{"id":1088250,"date":"2024-09-26T03:04:07","date_gmt":"2024-09-26T10:04:07","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&p=1088250"},"modified":"2024-09-26T03:04:10","modified_gmt":"2024-09-26T10:04:10","slug":"data-formulator","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/data-formulator\/","title":{"rendered":"Data Formulator\uff1a\u4f7f\u7528prompt\u5c31\u80fd\u8f7b\u677e\u5b8c\u6210\u6570\u636e\u53ef\u89c6\u5316"},"content":{"rendered":"\n

\u7f16\u8005\u6309\uff1a\u5728\u4f7f\u7528 AI \u9a71\u52a8\u7684\u6570\u636e\u53ef\u89c6\u5316\u5de5\u5177\u65f6\uff0c\u4f60\u662f\u5426\u9047\u5230\u8fc7\u8fd9\u4e9b\u96be\u9898\uff1f\u6bd4\u5982\uff0c\u5f53\u4f60\u60f3\u8981\u8bbe\u8ba1\u56fe\u8868\u65f6\uff0c\u9700\u8981\u4e00\u6b21\u6027\u63cf\u8ff0\u4f60\u7684\u53ef\u89c6\u5316\u9700\u6c42\uff0c\u65e2\u5197\u6742\u53c8\u7e41\u7410\uff1b\u518d\u6bd4\u5982\uff0c\u5f53\u4f60\u60f3\u8981\u66f4\u6539\u56fe\u8868\u8bbe\u8ba1\u65f6\uff0c\u53c8\u9700\u8981\u4ece\u5934\u91cd\u65b0\u8f93\u5165\u4e00\u904d\u4f60\u7684\u6587\u672c\u63d0\u793a\uff0cAI \u53ef\u80fd\u8fd8\u4f1a\u51fa\u9519\u3002\u73b0\u5728\uff0c\u5fae\u8f6f\u96f7\u5fb7\u8499\u7814\u7a76\u9662\u6df1\u5ea6\u5b66\u4e60\u7ec4\u63a8\u51fa\u4e86 Data Formulator \u5de5\u5177\u3002\u7ed3\u5408\u56fe\u5f62\u5316\u7528\u6237\u754c\u9762\u548c\u81ea\u7136\u8bed\u8a00\u8f93\u5165\uff0c\u8be5\u5de5\u5177\u53ef\u4ee5\u66f4\u52a0\u667a\u80fd\u5730\u5b8c\u6210\u4f60\u7684\u6570\u636e\u53ef\u89c6\u5316\u9700\u6c42\uff0c\u5b83\u4e0d\u4ec5\u652f\u6301\u901a\u8fc7\u7b80\u4fbf\u5730\u62d6\u62fd\u6765\u751f\u6210\u56fe\u8868\uff0c\u8fd8\u80fd\u81ea\u53d1\u751f\u6210\u539f\u6765\u6ca1\u6709\u7684\u6570\u636e\u6982\u5ff5\uff0c\u800c\u4e14\uff0c\u53ef\u4ee5\u901a\u8fc7 prompt \u8f7b\u677e\u5b8c\u6210\u5404\u9636\u6bb5\u7684\u56fe\u8868\u8fed\u4ee3\u3002<\/p>\n\n\n\n

Data Formulator \u73b0\u5df2\u5f00\u6e90\uff0c\u6b22\u8fce\u5927\u5bb6\u8bd5\u7528\uff0c\u5b8c\u6210\u4e00\u6b21\u65b9\u4fbf\u7b80\u6613\u7684\u6570\u636e\u53ef\u89c6\u5316\u521b\u4f5c\uff01<\/p>\n\n\n\n

\n\n\n\n

\u6570\u636e\u53ef\u89c6\u5316\u662f\u5206\u6790\u6570\u636e\u3001\u6fc0\u53d1\u7075\u611f\u7684\u91cd\u8981\u624b\u6bb5\u3002\u5728\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u56fe\u8868\u7684\u8fc7\u7a0b\u4e2d\uff0c\u901a\u5e38\u4f1a\u5148\u5229\u7528\u6570\u636e\u5904\u7406\u5de5\u5177\u5bf9\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406\uff0c\u518d\u901a\u8fc7\u53ef\u89c6\u5316\u5de5\u5177\u5c06\u6570\u636e\u6620\u5c04\u4e3a\u56fe\u5f62\uff0c\u5e76\u6839\u636e\u56fe\u8868\u6548\u679c\u8fdb\u884c\u5fc5\u8981\u7684\u8c03\u6574\u6216\u8fdb\u4e00\u6b65\u8bbe\u8ba1\u3002\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8fdb\u6b65\uff0cAI \u9a71\u52a8\u7684\u6570\u636e\u53ef\u89c6\u5316\u5de5\u5177\u4f7f\u521b\u4f5c\u8fc7\u7a0b\u53d8\u5f97\u66f4\u52a0\u7b80\u4fbf\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u53ef\u89c6\u5316\u8bbe\u8ba1\uff0c\u5927\u6a21\u578b\u4fbf\u80fd\u81ea\u52a8\u751f\u6210\u4ee3\u7801\u5b8c\u6210\u4efb\u52a1\uff0c\u5927\u5927\u8282\u7701\u4e86\u6570\u636e\u8f6c\u6362\u548c\u53ef\u89c6\u5316\u7684\u5de5\u4f5c\u91cf\u3002<\/p>\n\n\n\n

