{"id":4623,"date":"2024-09-14T10:32:02","date_gmt":"2024-09-14T02:32:02","guid":{"rendered":"https:\/\/nullthought.net\/?p=4623"},"modified":"2024-11-07T11:00:44","modified_gmt":"2024-11-07T03:00:44","slug":"datagemma%ef%bc%9a%e6%9c%89%e6%95%88%e8%bf%9e%e6%8e%a5%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%b8%8e%e5%a4%96%e9%83%a8%e6%95%b0%e6%8d%ae%e5%b9%b3%e5%8f%b0%ef%bc%88%e5%a6%82data-commons%ef%bc%89","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=4623","title":{"rendered":"DataGemma\uff1a\u6709\u6548\u8fde\u63a5\u5927\u6a21\u578b\u4e0e\u5916\u90e8\u6570\u636e\u5e73\u53f0\uff08\u5982Data Commons\uff09"},"content":{"rendered":"\n

\u8bba\u6587\u300aKnowing When to Ask – Bridging Large Language Models and Data<\/a><\/strong>\u300b\u8be6\u7ec6\u8ba8\u8bba\u4e86\u5982\u4f55\u901a\u8fc7\u4e0e\u5927\u6570\u636e\u5e73\u53f0\u96c6\u6210\u6765\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u5904\u7406\u6d89\u53ca\u7edf\u8ba1\u6570\u636e\u548c\u53ca\u65f6\u6027\u4e8b\u5b9e\u95ee\u9898\u4e0a\u7684\u51c6\u786e\u6027\u3002\u8bba\u6587\u65e8\u5728\u89e3\u51b3LLMs\u5728\u751f\u6210\u5185\u5bb9\u65f6\u53ef\u80fd\u51fa\u73b0\u7684\u201c\u5e7b\u89c9\u201d\uff08hallucination\uff09\u73b0\u8c61\uff0c\u5373\u751f\u6210\u4e0d\u51c6\u786e\u6216\u865a\u5047\u7684\u4fe1\u606f\uff0c\u7279\u522b\u662f\u5728\u6d89\u53ca\u6570\u503c\u3001\u7edf\u8ba1\u6570\u636e\u6216\u590d\u6742\u903b\u8f91\u63a8\u7406\u7684\u95ee\u9898\u4e0a\u3002<\/p>\n\n\n\n

\u8bba\u6587\u901a\u8fc7\u63d0\u51faRIG\u548cRAG\u4e24\u79cd\u65b9\u6cd5\uff0c\u4e3a\u89e3\u51b3LLMs\u5728\u5904\u7406\u7edf\u8ba1\u6570\u636e\u65f6\u7684\u51c6\u786e\u6027\u95ee\u9898\u63d0\u4f9b\u4e86\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002\u901a\u8fc7\u4e0eData Commons<\/a><\/strong>\u5e73\u53f0\u7684\u6df1\u5ea6\u96c6\u6210\uff0cLLMs\u5728\u5e94\u5bf9\u590d\u6742\u7684\u7edf\u8ba1\u67e5\u8be2\u65f6\u8868\u73b0\u51fa\u66f4\u9ad8\u7684\u53ef\u9760\u6027\u3002\u8fd9\u9879\u7814\u7a76\u4e3a\u672a\u6765LLM\u5728\u6570\u636e\u9a71\u52a8\u7684\u4e8b\u5b9e\u751f\u6210\u9886\u57df\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u57fa\u7840\uff0c\u540c\u65f6\u4e5f\u4e3a\u5982\u4f55\u6709\u6548\u5229\u7528\u5f00\u6e90\u6570\u636e\u8d44\u6e90\u63d0\u4f9b\u4e86\u6709\u76ca\u7684\u601d\u8def\u3002<\/p>\n\n\n\n

\u8bba\u6587\u4f5c\u8005\u4e3aPrashanth Radhakrishnan, Jennifer Chen, Bo Xu, Prem Ramaswami, Hannah Pho, Adriana Olmos, James Manyika, R. V. Guha\uff0c\u5747\u4e3a\u6765\u81eaGoogle\u7684\u7814\u7a76\u4eba\u5458\u3002<\/p>\n\n\n\n

