\/li>\n<\/ol>\n<\/li>\n
            3. \n\u4efb\u52a1\u7c7b\u522b\u7684\u5f71\u54cd<\/strong>\uff1a<\/li>\n
            4. \n<\/p>\n
                \n
              1. \u9884\u8bad\u7ec3\u6a21\u578b\u5bf9\u201c\u901a\u7528\u4efb\u52a1\u201d\uff08\u5982\u6750\u6599\u540d\u79f0\u3001\u6210\u5206\uff09\u7684\u63d0\u5347\u51e0\u4e4e\u662f\u201c\u4e13\u4e1a\u4efb\u52a1\u201d\uff08\u5982 SMILES\u3001MOFs\uff09\u7684\u4e24\u500d\u3002<\/li>\n
              2. \u672a\u8bad\u7ec3\u6a21\u578b\u5728\u591a\u4efb\u52a1\u5fae\u8c03\u540e\uff0c\u901a\u7528\u4efb\u52a1\u7684\u8868\u73b0\u63d0\u5347\u66f4\u4e3a\u660e\u663e\u3002<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n

                \u7ed3\u5408\u6548\u679c<\/strong>\uff1a\u5f53\u9884\u8bad\u7ec3\u548c\u591a\u4efb\u52a1\u5fae\u8c03\u7ed3\u5408\u65f6\uff0c\u8fd9\u79cd\u7c7b\u522b\u5dee\u5f02\u51cf\u5c0f\uff0c\u663e\u793a\u9884\u8bad\u7ec3\u9636\u6bb5\u4e3a\u901a\u7528\u8bed\u8a00\u80fd\u529b\u6253\u4e0b\u57fa\u7840\uff0c\u800c\u591a\u4efb\u52a1\u5fae\u8c03\u6709\u6548\u6574\u5408\u4e86\u4e0d\u540c\u6750\u6599\u8868\u5f81\u95f4\u7684\u534f\u540c\u4f5c\u7528\u3002<\/p>\n

                \u7ed3\u8bba<\/strong><\/p>\n

                \u9884\u8bad\u7ec3\u4e3a DARWIN \u6a21\u578b\u7684\u8bbe\u8ba1\u63d0\u4f9b\u4e86\u5173\u952e\u652f\u6301\uff1a<\/p>\n

                  \n
                1. \u663e\u8457\u63d0\u5347\u5206\u7c7b\u548c\u56de\u5f52\u4efb\u52a1\u6027\u80fd\uff0c\u7279\u522b\u662f\u5728\u901a\u7528\u4efb\u52a1\u4e2d\u8868\u73b0\u7a81\u51fa\u3002<\/li>\n
                2. \u4e3a\u591a\u4efb\u52a1\u5fae\u8c03\u63d0\u4f9b\u4e86\u7edf\u4e00\u7684\u9886\u57df\u77e5\u8bc6\u57fa\u7840\uff0c\u6269\u5c55\u4e86\u6750\u6599\u79d1\u5b66\u4efb\u52a1\u7684\u9002\u7528\u6027\u3002<\/li>\n<\/ol>\n

                  \u8fd9\u4e00\u7814\u7a76\u9a8c\u8bc1\u4e86\u9884\u8bad\u7ec3\u9636\u6bb5\u7684\u91cd\u8981\u4f5c\u7528\uff0c\u5e76\u4e3a DARWIN \u6a21\u578b\u5728\u81ea\u7136\u79d1\u5b66\u4e2d\u7684\u5e7f\u6cdb\u5e94\u7528\u5960\u5b9a\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n

                  <\/a><\/p>\n

                  \u56fe 4\uff1a\u5355\u4efb\u52a1\u548c\u591a\u4efb\u52a1\u5fae\u8c03\u7b56\u7565\u4e0b\u9884\u8bad\u7ec3\u548c\u975e\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u6027\u80fd\u5bf9\u6bd4\u3002<\/p>\n