\u7136\u800c\uff0c\u5982\u4f55\u6709\u6548\u5229\u7528 AI \u66f4\u597d\u5730\u8f85\u52a9\u6570\u636e\u5206\u6790\u5e08\u8fdb\u884c\u53ef\u89c6\u5316\u521b\u4f5c\uff0c\u4ecd\u9762\u4e34\u8bf8\u591a\u6311\u6218\u3002\u7279\u522b\u662f\u5728\u53ef\u89c6\u5316\u521b\u4f5c\u7684\u8fed\u4ee3\u8fc7\u7a0b\uff08iterative process\uff09\u4e2d\uff0c\u6211\u4eec\u5f80\u5f80\u65e0\u6cd5\u4e00\u8e74\u800c\u5c31\u3002\u6bcf\u6b21\u66f4\u65b0\u8bbe\u8ba1\u90fd\u9700\u8981\u91cd\u65b0\u5904\u7406\u6570\u636e\u548c\u7ed8\u5236\u56fe\u8868\u3002\u5f53\u524d AI \u53ef\u89c6\u5316\u5de5\u5177\u5927\u591a\u8981\u6c42\u521b\u4f5c\u8005\u901a\u8fc7\u6587\u672c\u63d0\u793a\uff08prompt\uff09\u4e00\u6b21\u6027\u63cf\u8ff0\u5b8c\u6574\u7684\u53ef\u89c6\u5316\u9700\u6c42\uff0c\u8fd9\u4e0d\u4ec5\u4f7f\u5f97\u63cf\u8ff0\u8fc7\u7a0b\u5197\u957f\u7e41\u7410\uff0c\u800c\u4e14\u96be\u4ee5\u7cbe\u786e\u4f20\u8fbe\u4e30\u5bcc\u7684\u89c6\u89c9\u4fe1\u606f\u3002\u6b64\u5916\uff0c\u5f53\u9700\u8981\u4e0d\u65ad\u8fed\u4ee3\u66f4\u65b0\u8bbe\u8ba1\u65f6\uff0c\u6bcf\u6b21\u4e5f\u90fd\u8981\u4ece\u5934\u63cf\u8ff0\u8bbe\u8ba1\u9700\u6c42\uff0c\u65e2\u8017\u65f6\u53c8\u8d39\u529b\uff0c\u4e14 AI \u53ef\u80fd\u4e5f\u65e0\u6cd5\u4e00\u6b21\u6027\u51c6\u786e\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n\n\n\n

Data Formulator\uff1a\u7ed3\u5408\u56fe\u5f62\u754c\u9762\u64cd\u4f5c\u4e0e\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u8ba9\u7528\u6237\u66f4\u597d\u5730\u4e0eAI\u4ea4\u6d41\u53ef\u89c6\u5316\u8bbe\u8ba1<\/h2>\n\n\n\n

\u4e3a\u4e86\u89e3\u51b3\u53ef\u89c6\u5316\u8fed\u4ee3\u8bbe\u8ba1\u7684\u96be\u9898\uff0c\u6765\u81ea\u5fae\u8f6f\u96f7\u5fb7\u8499\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5728 GitHub \u4e0a\u53d1\u5e03\u4e86\u4e00\u6b3e AI \u9a71\u52a8\u7684\u5f00\u6e90\u53ef\u89c6\u5316\u5de5\u5177 Data Formulator\u3002\u7ed3\u5408\u56fe\u5f62\u5316\u7528\u6237\u754c\u9762\uff08graphic user interface\uff09\u548c\u81ea\u7136\u8bed\u8a00\u8f93\u5165\uff0cData Formulator \u80fd\u591f\u6781\u5927\u63d0\u5347\u7528\u6237\u5411 AI \u4f20\u8fbe\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u53ef\u89c6\u5316\u8bbe\u8ba1\u7684\u80fd\u529b\uff0c\u4f7f\u5f97 AI \u80fd\u591f\u6839\u636e\u7528\u6237\u7684\u6307\u4ee4\u9010\u6b65\u5b8c\u6210\u590d\u6742\u53ef\u89c6\u5316\u4f5c\u54c1\u7684\u521b\u4f5c\u4e0e\u66f4\u65b0\u3002<\/p>\n\n\n\n

