{"id":49601,"date":"2024-04-09T23:32:49","date_gmt":"2024-04-09T15:32:49","guid":{"rendered":"https:\/\/swarma.org\/?p=49601"},"modified":"2024-04-09T23:32:49","modified_gmt":"2024-04-09T15:32:49","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%b0%b8%e8%bf%9c%e4%b8%8d%e4%bc%9a%e5%81%9c%e6%ad%a2%e5%b9%bb%e8%a7%89","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=49601","title":{"rendered":"\u5927\u6a21\u578b\u6c38\u8fdc\u4e0d\u4f1a\u505c\u6b62\u5e7b\u89c9"},"content":{"rendered":"
\n
\n
\n
\n

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

\n
\n
\n
\n
\n
\n

<\/section>\n<\/section>\n
\n
\n

\u5bfc\u8bed<\/strong><\/p>\n<\/section>\n<\/section>\n

\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\n
\n
\u5e7b\u89c9\uff08hallucination\uff09\u901a\u5e38\u88ab\u63cf\u8ff0\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u4e2a\u6280\u672f\u95ee\u9898\uff0c\u7136\u800c\u73b0\u5b9e\u60c5\u51b5\u662f\uff0c\u6ca1\u6709\u529e\u6cd5\u4fdd\u8bc1\u5927\u6a21\u578b\u6240\u751f\u6210\u5185\u5bb9\u7684\u771f\u5b9e\u6027\u3002\u5728\u672a\u6765\uff0c\u4e13\u4e1a\u7cfb\u7edf\u4f1a\u9a8c\u8bc1\u5927\u6a21\u578b\u8f93\u51fa\uff0c\u4e3a\u7279\u5b9a\u73af\u5883\u8bbe\u8ba1\u7684\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u5c06\u90e8\u5206\u53d6\u4ee3\u4eca\u5929\u7684\u901a\u7528\u6a21\u578b\u3002<\/span><\/strong><\/section>\n<\/section>\n
\n
<\/strong><\/strong><\/section>\n

<\/span><\/strong><\/section>\n
\u5173\u952e\u8bcd\uff1a\u4eba\u5de5\u667a\u80fd\uff0c\u751f\u6210\u5f0fAI\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5e7b\u89c9<\/span><\/strong><\/span><\/strong><\/span><\/strong><\/section>\n<\/section>\n
\n
<\/strong><\/section>\n<\/section>\n
\n
<\/strong><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\n
\n
\n
<\/svg><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\n
<\/section>\n<\/section>\n
\n
LAUREN LEFFER<\/span> | \u4f5c\u8005<\/span><\/strong><\/section>\n
\u738b\u5e86\u6cd5<\/span> <\/span>| \u7f16\u8bd1<\/span><\/strong><\/span><\/strong><\/section>\n
\u6e05\u7199<\/span> <\/span>| <\/span><\/strong><\/span><\/strong>\u6765\u6e90<\/span><\/strong><\/section>\n<\/section>\n


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


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

\n
\n
\n

\u8bd1\u8005\u6ce8\uff1a\u8bf7\u53c2\u9605\u8bd1\u8005\u5bf9\u4e8e\u5927\u6a21\u578b\u5e7b\u89c9\u4ea7\u751f\u673a\u7406\u7684\u5206\u6790\u6587\u7ae0 <\/span>\u201c<\/span><\/strong><\/span>\u5927\u6a21\u578b\u7684\u5e7b\u89c9\uff0c\u89e3\u94c3\u8fd8\u987b\u7cfb\u94c3\u4eba<\/span><\/strong><\/span><\/a>\u201d<\/span><\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n