                  <\/a><\/p>\n

                  \u56fe 5\uff1a\u4e00\u822c\u548c\u4e13\u4e1a\u6750\u6599\u8868\u793a\u4efb\u52a1\u4e2d\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u7684\u6bd4\u8f83\u6536\u76ca\u3002<\/p>\n

                  \u591a\u4efb\u52a1\u5fae\u8c03\uff1a\u663e\u8457\u589e\u5f3a\u77e5\u8bc6\u8fc1\u79fb\u4e0e\u56de\u5f52\u4efb\u52a1\u8868\u73b0<\/strong><\/p>\n

                  \u7814\u7a76\u53d1\u73b0\uff0c\u6a21\u578b\u7684\u6027\u80fd\u63d0\u5347\u4e0d\u4ec5\u9760\u8f93\u5165\u7684\u6570\u636e\u79cd\u7c7b\u591a\u6837\u5316\u6765\u589e\u5f3a\u6267\u884c\u80fd\u529b\uff0c\u8fd8\u4f9d\u8d56\u4e8e\u5bf9\u771f\u5b9e\u4e16\u754c\u77e5\u8bc6\u7684\u6df1\u5165\u7406\u89e3\u548c\u5438\u6536\u3002\u7279\u522b\u662f\uff0c\u8f85\u52a9\u6570\u636e\u5bf9\u6a21\u578b\u8868\u73b0\u7684\u63d0\u5347\u8d77\u5230\u4e86\u5173\u952e\u4f5c\u7528\uff0c\u8fd9\u4e5f\u8fdb\u4e00\u6b65\u8bc1\u660e\u4e86\u9884\u8bad\u7ec3\u9636\u6bb5\u4e3a\u4e0d\u540c\u77e5\u8bc6\u6846\u67b6\u95f4\u7684\u8fde\u63a5\u642d\u5efa\u4e86\u6865\u6881\u3002<\/p>\n

                  \u4e3a\u4e86\u63a2\u7d22\u591a\u4efb\u52a1\u5fae\u8c03\u5728\u63d0\u5347\u6a21\u578b\u56de\u5f52\u4efb\u52a1\u8868\u73b0\u4e2d\u7684\u5177\u4f53\u673a\u5236\uff0c\u7814\u7a76\u56e2\u961f\u5bf9\u4e24\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\uff08matbench exp bandgap \u548c matbench steel\uff09\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002<\/p>\n

                  \u4ed6\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u6d88\u878d\u7814\u7a76\uff08Ablation study\uff09\u7684\u65b9\u6cd5\uff0c\u6d4b\u8bd5\u771f\u5b9e\u6570\u636e\u548c\u5408\u6210\u6570\u636e\u5728\u6a21\u578b\u6027\u80fd\u63d0\u5347\u4e2d\u7684\u4f5c\u7528\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u771f\u5b9e\u6570\u636e\u5bf9\u6027\u80fd\u63d0\u5347\u5c24\u4e3a\u91cd\u8981\uff0c\u4f8b\u5982\u5728 matbench steel \u6570\u636e\u96c6\u4e2d\uff0c\u5f15\u5165\u771f\u5b9e\u6570\u636e\u540e\uff0c\u6a21\u578b\u7684\u8bef\u5dee\uff08MAE\uff09\u4ece 194.9 \u964d\u81f3 109.9\uff0c\u6027\u80fd\u63d0\u5347\u4e86 44%\u3002\u8fd9\u8868\u660e\u57fa\u4e8e\u6210\u5206\u7684\u7edf\u4e00\u8868\u793a\u5728\u77e5\u8bc6\u8fc1\u79fb\u4e2d\u8d77\u5230\u4e86\u663e\u8457\u4f5c\u7528\u3002<\/p>\n

                  \u4ed6\u4eec\u8fd8\u8fdb\u4e00\u6b65\u6d4b\u8bd5\u4e86\u5408\u6210\u6570\u636e\u7684\u6548\u679c\u3002\u4f8b\u5982\uff1a<\/p>\n