\n

Data Formulator<\/em><\/strong><\/p>\n\n\n\n

GitHub \u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/data-formulator (opens in new tab)<\/span><\/a><\/em><\/p>\n\n\n\n

\u8bd5\u7528\u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/data-formulator\/blob\/main\/CODESPACES.md (opens in new tab)<\/span><\/a><\/em><\/p>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2408.16119 (opens in new tab)<\/span><\/a><\/em><\/p>\n<\/div>\n\n\n\n

\u5982\u56fe1\u6240\u793a\uff0cData Formulator \u7684\u4ea4\u4e92\u754c\u9762\u8bbe\u8ba1\u5de7\u5999\u3002\u7528\u6237\u5728\u6784\u601d\u53ef\u89c6\u5316\u8bbe\u8ba1\u65f6\uff0c\u53ef\u9996\u5148\u901a\u8fc7\u53f3\u4fa7\u7684 Concept Encoding Shelf \u6765\u63cf\u8ff0\u8bbe\u8ba1\u76ee\u6807\u3002\u5728\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\uff0c\u7528\u6237\u5219\u53ef\u901a\u8fc7\u5de6\u4fa7\u7684 Data Threads \u56de\u987e\u4e4b\u524d\u7684\u53ef\u89c6\u5316\u4f5c\u54c1\uff0c\u9009\u62e9\u5408\u9002\u7684\u8def\u5f84\u8fdb\u884c\u8ddf\u8fdb\uff0c\u8fdb\u800c\u63cf\u8ff0\u65b0\u7684\u53ef\u89c6\u5316\u76ee\u6807\u6216\u8fdb\u884c\u5fae\u8c03\u3002<\/p>\n\n\n\n

\"Data
\u56fe1\uff1aData Formulator \u7684\u7528\u6237\u4ea4\u4e92\u754c\u9762<\/figcaption><\/figure>\n\n\n\n

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

\u2022 \u4f7f\u7528 Concept Encoding Shelf \u63cf\u8ff0\u53ef\u89c6\u5316\u8bbe\u8ba1<\/strong><\/p>\n\n\n\n

Concept Encoding Shelf \u7684\u8bbe\u8ba1\u7ed3\u5408\u4e86\u4f20\u7edf\u56fe\u5f62\u5316\u53ef\u89c6\u5316\u5de5\u5177\u4e2d\u7684\u201c\u6570\u636e\u653e\u7f6e\u4ea4\u4e92\u754c\u9762\u201d\uff08shelf configuration UI\uff09\u4e0e AI \u5de5\u5177\u7684\u81ea\u7136\u8bed\u8a00\u8f93\u5165\u529f\u80fd\uff0c\u4f7f\u7528\u6237\u80fd\u591f\u66f4\u76f4\u89c2\u5730\u63cf\u8ff0\u53ef\u89c6\u5316\u76ee\u6807\u3002\u7528\u6237\u5728\u9009\u5b9a\u53ef\u89c6\u5316\u7c7b\u578b\uff08\u5982\u67f1\u72b6\u56fe\u3001\u7ebf\u6027\u56fe\uff09\u540e\uff0c\u53ef\u901a\u8fc7\u62d6\u62fd\u6570\u636e\u5217\u81f3\u76f8\u5e94\u7684\u89c6\u89c9\u901a\u9053\uff08\u5982 x \u8f74\u3001y \u8f74\u3001\u989c\u8272\u7b49\uff09\u6765\u76f4\u63a5\u6620\u5c04\u6570\u636e\u81f3\u56fe\u5f62\u3002\u8fd9\u79cd\u65b9\u6cd5\u76f8\u6bd4\u5197\u957f\u7684\u6587\u5b57\u63cf\u8ff0\uff0c\u66f4\u80fd\u76f4\u89c2\u4e14\u7cbe\u786e\u5730\u4f20\u8fbe\u56fe\u8868\u7684\u8bbe\u8ba1\u610f\u56fe\u3002<\/p>\n\n\n\n