<\/section>\n

\u53bb<\/span><\/strong>\u5e74\u590f\u5929\uff0c\u4e00\u540d\u8054\u90a6\u6cd5\u5b98\u5bf9\u7ebd\u7ea6\u5e02\u4e00\u5bb6\u5f8b\u5e08\u4e8b\u52a1\u6240\u5904\u4ee5 5,000 \u7f8e\u5143\u7684\u7f5a\u6b3e\uff0c\u539f\u56e0\u662f\u4e00\u540d\u5f8b\u5e08\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u5de5\u5177 ChatGPT \u8d77\u8349\u4e86\u4e00\u8d77\u4eba\u8eab\u4f24\u5bb3\u6848\u4ef6\u7684\u6458\u8981\u3002\u6587\u672c\u4e2d\u5145\u6ee1\u4e86\u865a\u5047\u4fe1\u606f\uff0c\u5305\u62ec\u8d85\u8fc7\u516d\u4e2a\u5b8c\u5168\u634f\u9020\u7684\u8fc7\u53bb\u6848\u4f8b\uff0c\u65e8\u5728\u4e3a\u4eba\u8eab\u4f24\u5bb3\u8bc9\u8bbc\u5efa\u7acb\u5224\u4f8b\u3002\u65af\u5766\u798f\u5927\u5b66<\/span><\/span>\uff08Stanford University\uff09<\/span>\u548c\u8036\u9c81\u5927\u5b66<\/span>\uff08Yale University\uff09<\/span>\u7684\u7814\u7a76\u4eba\u5458\u5728\u6700\u8fd1\u5bf9\u4e09\u79cd\u6d41\u884c\u7684\u5927\u8bed\u8a00\u6a21\u578b<\/span>\uff08LLM\uff09<\/span>\u7684\u7814\u7a76\u9884\u5370\u672c\u4e2d\u53d1\u73b0\uff0c\u7c7b\u4f3c\u7684\u9519\u8bef\u5728\u4eba\u5de5\u667a\u80fd\u751f\u6210\u7684\u6cd5\u5f8b\u8f93\u51fa\u4e2d\u975e\u5e38\u666e\u904d\u3002<\/span>\u5f53\u751f\u6210\u5f0f AI \u6a21\u578b\u4ea7\u751f\u4e0e\u73b0\u5b9e\u4e0d\u7b26\u7684\u54cd\u5e94\u65f6\uff0c\u6709\u4e00\u4e2a\u672f\u8bed\uff1a\u201c\u5e7b\u89c9 hallucination\u201d\u3002<\/span><\/span><\/p>\n


<\/p>\n

\u5e7b\u89c9\u901a\u5e38\u88ab\u63cf\u8ff0\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u4e2a\u6280\u672f\u95ee\u9898\uff0c\u4e00\u4e2a\u52e4\u594b\u7684\u5f00\u53d1\u4eba\u5458\u6700\u7ec8\u4f1a\u89e3\u51b3\u7684\u95ee\u9898\u3002\u4f46\u8bb8\u591a\u673a\u5668\u5b66\u4e60\u4e13\u5bb6\u5e76\u4e0d\u8ba4\u4e3a\u5e7b\u89c9\u662f\u53ef\u4ee5\u4fee\u590d\u7684\uff0c\u56e0\u4e3a\u5b83\u6e90\u4e8eLLMs\u53ea\u662f\u5728\u505a\u4ed6\u4eec\u88ab\u5f00\u53d1\u548c\u8bad\u7ec3\u5e94\u8be5\u505a\u7684\u4e8b\u60c5\uff1a\u5c3d\u53ef\u80fd\u5730\u54cd\u5e94\u7528\u6237\u63d0\u793a\u3002\u6839\u636e\u4e00\u4e9b\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u4eba\u5458\u7684\u8bf4\u6cd5\uff0c\u771f\u6b63\u7684\u95ee\u9898\u5b58\u5728\u4e8e\u6211\u4eec\u7684\u5171\u540c\u60f3\u6cd5\u2014\u2014\u5bf9\u8fd9\u4e9b\u6a21\u578b\u662f\u4ec0\u4e48\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528\u5b83\u4eec\u7684\u51b3\u5b9a\u3002<\/span>\u7814\u7a76\u4eba\u5458\u8868\u793a\uff0c\u4e3a\u4e86\u51cf\u8f7b\u5e7b\u89c9\uff0c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u5fc5\u987b\u4e0e\u4e8b\u5b9e\u6838\u67e5\u7cfb\u7edf\u914d\u5bf9\uff0c\u907f\u514d\u4efb\u4f55\u4e0d\u53d7\u76d1\u7763\u7684\u804a\u5929\u673a\u5668\u4eba\u3002<\/span>    <\/span><\/o:page><\/p>\n