                    \n
                  1. \u5982\u679c\u4fdd\u7559\u6750\u6599\u7684\u771f\u5b9e\u6210\u5206\uff0c\u4f46\u968f\u673a\u751f\u6210\u5c5e\u6027\u503c\uff08+Syn 1\uff09\uff0c\u4f1a\u5f15\u5165\u9519\u8bef\u7684\u77e5\u8bc6\uff0c\u5bfc\u81f4\u6a21\u578b\u6027\u80fd\u4e0b\u964d\u3002<\/li>\n
                  2. \u5982\u679c\u4fdd\u7559\u771f\u5b9e\u7684\u5c5e\u6027\u503c\uff0c\u4f46\u968f\u673a\u5316\u6210\u5206\uff08+Syn 3\uff09\uff0c\u6a21\u578b\u4ecd\u80fd\u901a\u8fc7\u7edf\u8ba1\u6a21\u5f0f\u5b9e\u73b0\u4e00\u5b9a\u7a0b\u5ea6\u7684\u6027\u80fd\u63d0\u5347\u3002<\/li>\n<\/ol>\n

                    \u5c3d\u7ba1\u5408\u6210\u6570\u636e\u5728\u67d0\u4e9b\u65b9\u9762\u5bf9\u6a21\u578b\u6709\u5e2e\u52a9\uff0c\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u5f15\u5165\u771f\u5b9e\u7684\u9886\u57df\u77e5\u8bc6\uff08\u5982 matbench \u6570\u636e\u96c6\uff09\u662f\u6027\u80fd\u663e\u8457\u63d0\u5347\u7684\u5173\u952e\u3002<\/p>\n

                    \u603b\u7ed3\uff1a<\/p>\n

                      \n
                    1. \u591a\u4efb\u52a1\u5fae\u8c03\u4e0d\u4ec5\u8ba9\u6a21\u578b\u66f4\u597d\u5730\u9002\u5e94\u4e0d\u540c\u7c7b\u578b\u7684\u4efb\u52a1\uff0c\u8fd8\u589e\u5f3a\u4e86\u5b83\u5bf9\u9886\u57df\u77e5\u8bc6\u7684\u7406\u89e3\u80fd\u529b\u3002<\/li>\n
                    2. \u9884\u8bad\u7ec3\u9636\u6bb5\u5219\u4e3a\u4e0d\u540c\u6750\u6599\u8868\u5f81\u4e4b\u95f4\u7684\u534f\u4f5c\u548c\u5b66\u4e60\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002\u8fd9\u79cd\u7ed3\u5408\u662f\u6a21\u578b\u6027\u80fd\u63d0\u5347\u7684\u6838\u5fc3\u539f\u56e0\u4e4b\u4e00\u3002<\/li>\n<\/ol>\n

                      <\/a><\/p>\n

                      \u56fe 6\uff1a\u901a\u8fc7\u6d88\u878d\u7814\u7a76\uff08Ablation Study\uff09\u6765\u4e86\u89e3\u591a\u4efb\u52a1\u5fae\u8c03\u6539\u8fdb\u80cc\u540e\u7684\u673a\u5236\u3002<\/p>\n

                      \u4e3a\u4e86\u7814\u7a76\u591a\u4efb\u52a1\u5fae\u8c03\u4e3a\u4f55\u80fd\u591f\u63d0\u5347\u6027\u80fd\uff0c\u56e2\u961f\u4f7f\u7528\u7cbe\u5fc3\u6784\u5efa\u7684\u8f85\u52a9\u6570\u636e\u96c6\u8fdb\u884c\u4e86\u6d88\u878d\u7814\u7a76\u3002\u56fe 6 \u663e\u793a\u4e86\u8fd9\u4e9b\u6570\u636e\u96c6\u65e8\u5728\u9694\u79bb\u6307\u4ee4\u683c\u5f0f\u3001\u771f\u5b9e\u77e5\u8bc6\u548c\u6750\u6599\u8868\u793a\u7c7b\u578b\u7684\u5f71\u54cd\u3002<\/p>\n