\u4ee5\u4e0b\u4e3a\u8bba\u6587\u6982\u8981\u5185\u5bb9\uff1a<\/p>\n\n\n\n

\u4e00\u3001\u7814\u7a76\u52a8\u673a\u4e0e\u80cc\u666f<\/h5>\n\n\n\n

\u5728\u76ee\u524d\u7684\u7814\u7a76\u548c\u5e94\u7528\u4e2d\uff0cLLMs\u5e38\u5e38\u4f1a\u5728\u56de\u7b54\u7528\u6237\u95ee\u9898\u65f6\u51fa\u73b0\u4e8b\u5b9e\u6027\u9519\u8bef\uff0c\u5c24\u5176\u662f\u5f53\u95ee\u9898\u6d89\u53ca\u5230\u6700\u65b0\u7684\u7edf\u8ba1\u6570\u636e\u6216\u4e8b\u5b9e\u65f6\u3002\u9020\u6210\u8fd9\u4e9b\u9519\u8bef\u7684\u4e00\u4e2a\u539f\u56e0\u662fLLMs\u57fa\u4e8e\u5176\u8bad\u7ec3\u6570\u636e\u8fdb\u884c\u63a8\u65ad\uff0c\u4f46\u8bad\u7ec3\u6570\u636e\u5f80\u5f80\u662f\u9759\u6001\u7684\uff0c\u65e0\u6cd5\u53cd\u6620\u6700\u65b0\u7684\u4fe1\u606f\u3002\u6b64\u5916\uff0cLLMs\u5728\u5904\u7406\u590d\u6742\u7684\u6570\u503c\u8ba1\u7b97\u6216\u7edf\u8ba1\u6570\u636e\u7684\u6bd4\u8f83\u65f6\uff0c\u53ef\u80fd\u4f1a\u7531\u4e8e\u7f3a\u4e4f\u660e\u786e\u7684\u6570\u636e\u6e90\u800c\u4ea7\u751f\u9519\u8bef\u7684\u7ed3\u8bba\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u96c6\u6210LLMs\u548c\u5916\u90e8\u6570\u636e\u6e90\u7684\u6846\u67b6\u3002\u5728\u8be5\u6846\u67b6\u4e2d\uff0cLLM\u5728\u65e0\u6cd5\u4f9d\u8d56\u5185\u90e8\u5b58\u50a8\u7684\u77e5\u8bc6\u751f\u6210\u7b54\u6848\u65f6\uff0c\u80fd\u591f\u6839\u636e\u4e0a\u4e0b\u6587\u548c\u95ee\u9898\uff0c\u4e3b\u52a8\u53d1\u51fa\u67e5\u8be2\u5916\u90e8\u6570\u636e\u6e90\u7684\u8bf7\u6c42\uff0c\u4ece\u800c\u751f\u6210\u66f4\u51c6\u786e\u7684\u56de\u7b54\u3002\u8bba\u6587\u6240\u4f7f\u7528\u7684\u5916\u90e8\u6570\u636e\u6e90\u662fData Commons<\/strong>\uff0c\u8fd9\u662f\u4e00\u4e2a\u7531Google\u53d1\u8d77\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u6db5\u76d6\u4e86\u6765\u81ea\u5168\u7403\u5404\u5927\u7ec4\u7ec7\u7684\u516c\u5171\u7edf\u8ba1\u6570\u636e\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u4e3b\u8981\u6311\u6218<\/h5>\n\n\n\n

\u4f5c\u8005\u5728\u7814\u7a76\u4e2d\u8bc6\u522b\u4e86\u4e09\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a<\/p>\n\n\n\n