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

\u8bb8\u591a\u4e0e\u4eba\u5de5\u667a\u80fd\u5e7b\u89c9\u6709\u5173\u7684\u51b2\u7a81\u90fd\u6e90\u4e8e\u8425\u9500\u548c\u7092\u4f5c\u3002<\/span>\u79d1\u6280\u516c\u53f8\u5c06\u4ed6\u4eec\u7684LLM\u63cf\u7ed8\u6210\u6570\u5b57\u745e\u58eb\u519b\u5200\uff0c\u80fd\u591f\u89e3\u51b3\u65e0\u6570\u95ee\u9898\u6216\u53d6\u4ee3\u4eba\u7c7b\u5de5\u4f5c\u3002\u4f46\u662f\u5e94\u7528\u5728\u9519\u8bef\u7684\u8bbe\u7f6e\u4e2d\uff0c\u8fd9\u4e9b\u5de5\u5177\u5c31\u4f1a\u5931\u8d25\u3002<\/span>\u804a\u5929\u673a\u5668\u4eba\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u4e0d\u6b63\u786e\u4e14\u53ef\u80fd\u6709\u5bb3\u7684\u533b\u7597\u5efa\u8bae\uff0c\u5a92\u4f53\u673a\u6784\u53d1\u5e03\u4e86\u4eba\u5de5\u667a\u80fd\u751f\u6210\u7684\u6587\u7ae0\uff0c\u5176\u4e2d\u5305\u62ec\u4e0d\u51c6\u786e\u7684\u8d22\u52a1\u6307\u5bfc\uff0c\u5177\u6709\u4eba\u5de5\u667a\u80fd\u754c\u9762\u7684\u641c\u7d22\u5f15\u64ce\u53d1\u660e\u4e86\u865a\u5047\u5f15\u6587\u3002<\/span>\u968f\u7740\u8d8a\u6765\u8d8a\u591a\u7684\u4eba\u548c\u4f01\u4e1a\u4f9d\u8d56\u804a\u5929\u673a\u5668\u4eba\u6765\u83b7\u53d6\u4e8b\u5b9e\u4fe1\u606f\uff0c\u4ed6\u4eec\u7f16\u9020\u4e8b\u60c5\u7684\u503e\u5411\u53d8\u5f97\u66f4\u52a0\u660e\u663e\u548c\u5177\u6709\u7834\u574f\u6027<\/span>\u3002<\/span><\/span><\/p>\n


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

\u4f46\u4eca\u5929\u7684 LLM \u4ece\u6765\u90fd\u4e0d\u662f\u4e3a\u4e86\u7eaf\u7cb9\u51c6\u786e\u800c\u8bbe\u8ba1\u7684<\/span>\u3002<\/span>\u5b83\u4eec\u88ab\u521b\u9020\u51fa\u6765\u662f\u4e3a\u4e86\u521b\u9020\u2014\u2014\u4e3a\u4e86\u751f\u6210<\/span>\u2014\u2014\u4e9a\u5229\u6851\u90a3\u5dde\u7acb\u5927\u5b66<\/span><\/span>\uff08Arizona State University\uff09<\/span>\u7814\u7a76\u4eba\u5de5\u667a\u80fd\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u6559\u6388Subbarao Kambhampati\u8bf4\u3002\u201c<\/span>\u73b0\u5b9e\u60c5\u51b5\u662f\uff1a\u6ca1\u6709\u529e\u6cd5\u4fdd\u8bc1\u6240\u751f\u6210\u5185\u5bb9\u7684\u771f\u5b9e\u6027<\/span>\uff0c\u201d\u4ed6\u89e3\u91ca\u8bf4\uff0c\u5e76\u8865\u5145\u8bf4\uff0c<\/span>\u6240\u6709\u8ba1\u7b97\u673a\u751f\u6210\u7684\u201c\u521b\u9020\u529b\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u90fd\u662f\u5e7b\u89c9<\/span>\u201d\u3002<\/span><\/span><\/p>\n