\u6b64\u5916\uff0cData Formulator \u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6dfb\u52a0\u539f\u59cb\u6570\u636e\u4e2d\u4e0d\u5b58\u5728\u7684\u6570\u636e\u6982\u5ff5\uff08data concept\uff09\u5230\u53ef\u89c6\u5316\u6620\u5c04\u4e2d\uff0c\u4ece\u800c\u6253\u7834\u73b0\u6709\u6570\u636e\u683c\u5f0f\u7684\u9650\u5236\uff0c\u5b9e\u73b0\u66f4\u52a0\u6df1\u5165\u548c\u4e30\u5bcc\u7684\u53ef\u89c6\u5316\u8bbe\u8ba1\u3002<\/p>\n\n\n\n

\u5982\u56fe2\u6240\u793a\uff0c\u7528\u6237\u53ef\u4ee5\u5728 y \u8f74\u4e0a\u6dfb\u52a0\u201c\u53ef\u6301\u7eed\u80fd\u6e90\u767e\u5206\u6bd4\u201d\u8fd9\u4e00\u6570\u636e\u6982\u5ff5\uff08\u5c3d\u7ba1\u539f\u59cb\u6570\u636e\u4ec5\u5305\u542b\u5404\u79cd\u80fd\u6e90\u7684\u6d88\u8017\u503c\u800c\u975e\u767e\u5206\u6bd4\uff09\uff0cData Formulator \u5c06\u81ea\u52a8\u51b3\u5b9a\u5982\u4f55\u8f6c\u6362\u539f\u59cb\u6570\u636e\uff0c\u8ba1\u7b97\u51fa\u6240\u9700\u7684\u6570\u636e\u680f\u4ee5\u5b8c\u6210\u8fd9\u4e00\u53ef\u89c6\u5316\u3002\u540c\u6837\u5730\uff0c\u82e5\u7528\u6237\u5e0c\u671b\u67e5\u770b\u4e0d\u540c\u56fd\u5bb6\u7684\u53ef\u6301\u7eed\u80fd\u6e90\u767e\u5206\u6bd4\u6392\u540d\uff0c\u5219\u53ef\u4ee5\u5728 y \u8f74\u4e0a\u6dfb\u52a0\u201c\u6392\u540d\u201d\u6570\u636e\u680f\uff0c\u5e76\u901a\u8fc7\u989d\u5916\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u201c\u8ba1\u7b97\u4e0d\u540c\u56fd\u5bb6\u7684\u6392\u540d\u201d\uff0c\u4ee5\u6307\u5bfc Data Formulator \u5b8c\u6210\u76f8\u5e94\u7684\u53ef\u89c6\u5316\u8fc7\u7a0b\u3002<\/p>\n\n\n\n

\"Data
\u56fe2\uff1aData Formulator \u5141\u8bb8\u7528\u6237\u6dfb\u52a0\u4e0d\u5b58\u5728\u7684\u6570\u636e\u6982\u5ff5\uff0c\u81ea\u884c\u5b8c\u6210\u8f6c\u6362<\/figcaption><\/figure>\n\n\n\n

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

\u2022 \u501f\u52a9 Data Threads \u8fed\u4ee3\u53ef\u89c6\u5316<\/strong><\/p>\n\n\n\n

\u5f53\u9700\u8981\u5728\u73b0\u6709\u56fe\u8868\u57fa\u7840\u4e0a\u8fdb\u884c\u8fed\u4ee3\u65f6\uff0c\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u5728 Concept Encoding Shelf \u4e0a\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u6765\u4f20\u8fbe\u8fed\u4ee3\u6307\u4ee4\uff08\u6216\u4fee\u6539\u4e4b\u524d\u7684\u6570\u636e\u6620\u5c04\uff09\u3002\u4f8b\u5982\uff0c\u8f93\u5165\u201c\u4ec5\u5c55\u793a\u524d\u4e94\u540d\u56fd\u5bb6\u7684\u53ef\u6301\u7eed\u80fd\u6e90\u767e\u5206\u6bd4\u201d\uff0cData Formulator \u4fbf\u80fd\u636e\u6b64\u8fdb\u4e00\u6b65\u5904\u7406\u6570\u636e\uff0c\u5b9e\u73b0\u8fed\u4ee3\uff0c\u65e0\u9700\u7528\u6237\u91cd\u65b0\u63cf\u8ff0\u6574\u4e2a\u6d41\u7a0b\u3002\u8fd9\u79cd\u65b9\u6cd5\u663e\u8457\u51cf\u8f7b\u4e86\u7528\u6237\u7684\u8f93\u5165\u8d1f\u62c5\u3002<\/p>\n\n\n\n

\"Data
\u56fe3\uff1aData Formulator \u652f\u6301\u5728\u73b0\u6709\u56fe\u8868\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u8fdb\u884c\u8fed\u4ee3<\/figcaption><\/figure>\n\n\n\n

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

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\"Data
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