    \n
  1. \u4f55\u65f6\u5e94\u8be5\u67e5\u8be2\u5916\u90e8\u6570\u636e<\/strong>\uff1aLLM\u5fc5\u987b\u80fd\u591f\u5224\u65ad\u81ea\u5df1\u662f\u5426\u6709\u80fd\u529b\u76f4\u63a5\u751f\u6210\u6b63\u786e\u7b54\u6848\uff0c\u8fd8\u662f\u5e94\u8be5\u5411\u5916\u90e8\u6570\u636e\u5e93\u8bf7\u6c42\u6570\u636e\u652f\u6301\u3002<\/li>\n\n\n\n
  2. \u9009\u62e9\u5408\u9002\u7684\u6570\u636e\u6e90<\/strong>\uff1a\u5916\u90e8\u6570\u636e\u6e90\u53ef\u80fd\u975e\u5e38\u5e9e\u5927\u4e14\u591a\u6837\u5316\uff0c\u9009\u62e9\u6b63\u786e\u7684\u6570\u636e\u5e93\u548c\u6570\u636e\u683c\u5f0f\u81f3\u5173\u91cd\u8981\u3002Data Commons\u4f5c\u4e3a\u7edf\u4e00\u7684\u5916\u90e8\u6570\u636e\u6e90\uff0c\u4e3aLLM\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u7edf\u8ba1\u6570\u636e\u548c\u76f8\u5173\u53d8\u91cf\u3002<\/li>\n\n\n\n
  3. \u751f\u6210\u67e5\u8be2\u5e76\u83b7\u53d6\u6b63\u786e\u7684\u6570\u636e<\/strong>\uff1a\u5f53LLM\u51b3\u5b9a\u67e5\u8be2\u5916\u90e8\u6570\u636e\u65f6\uff0c\u5b83\u5fc5\u987b\u751f\u6210\u5408\u9002\u7684\u67e5\u8be2\uff0c\u4ee5\u4fbf\u4eceData Commons\u83b7\u53d6\u76f8\u5173\u7684\u7edf\u8ba1\u6570\u636e\u3002\u4e3a\u6b64\uff0cLLM\u4e0d\u9700\u8981\u4e86\u89e3\u5177\u4f53\u7684API\uff0c\u800c\u662f\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u751f\u6210\u67e5\u8be2\u3002<\/li>\n<\/ol>\n\n\n\n
    \u4e09\u3001\u63d0\u51fa\u7684\u89e3\u51b3\u65b9\u6848\uff1aRIG\u4e0eRAG<\/h5>\n\n\n\n

    \u4e3a\u4e86\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e24\u79cd\u89e3\u51b3\u65b9\u6848\uff1aRetrieval Interleaved Generation\uff08RIG\uff09\u548cRetrieval Augmented Generation\uff08RAG\uff09<\/strong>\u3002\u8fd9\u4e24\u79cd\u65b9\u6cd5\u5728\u7ec6\u8282\u548c\u5de5\u4f5c\u673a\u5236\u4e0a\u6709\u6240\u4e0d\u540c\uff0c\u4f46\u5171\u540c\u76ee\u6807\u662f\u901a\u8fc7\u4e0eData Commons\u7684\u96c6\u6210\uff0c\u589e\u5f3aLLM\u5728\u5904\u7406\u7edf\u8ba1\u6570\u636e\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n

    1. Retrieval Interleaved Generation (RIG)<\/strong><\/h6>\n\n\n\n

    RIG\u65b9\u6cd5\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5728LLM\u751f\u6210\u7b54\u6848\u7684\u8fc7\u7a0b\u4e2d\uff0c\u52a8\u6001\u63d2\u5165\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u3002\u8fd9\u79cd\u65b9\u6cd5\u8981\u6c42LLM\u5728\u751f\u6210\u81ea\u7136\u8bed\u8a00\u56de\u7b54\u7684\u8fc7\u7a0b\u4e2d\uff0c\u8bc6\u522b\u51fa\u9700\u8981\u4ece\u5916\u90e8\u6570\u636e\u6e90\uff08\u5373Data Commons\uff09\u83b7\u53d6\u7684\u6570\u636e\u70b9\uff0c\u5e76\u751f\u6210\u76f8\u5e94\u7684\u67e5\u8be2\u3002\u8fd9\u79cd\u67e5\u8be2\u91c7\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u968f\u540e\u901a\u8fc7\u591a\u6a21\u578b\u7ba1\u9053\u5c06\u5176\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u67e5\u8be2\uff0c\u83b7\u53d6\u5b9e\u9645\u7684\u6570\u636e\u5e76\u5c06\u5176\u63d2\u5165\u5230\u6700\u7ec8\u7684\u56de\u7b54\u4e2d\u3002<\/p>\n\n\n\n