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

\n
\n
\u8bd1\u8005\u6ce8\uff1a\u8bd1\u8005\u4e00\u76f4\u5f3a\u8c03GenAI\u7684\u5e94\u7528\u573a\u666f\u9009\u62e9\u7684\u4e00\u4e2a\u6700\u91cd\u8981\u7684\u539f\u5219\u662f\uff1a\u521b\u610f\u5927\u4e8e\u51c6\u786e\u6027\u3002\u5f53\u524d\u6709\u4eba\u5efa\u8bae\u4f60\u5c06GenAI\u5e94\u7528\u4e8e\u6570\u636e\u5206\u6790\u7684\u65f6\u5019\uff0c\u8bf7\u4e09\u601d\u3002<\/span><\/span><\/section>\n<\/section>\n<\/blockquote>\n


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

\u5728\u4e00\u6708\u4efd\u53d1\u5e03\u7684\u4e00\u9879\u7814\u7a76\u9884\u5370\u672c\u4e2d\uff0c\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u7684\u4e09\u540d\u673a\u5668\u5b66\u4e60\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4e00\u4e2a\u8bc1\u636e\uff0c\u8bc1\u660e\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e2d\uff0c\u5e7b\u89c9\u662f\u4e0d\u53ef\u907f\u514d\u7684<\/span>\u3002\u8be5\u8bc1\u660e\u5e94\u7528\u4e86\u5b66\u4e60\u7406\u8bba\u4e2d\u7684\u4e00\u4e9b\u7ecf\u5178\u7ed3\u679c\uff0c\u4f8b\u5982\u5eb7\u6258\u5c14\u7684\u5bf9\u89d2\u5316\u8bba\u8bc1<\/span><\/span>\uff08Cantor\u2019s diagonalization argument\uff09<\/span>\uff0c\u4ee5\u8bc1\u660e LLM \u6839\u672c\u65e0\u6cd5\u5b66\u4e60\u6240\u6709\u53ef\u8ba1\u7b97\u51fd\u6570\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5b83\u8868\u660e\u603b\u4f1a\u6709\u8d85\u51fa\u6a21\u578b\u80fd\u529b\u7684\u53ef\u89e3\u51b3\u7684\u95ee\u9898\u3002\u201c\u5bf9\u4e8e\u4efb\u4f55\u5927\u8bed\u8a00\u6a21\u578b\u6765\u8bf4\uff0c\u73b0\u5b9e\u4e16\u754c\u4e2d\u90fd\u6709\u4e00\u90e8\u5206\u662f\u5b83\u65e0\u6cd5\u5b66\u4e60\u7684\uff0c\u5728\u90a3\u91cc\u5b83\u4e0d\u53ef\u907f\u514d\u5730\u4f1a\u4ea7\u751f\u5e7b\u89c9\uff0c\u201d\u8be5\u7814\u7a76\u7684\u5408\u8457\u8005Ziwei Xu\uff0cSanjay Jain\u548cMohan Kankanhalli\u5728\u7ed9\u300a\u79d1\u5b66\u7f8e\u56fd\u4eba\u300b\u7684\u4e00\u5c01\u8054\u5408\u7535\u5b50\u90ae\u4ef6\u4e2d\u5199\u9053\u3002<\/span><\/p>\n


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

\u5c3d\u7ba1\u8fd9\u4e2a\u8bc1\u660e\u770b\u8d77\u6765\u662f\u51c6\u786e\u7684\uff0cKambhampati\u8bf4\uff0c\u4f46\u5b83\u63d0\u51fa\u7684\u2014\u2014\u67d0\u4e9b\u96be\u9898\u603b\u80fd\u96be\u5012\u8ba1\u7b97\u673a\u7684\u8bba\u70b9\u2014\u2014\u8fc7\u4e8e\u5bbd\u6cdb\uff0c\u65e0\u6cd5\u6df1\u5165\u4e86\u89e3\u4e3a\u4ec0\u4e48\u4f1a\u53d1\u751f\u7279\u5b9a\u7684\u865a\u6784\u3002\u800c\u4e14\uff0c\u4ed6\u7ee7\u7eed\u8bf4\uff0c<\/span>\u8fd9\u4e2a\u95ee\u9898\u6bd4\u8bc1\u660e\u6240\u663e\u793a\u7684\u66f4\u4e3a\u666e\u904d\uff0c\u56e0\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u5373\u4f7f\u9762\u5bf9\u7b80\u5355\u7684\u8bf7\u6c42\u4e5f\u4f1a\u4ea7\u751f\u5e7b\u89c9\u3002<\/span><\/span><\/p>\n