                      \u5e26\u9699\u9884\u6d4b\u7a81\u7834\uff1aQA-MT \u6a21\u578b\u4ee5\u4f4e\u95e8\u69db\u9ad8\u901f\u5ea6\u663e\u8457\u8d85\u8d8a\u4f20\u7edf\u65b9\u6cd5<\/strong><\/p>\n

                      \u5e26\u9699\uff08bandgap\uff09\u662f\u8861\u91cf\u6750\u6599\u57fa\u672c\u7535\u5b50\u7279\u6027\u7684\u5173\u952e\u53c2\u6570\uff0c\u51b3\u5b9a\u4e86\u6750\u6599\u7684\u7535\u5b66\u548c\u5149\u5b66\u6027\u80fd\u3002\u7814\u7a76\u5c06\u5e26\u9699\u9884\u6d4b\u4f5c\u4e3a\u8861\u91cf\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5728\u6750\u6599\u79d1\u5b66\u4e2d\u8868\u73b0\u7684\u91cd\u8981\u57fa\u51c6\uff0c\u5bf9\u591a\u79cd\u4f20\u7edf\u9884\u6d4b\u65b9\u6cd5\u548c\u6700\u65b0\u7684 QA-MT\uff08DARWIN 1.5\uff09\u6a21\u578b\u8fdb\u884c\u4e86\u8be6\u7ec6\u5bf9\u6bd4\uff1a<\/p>\n

                        \n
                      1. \u4f20\u7edf\u65b9\u6cd5\u5982 PBE \u867d\u7136\u8ba1\u7b97\u901f\u5ea6\u5feb\uff0c\u4f46\u7cbe\u5ea6\u504f\u4f4e\uff1b\u00a0<\/li>\n
                      2. HSE \u548c GW \u7684\u7cbe\u5ea6\u8f83\u9ad8\uff0c\u4f46\u8ba1\u7b97\u590d\u6742\u4e14\u6210\u672c\u6602\u8d35\uff1b<\/li>\n
                      3. AFLOW \u662f\u57fa\u4e8e PBE \u8bad\u7ec3\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u66f4\u6ce8\u91cd\u6548\u7387\u548c\u6269\u5c55\u6027\u3002<\/li>\n<\/ol>\n

                        \u5728\u8fd9\u4e9b\u65b9\u6cd5\u4e2d\uff0cQA-MT \u5728 MAD\uff080.51\uff09\u548c RMSE\uff080.69\uff09\u7684\u4f18\u5f02\u8868\u73b0\uff0c\u4e0e HSE \u63a5\u8fd1\uff0c\u663e\u8457\u4f18\u4e8e PBE \u548c AFLOW\u3002<\/p>\n

                        \u8868 1\uff1a\u4f7f\u7528 QA-MT\uff08DARWIN\uff09\u8fdb\u884c\u5e26\u9699\u9884\u6d4b\u7684\u6a21\u62df\u65b9\u6cd5\u6bd4\u8f83\u3002<\/p>\n

                        <\/a><\/p>\n

                        QA-MT\u7684\u663e\u8457\u4f18\u52bf\u5728\u4e8e\uff1a<\/p>\n

                          \n
                        1. \u4f4e\u8f93\u5165\u95e8\u69db\uff1a\u4ec5\u9700\u63d0\u4f9b\u6750\u6599\u7684\u5316\u5b66\u6210\u5206\uff08\u5982\u300cGaN\u300d\u6216\u300cCdTe\u300d\uff09\uff0c\u65e0\u9700\u8be6\u7ec6\u7684\u7ed3\u6784\u4fe1\u606f\u3002<\/li>\n
                        2. \u9ad8\u9884\u6d4b\u901f\u5ea6\uff1a\u51e0\u4e4e\u5373\u65f6\u751f\u6210\u7ed3\u679c\uff0c\u76f8\u6bd4\u4f20\u7edf\u65b9\u6cd5\u9700\u8981\u6570\u5c0f\u65f6\u751a\u81f3\u6570\u5929\uff0c\u5927\u5e45\u63d0\u5347\u6548\u7387\u3002<\/li>\n
                        3. \u5e7f\u6cdb\u9002\u7528\u6027\uff1a\u5728\u6570\u636e\u4e0d\u5b8c\u6574\u6216\u7f3a\u4e4f\u7ed3\u6784\u4fe1\u606f\u7684\u60c5\u51b5\u4e0b\uff0c\u4f9d\u7136\u80fd\u63d0\u4f9b\u53ef\u9760\u7684\u9884\u6d4b\u3002<\/li>\n<\/ol>\n