    RIG\u7684\u4f18\u52bf\u5728\u4e8e\uff0cLLM\u53ef\u4ee5\u6839\u636e\u4e0a\u4e0b\u6587\u751f\u6210\u591a\u79cd\u67e5\u8be2\uff0c\u5c24\u5176\u5728\u6d89\u53ca\u591a\u4e2a\u6570\u636e\u70b9\u65f6\uff0c\u8fd9\u79cd\u65b9\u6cd5\u7279\u522b\u6709\u6548\u3002\u4e3a\u4e86\u786e\u4fdd\u8fd9\u79cd\u65b9\u6cd5\u7684\u9ad8\u6548\u6027\uff0c\u4f5c\u8005\u5c06\u6a21\u578b\u5fae\u8c03\u5230\u4e00\u4e2a\u5305\u542b\u7ea6700\u4e2a\u7528\u6237\u67e5\u8be2\u7684\u95ee\u9898\u96c6\u4e0a\uff0c\u5e76\u8bad\u7ec3\u6a21\u578b\u751f\u6210\u4e0e\u7edf\u8ba1\u6570\u636e\u76f8\u5173\u7684\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u3002\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u4f1a\u751f\u6210\u5e26\u6709\u7edf\u8ba1\u6570\u636e\u7684\u56de\u7b54\uff0c\u5e76\u5bf9\u7167Data Commons\u7684\u6570\u636e\u8fdb\u884c\u6821\u9a8c\u3002<\/p>\n\n\n\n

    2. Retrieval Augmented Generation (RAG)<\/strong><\/h6>\n\n\n\n

    RAG\u65b9\u6cd5\u5219\u66f4\u52a0\u4f20\u7edf\uff0c\u9996\u5148\u901a\u8fc7\u4e00\u4e2a\u8f85\u52a9\u7684\u68c0\u7d22\u7cfb\u7edf\uff0c\u63d0\u53d6\u4e0e\u7528\u6237\u67e5\u8be2\u76f8\u5173\u7684\u7edf\u8ba1\u6570\u636e\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u6570\u636e\u5d4c\u5165\u5230LLM\u751f\u6210\u7684\u7b54\u6848\u4e2d\u3002\u8fd9\u79cd\u65b9\u6cd5\u7279\u522b\u9002\u5408\u4e8e\u5904\u7406\u9700\u8981\u4ece\u591a\u4e2a\u6570\u636e\u6e90\u83b7\u53d6\u6570\u636e\u7684\u590d\u6742\u95ee\u9898\uff0c\u6bd4\u5982\u6d89\u53ca\u8de8\u56fd\u6bd4\u8f83\u3001\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u7b49\u3002<\/p>\n\n\n\n

    RAG\u65b9\u6cd5\u7684\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n\n\n\n

      \n
    1. LLM\u9996\u5148\u5904\u7406\u7528\u6237\u7684\u539f\u59cb\u67e5\u8be2\uff0c\u5e76\u751f\u6210\u4e00\u7cfb\u5217\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u3002<\/li>\n\n\n\n
    2. \u8fd9\u4e9b\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u88ab\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u67e5\u8be2\uff0c\u4eceData Commons\u4e2d\u68c0\u7d22\u76f8\u5173\u7684\u8868\u683c\u6570\u636e\u3002<\/li>\n\n\n\n
    3. \u6700\u540e\uff0cLLM\u57fa\u4e8e\u8fd9\u4e9b\u68c0\u7d22\u5230\u7684\u6570\u636e\u751f\u6210\u6700\u7ec8\u7b54\u6848\uff0c\u5d4c\u5165\u7edf\u8ba1\u6570\u636e\u4ee5\u63d0\u9ad8\u56de\u7b54\u7684\u51c6\u786e\u6027\u3002<\/li>\n<\/ol>\n\n\n\n

      RAG\u65b9\u6cd5\u7279\u522b\u9002\u7528\u4e8e\u7528\u6237\u67e5\u8be2\u6d89\u53ca\u590d\u6742\u6570\u636e\u8868\u7684\u573a\u666f\uff0c\u4f8b\u5982\u9700\u8981\u6bd4\u8f83\u591a\u4e2a\u56fd\u5bb6\u7684\u7ecf\u6d4e\u6307\u6807\uff0c\u6216\u8005\u5206\u6790\u4e00\u4e2a\u56fd\u5bb6\u5185\u4e0d\u540c\u65f6\u95f4\u6bb5\u7684\u6570\u636e\u53d8\u5316\u3002<\/p>\n\n\n\n