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

\n
\n
\u8bd1\u8005\u6ce8\uff1a\u8bd1\u8005\u5728\u201c<\/span><\/span>\u5927\u6a21\u578b\u7684\u5e7b\u89c9\uff0c\u89e3\u94c3\u8fd8\u987b\u7cfb\u94c3\u4eba<\/span><\/strong><\/span><\/a>\u201d\u6587\u4e2d\u4ece\u751f\u6210\u7684\u6570\u7406\u6846\u67b6\u7684\u673a\u7406\u51fa\u53d1\uff0c\u5bf9\u5e7b\u89c9\u7684\u4e3b\u8981\u6765\u6e90\uff0c\u6bd4\u5982\u8de8\u8303\u7574\u91c7\u6837\u4e0e\u53d8\u5206\u63a8\u7406\uff0c\u4ee5\u53ca\u5982\u4f55\u7ba1\u63a7\u5e7b\u89c9\u505a\u4e86\u8be6\u7ec6\u7684\u903b\u8f91\u63a8\u6f14\u3002<\/span><\/span><\/section>\n<\/section>\n<\/blockquote>\n

<\/span><\/span><\/o:page><\/p>\n


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

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


<\/p>\n

\u4f0a\u5229\u8bfa\u4f0a\u5927\u5b66\u9999\u69df\u5206\u6821<\/span>\uff08University of Illinois at Urbana-Champaign\uff09<\/span>\u7814\u7a76\u81ea\u7136\u8bed\u8a00\u548c\u8bed\u97f3\u5904\u7406\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u6559\u6388\u8fea\u83b1\u514b\u00b7\u54c8\u5361\u5c3c-\u56fe\u5c14<\/span>\uff08Dilek Hakkani-T\u00fcr\uff09<\/span>\u8bf4\uff0c<\/span>\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u7ecf\u5e38\u4ea7\u751f\u5e7b\u89c9\u7684\u4e00\u4e2a\u4e3b\u8981\u539f\u56e0\u6e90\u4e8e\u5b83\u4eec\u7684\u57fa\u672c\u7ed3\u6784\u3002<\/span>LLM \u57fa\u672c\u4e0a\u662f\u8d85\u9ad8\u7ea7\u7684\u81ea\u52a8\u5b8c\u6210\u5de5\u5177\uff1b\u4ed6\u4eec\u7ecf\u8fc7\u8bad\u7ec3\uff0c\u53ef\u4ee5\u9884\u6d4b\u5e8f\u5217\u4e2d\u63a5\u4e0b\u6765\u5e94\u8be5\u51fa\u73b0\u4ec0\u4e48\uff0c\u4f8b\u5982\u6587\u672c\u5b57\u7b26\u4e32\u3002\u5982\u679c\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u5305\u542b\u6709\u5173\u67d0\u4e2a\u4e3b\u9898\u7684\u5927\u91cf\u4fe1\u606f\uff0c\u5219\u53ef\u80fd\u4f1a\u4ea7\u751f\u51c6\u786e\u7684\u8f93\u51fa\u3002\u4f46\u662f LLM \u7684\u6784\u5efa\u662f\u4e3a\u4e86\u59cb\u7ec8\u4ea7\u751f\u7b54\u6848\uff0c\u5373\u4f7f\u662f\u5728\u5176\u8bad\u7ec3\u6570\u636e\u4e2d\u6ca1\u6709\u51fa\u73b0\u7684\u4e3b\u9898\u4e0a\u4e5f\u662f\u5982\u6b64\u3002\u54c8\u5361\u5c3c-\u56fe\u5c14\u8bf4\uff0c\u8fd9\u589e\u52a0\u4e86\u51fa\u73b0\u9519\u8bef\u7684\u53ef\u80fd\u6027\u3002<\/span><\/span><\/p>\n