                          \u8fd9\u4e00\u7279\u70b9\u4f7f QA-MT \u5728\u6750\u6599\u7684\u9ad8\u901a\u91cf\u7b5b\u9009\u4e2d\u5177\u6709\u6781\u5927\u6f5c\u529b\uff0c\u80fd\u591f\u5e2e\u52a9\u7814\u7a76\u8005\u5feb\u901f\u63a2\u7d22\u5927\u8303\u56f4\u7684\u5316\u5b66\u7a7a\u95f4\uff0c\u5176\u9ad8\u6548\u6027\u548c\u591a\u6837\u6027\u6807\u5fd7\u7740\u5e26\u9699\u9884\u6d4b\u8fc8\u5165\u4e86\u65b0\u9636\u6bb5\u3002<\/p>\n

                          \u603b\u4f53\u6765\u770b\uff0cQA-MT \u4e3a\u6750\u6599\u79d1\u5b66\u63d0\u4f9b\u4e86\u4e00\u79cd\u9ad8\u6548\u3001\u7cbe\u51c6\u4e14\u4f4e\u95e8\u69db\u7684\u66ff\u4ee3\u65b9\u6848\uff0c\u63a8\u52a8\u4e86\u4eba\u5de5\u667a\u80fd\u5728\u79d1\u5b66\u7814\u7a76\u4e2d\u7684\u5e94\u7528\u524d\u6cbf\u3002<\/p>\n

                          DARWIN 1.5\uff1a\u5f00\u521b\u6750\u6599\u79d1\u5b66\u4e0e AI \u878d\u5408\u7684\u65b0\u7eaa\u5143<\/strong><\/p>\n

                          DARWIN 1.5 \u7684\u6838\u5fc3\u521b\u65b0\u4f53\u73b0\u5728\u4e09\u4e2a\u65b9\u9762\uff1a<\/p>\n

                            \n
                          1. \u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u9a71\u52a8\u7684\u901a\u7528\u6027\u6452\u5f03\u4e86\u4f20\u7edf\u4efb\u52a1\u7279\u5b9a\u63cf\u8ff0\u7b26\uff0c\u6750\u6599\u6a21\u578b\u8bbe\u8ba1\u4e0d\u518d\u9700\u8981\u56fa\u5b9a\u8f93\u5165\u7a7a\u95f4\uff0c\u52a0\u901f\u65b0\u6750\u6599\u53d1\u73b0\u3002<\/li>\n
                          2. \u6a21\u578b\u91c7\u7528\u591a\u6a21\u6001\u591a\u4efb\u52a1\u5b66\u4e60\uff0c\u6574\u5408\u4e86\u6765\u81ea 22 \u4e2a\u6750\u6599\u79d1\u5b66\u4efb\u52a1\u7684\u8de8\u6a21\u6001\u77e5\u8bc6\uff0c\u663e\u8457\u63d0\u5347\u4e86\u4efb\u52a1\u95f4\u77e5\u8bc6\u8fc1\u79fb\u80fd\u529b\u3002<\/li>\n
                          3. \u5728\u6027\u80fd\u4e0a\u8d85\u8d8a\u4f20\u7edf\u65b9\u6cd5\uff0c\u76f8\u8f83\u4e8e\u57fa\u5ea7 LLaMA-7B \u6a21\u578b\uff0c\u5176\u9884\u6d4b\u51c6\u786e\u7387\u63d0\u9ad8\u4e86 60%\uff0c\u5728\u591a\u9879\u4efb\u52a1\u4e2d\u8f7b\u677e\u8d85\u8fc7\u4f20\u7edf\u673a\u5668\u5b66\u4e60 SOTA \u6a21\u578b\u3002<\/li>\n<\/ol>\n