      \u56db\u3001\u6570\u636e\u4e0e\u6280\u672f\u5b9e\u73b0<\/h5>\n\n\n\n

      \u8bba\u6587\u8be6\u7ec6\u63cf\u8ff0\u4e86Data Commons\u7684\u67b6\u6784\u548c\u4f7f\u7528\u60c5\u51b5\u3002Data Commons\u662f\u4e00\u4e2a\u5168\u7403\u6027\u3001\u5f00\u6e90\u7684\u6570\u636e\u96c6\u6210\u5e73\u53f0\uff0c\u6db5\u76d6\u4e86\u8d85\u8fc72500\u4ebf\u4e2a\u6570\u636e\u70b9\uff0c\u6570\u636e\u6765\u6e90\u5305\u62ec\u8054\u5408\u56fd\u3001\u56fd\u5bb6\u7edf\u8ba1\u5c40\u3001\u5065\u5eb7\u7ec4\u7ec7\u7b49\u5168\u7403\u6743\u5a01\u673a\u6784\u3002Data Commons\u901a\u8fc7\u4e00\u79cd\u7edf\u4e00\u7684\u77e5\u8bc6\u56fe\u8c31\uff08Knowledge Graphs\uff0cKGs\uff09\u5bf9\u8fd9\u4e9b\u6570\u636e\u8fdb\u884c\u7ec4\u7ec7\u548c\u6807\u51c6\u5316\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u754c\u9762\u8bbf\u95ee\u8fd9\u4e9b\u6570\u636e\u3002<\/p>\n\n\n\n

      LLM\u5728\u4e0eData Commons\u63a5\u53e3\u4ea4\u4e92\u65f6\uff0c\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u751f\u6210\u67e5\u8be2\uff0c\u907f\u514d\u4e86\u76f4\u63a5\u4f7f\u7528\u590d\u6742\u7684API\u3002\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u57fa\u4e8eRobert McCool<\/strong>\u7684URL\u53c2\u6570\u7f16\u7801\u63a5\u53e3\u7684\u7b80\u5316\u673a\u5236\uff0c\u8be5\u673a\u5236\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u8868\u8fbe\u67e5\u8be2\uff0c\u5e76\u6839\u636e\u8fd4\u56de\u7ed3\u679c\u751f\u6210\u76f8\u5e94\u7684\u7edf\u8ba1\u6570\u636e\u3002<\/p>\n\n\n\n

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      \u516d\u3001\u5b9e\u9a8c\u4e0e\u8bc4\u4f30<\/h5>\n\n\n\n

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        \n
      1. \u6269\u5c55\u5fae\u8c03\u6570\u636e\u96c6\u7684\u89c4\u6a21<\/strong>\uff1a\u76ee\u524d\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u76f8\u5bf9\u8f83\u5c0f\uff0c\u672a\u6765\u9700\u8981\u8fdb\u4e00\u6b65\u589e\u52a0\u6570\u636e\u96c6\u7684\u89c4\u6a21\uff0c\u6db5\u76d6\u66f4\u591a\u7684\u7edf\u8ba1\u6570\u636e\u548c\u53d8\u91cf\u3002<\/li>\n\n\n\n
      2. \u63d0\u5347Data Commons\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u80fd\u529b<\/strong>\uff1a\u6539\u8fdbData Commons\u7684\u67e5\u8be2\u7406\u89e3\u548c\u6570\u636e\u8986\u76d6\u7387\uff0c\u4ece\u800c\u589e\u5f3aRIG\u548cRAG\u65b9\u6cd5\u7684\u6709\u6548\u6027\u3002<\/li>\n\n\n\n
      3. \u7528\u6237\u754c\u9762\u4f18\u5316<\/strong>\uff1a\u672a\u6765\u8fd8\u8ba1\u5212\u5f00\u53d1\u66f4\u53cb\u597d\u7684\u7528\u6237\u754c\u9762\uff0c\u4f7f\u7528\u6237\u80fd\u591f\u6e05\u6670\u5730\u770b\u5230LLM\u4e0eData Commons\u7684\u4ea4\u4e92\u8fc7\u7a0b\uff0c\u5e76\u5bf9\u751f\u6210\u7684\u56de\u7b54\u8fdb\u884c\u9a8c\u8bc1\u3002<\/li>\n<\/ol>\n\n\n\n
        \n\n\n\n
        \u5173\u4e8eDataGemma<\/a><\/h5>\n\n\n\n