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

\u6dfb\u52a0\u66f4\u591a\u57fa\u4e8e\u4e8b\u5b9e\u7684\u8bad\u7ec3\u6570\u636e\u4f3c\u4e4e\u662f\u4e00\u4e2a\u663e\u800c\u6613\u89c1\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/span>\u4f46\u662f\uff0cLLM\u53ef\u4ee5\u5bb9\u7eb3\u591a\u5c11\u4fe1\u606f\u5b58\u5728\u5b9e\u9645\u548c\u7269\u7406\u9650\u5236\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6Amr Awadallah\u8bf4\uff0c\u4ed6\u662fAI\u5e73\u53f0Vectara\u7684\u8054\u5408\u521b\u59cb\u4eba\u517c\u9996\u5e2d\u6267\u884c\u5b98\uff0c\u8be5\u5e73\u53f0\u5728\u6392\u884c\u699c\u4e0a\u8ddf\u8e2aLLM\u7684\u5e7b\u89c9\u7387\u3002\u5728\u8ddf\u8e2a\u7684AI\u6a21\u578b\u4e2d\uff0c\u6700\u4f4e\u7684\u5e7b\u89c9\u7387\u7ea6\u4e3a3%\u81f35%\u3002<\/span>\u4e3a\u4e86\u8fbe\u5230\u8bed\u8a00\u7684\u6d41\u7545\u6027\uff0c\u8fd9\u4e9b\u5e9e\u5927\u7684\u6a21\u578b\u7528\u6765\u8bad\u7ec3\u7684\u6570\u636e\u6bd4\u5b83\u4eec\u80fd\u5b58\u50a8\u7684\u6570\u636e\u591a\u5f97\u591a\uff0c\u6570\u636e\u538b\u7f29\u662f\u4e0d\u53ef\u907f\u514d\u7684\u7ed3\u679c\u3002<\/span>\u5f53 LLM \u65e0\u6cd5\u201c\u50cf\u5728\u57f9\u8bad\u4e2d\u4e00\u6837\u56de\u5fc6\u8d77\u4e00\u5207\u65f6\uff0c\u4ed6\u4eec\u4f1a\u7f16\u9020\u4e1c\u897f\u5e76\u586b\u8865\u7a7a\u767d\uff0c\u201dAwadallah \u8bf4\u3002\u800c\u4e14\uff0c\u4ed6\u8865\u5145\u8bf4\uff0c\u8fd9\u4e9b\u6a21\u578b\u5df2\u7ecf\u5728\u6211\u4eec\u8ba1\u7b97\u80fd\u529b\u7684\u8fb9\u7f18\u8fd0\u884c\uff1b\u8bd5\u56fe\u901a\u8fc7\u4f7f LLM \u53d8\u5927\u6765\u907f\u514d\u5e7b\u89c9\u4f1a\u4ea7\u751f\u66f4\u6162\u7684\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u66f4\u6602\u8d35\u4e14\u5bf9\u73af\u5883\u66f4\u6709\u5bb3\u3002<\/span><\/span><\/p>\n


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

\n
\n
\u8bd1\u8005\u6ce8\uff1a\u4e3e\u4e00\u4e2a\u771f\u5b9e\u4f8b\u5b50\uff0c\u5927\u6a21\u578b\u5e2e\u52a9\u5ba1\u9605\u5408\u540c\u7684\u65f6\u5019\uff0c\u627e\u5230\u5408\u540c\u4e2d\u7684\u95ee\u9898\uff0c\u79f0\u662f\u6839\u636e\u67d0\u67d0\u6cd5\u5178\u67d0\u6761\u67d0\u6b3e\u7684\u5224\u65ad\uff0c\u5224\u65ad\u786e\u5b9e\u662f\u5bf9\u7684\uff0c\u4f46\u5927\u6a21\u578b\u65e0\u6cd5\u5b8c\u6574\u590d\u8ff0\u8be5\u6cd5\u5178\u8be5\u6761\u8be5\u6b3e\u3002\u5176\u5b9e\u8fd9\u5f88\u7c7b\u4f3c\u4eba\u7c7b\u7684\u7406\u89e3\u5f0f\u5b66\u4e60\u3002<\/span><\/span><\/section>\n<\/section>\n<\/blockquote>\n