                            DARWIN 1.5 \u5c55\u73b0\u4e86\u5353\u8d8a\u7684\u5b9e\u8bc1\u6210\u679c\uff1a<\/p>\n

                              \n
                            1. \u5728\u5206\u7c7b\u4efb\u52a1\u4e2d\uff0c\u5e73\u8861\u5b8f\u89c2 F1 \u8bc4\u5206\u5e73\u5747\u63d0\u5347 3.38%\uff1b\u5728\u56de\u5f52\u4efb\u52a1\u4e2d\uff0c\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\uff08MAE\uff09\u51cf\u5c11\u4e86 11.79%\uff1b<\/li>\n
                            2. \u5728\u8de8\u9886\u57df\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u6a21\u578b\u8868\u73b0\u4f18\u4e8e\u591a\u79cd\u6700\u5148\u8fdb\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u5c24\u5176\u662f\u5728\u5173\u952e\u4efb\u52a1\u5982\u5e26\u9699\u9884\u6d4b\u4e2d\uff0c\u4e0e\u4f20\u7edf\u6a21\u62df\u65b9\u6cd5\u76f8\u6bd4\uff0c\u5176\u63a8\u65ad\u901f\u5ea6\u663e\u8457\u63d0\u5347\u3002<\/li>\n<\/ol>\n

                              DARWIN 1.5 \u7684\u610f\u4e49\u8d85\u8d8a\u4e86\u6750\u6599\u79d1\u5b66\uff0c\u5b83\u5c55\u793a\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u5728\u89e3\u51b3\u79d1\u5b66\u95ee\u9898\u4e0a\u7684\u666e\u9002\u6027\u6f5c\u529b\uff0c\u4f53\u73b0\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6750\u6599\u8bbe\u8ba1\u4e0e\u53d1\u73b0\u4e2d\u662f\u66f4\u51fa\u8272\u7684\u901a\u7528\u5b66\u4e60\u8005\uff08Adapted\u00a0Learner\uff09\u3002\u968f\u7740\u8fdb\u4e00\u6b65\u7684\u4f18\u5316\u548c\u8de8\u9886\u57df\u5e94\u7528\uff0c\u8fd9\u4e00\u6280\u672f\u6709\u671b\u5728\u80fd\u6e90\u3001\u533b\u836f\u548c\u73af\u5883\u7b49\u9886\u57df\u53d1\u6325\u66f4\u5927\u4f5c\u7528\uff0c\u63a8\u52a8\u5168\u7403\u7814\u7a76\u4eba\u5458\u5171\u540c\u89c1\u8bc1\u5927\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u91cd\u5851\u6750\u6599\u79d1\u5b66\u7684\u672a\u6765\u3002<\/p>\n

                              \u9879\u76ee\u6e90\u7801\uff1ahttps:\/\/github.com\/MasterAI-EAM\/Darwin<\/em><\/p>\n

                              \u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2412.11970<\/em><\/p>\n

                              \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:DARWIN 1.5 \u6765\u5566\uff01\u6750\u6599\u8bbe\u8ba1\u901a\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5237\u65b0\u591a\u9879\u5b9e\u9a8c\u6027\u8d28\u9884\u6d4b\u8bb0\u5f55<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

                              \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:DARWIN 1.5 […]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73,68,55],"class_list":["post-37992","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-68","tag-55"],"yoast_head":"\nDARWIN 1.5 \u6765\u5566\uff01\u6750\u6599\u8bbe\u8ba1\u901a\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5237\u65b0\u591a\u9879\u5b9e\u9a8c\u6027\u8d28\u9884\u6d4b\u8bb0\u5f55 - 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