        Gemma \u662f\u4e00\u7ec4\u8f7b\u91cf\u7ea7\u3001\u5148\u8fdb\u7684\u5f00\u6e90\u6a21\u578b\u5bb6\u65cf\uff0c\u57fa\u4e8e\u4e0e\u6784\u5efa Gemini \u6a21\u578b\u76f8\u540c\u7684\u7814\u7a76\u548c\u6280\u672f\u3002DataGemma \u901a\u8fc7\u5229\u7528 Data Commons \u7684\u77e5\u8bc6\uff0c\u6269\u5c55\u4e86 Gemma \u5bb6\u65cf\u7684\u80fd\u529b\uff0c\u4ece\u800c\u589e\u5f3a\u4e86\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u4e8b\u5b9e\u6027\u548c\u63a8\u7406\u80fd\u529b\u3002\u901a\u8fc7\u521b\u65b0\u7684\u68c0\u7d22\u6280\u672f\uff0cDataGemma \u5e2e\u52a9 LLM \u8bbf\u95ee\u5e76\u5728\u5176\u56de\u7b54\u4e2d\u7eb3\u5165\u6765\u81ea\u53ef\u4fe1\u673a\u6784\uff08\u5305\u62ec\u653f\u5e9c\u95f4\u7ec4\u7ec7\u548c\u975e\u653f\u5e9c\u7ec4\u7ec7\u7b49\uff09\u7684\u6570\u636e\uff0c\u964d\u4f4e\u4e86\u751f\u6210\u9519\u8bef\u4fe1\u606f\uff08\u5e7b\u89c9\uff09\u7684\u98ce\u9669\uff0c\u63d0\u9ad8\u4e86\u8f93\u51fa\u5185\u5bb9\u7684\u53ef\u4fe1\u5ea6\u3002<\/p>\n\n\n\n

        DataGemma \u4e0d\u9700\u8981\u4e86\u89e3\u5e95\u5c42\u6570\u636e\u96c6\u7684\u7279\u5b9a\u6570\u636e\u6a21\u5f0f\u6216 API\uff0c\u800c\u662f\u5229\u7528 Data Commons \u7684\u81ea\u7136\u8bed\u8a00\u63a5\u53e3\u8fdb\u884c\u63d0\u95ee\u3002\u5173\u952e\u5728\u4e8e\u8bad\u7ec3 LLM \u4ee5\u4fbf\u77e5\u9053\u4f55\u65f6\u53d1\u51fa\u67e5\u8be2\u3002DataGemma\u4f7f\u7528\u4e86\u4e24\u79cd\u4e0d\u540c\u7684\u65b9\u6cd5\uff1a\u68c0\u7d22\u4ea4\u9519\u751f\u6210\uff08Retrieval Interleaved Generation\uff0cRIG\uff09\u548c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval Augmented Generation\uff0cRAG\uff09<\/strong>\u3002<\/p>\n\n\n\n

        \u76f8\u5173\u8d44\u6e90\u5982\u4e0b\uff1a<\/p>\n\n\n\n

        The client library to run DataGemma is available under an Apache 2.0 open-source license at:
        https:\/\/github.com\/datacommonsorg\/llm-tools<\/a><\/p>\n\n\n\n

        In addition, you can play with DataGemma\u2019s embedding weights on HuggingFace or Kaggle:
        \u25cf RIG:
        \u25cb Hugging Face:         https:\/\/huggingface.co\/google\/datagemma-rig-27b-it<\/a>
        \u25cb Kaggle:         https:\/\/www.kaggle.com\/models\/google\/datagemma-rig<\/a>
        \u25cf RAG:
        \u25cb Hugging Face:         https:\/\/huggingface.co\/google\/datagemma-rag-27b-it<\/a>
        \u25cb Kaggle:         https:\/\/www.kaggle.com\/models\/google\/datagemma-rag<\/a>
        Colab notebook:
        \u25cf RIG:         https:\/\/github.com\/datacommonsorg\/llm-tools\/blob\/main\/notebooks\/data_gemma_rig.ipynb<\/a>
        \u25cf RAG:         https:\/\/github.com\/datacommonsorg\/llm-tools\/blob\/main\/notebooks\/data_gemma_rag.ipynb<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

        \u8bba\u6587\u300aKnowing When to Ask – Bridging Large Language […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"","ast-disable-related-posts":"","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":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"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":""},"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":[8],"tags":[39,76,86,66],"class_list":["post-4623","post","type-post","status-publish","format-standard","hentry","category-tech","tag-ai","tag-rag","tag-llm","tag-google"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"Tech<\/a>","rttpg_excerpt":"\u8bba\u6587\u300aKnowing When to Ask – Bridging Large Language …","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4623","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4623"}],"version-history":[{"count":1,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4623\/revisions"}],"predecessor-version":[{"id":4624,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4623\/revisions\/4624"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4623"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4623"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4623"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}