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

<\/o:page><\/p>\n

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


<\/p>\n

\u5e7b\u89c9\u7684\u53e6\u4e00\u4e2a\u539f\u56e0\u662f\u6821\u51c6<\/span>\uff0c\u4f50\u6cbb\u4e9a\u7406\u5de5\u5b66\u9662\u8ba1\u7b97\u673a\u79d1\u5b66\u6559\u6388Santosh Vempala\u8bf4\u3002<\/span>\u6821\u51c6\u662f\u8c03\u6574 LLM \u4ee5\u504f\u7231\u67d0\u4e9b\u8f93\u51fa\u800c\u4e0d\u662f\u5176\u4ed6\u8f93\u51fa\u7684\u8fc7\u7a0b\uff08\u4ee5\u5339\u914d\u8bad\u7ec3\u6570\u636e\u7684\u7edf\u8ba1\u6570\u636e\u6216\u751f\u6210\u66f4\u903c\u771f\u7684\u4eba\u7c7b\u77ed\u8bed\uff09<\/span>\u3002<\/span><\/span>\u3010\u8bd1\u8005\u6ce8\uff1a\u4f5c\u8005\u540e\u6765\u4fee\u6b63\u6ce8\u91ca\u8fd9\u662f\u4e00\u4e2a\u5355\u72ec\u7684\u8fc7\u7a0b\uff0c\u79f0\u4e3a\u5bf9\u9f50\u3011<\/span> \u5728\u53bb\u5e74 11 \u6708\u9996\u6b21\u53d1\u5e03\u7684\u4e00\u7bc7\u9884\u5370\u672c\u8bba\u6587\u4e2d\uff0cVempala \u548c\u4e00\u4f4d\u5408\u8457\u8005\u8ba4\u4e3a\uff0c<\/span>\u4efb\u4f55\u7ecf\u8fc7\u6821\u51c6\u7684\u8bed\u8a00\u6a21\u578b\u90fd\u4f1a\u4ea7\u751f\u5e7b\u89c9<\/span>\u2014\u2014<\/span>\u56e0\u4e3a\u51c6\u786e\u6027\u672c\u8eab\u6709\u65f6\u4e0e\u81ea\u7136\u6d41\u7545\u4e14\u770b\u8d77\u6765\u662f\u539f\u521b\u7684\u6587\u672c\u4e0d\u4e00\u81f4<\/span>\u3002<\/span>\u51cf\u5c11\u6821\u51c6\u53ef\u4ee5\u63d0\u9ad8\u771f\u5b9e\u6027\uff0c\u540c\u65f6\u5728 LLM \u751f\u6210\u7684\u6587\u672c\u4e2d\u5f15\u5165\u5176\u4ed6\u7f3a\u9677\u3002<\/span>Vempala\u8bf4\uff0c\u672a\u7ecf\u6821\u51c6\u7684\u6a21\u578b\u53ef\u80fd\u4f1a\u516c\u5f0f\u5316\u5730\u5199\u4f5c\uff0c\u6bd4\u4eba\u66f4\u9891\u7e41\u5730\u91cd\u590d\u5355\u8bcd\u548c\u77ed\u8bed\u3002\u95ee\u9898\u5728\u4e8e\uff0c\u7528\u6237\u5e0c\u671b\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u65e2\u771f\u5b9e\u53c8\u6d41\u7545\u3002<\/span><\/span><\/p>\n


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

Kambhampati \u8bf4\uff0c<\/span>\u63a5\u53d7 LLM \u53ef\u80fd\u6c38\u8fdc\u65e0\u6cd5\u4ea7\u751f\u5b8c\u5168\u51c6\u786e\u7684\u8f93\u51fa\u610f\u5473\u7740\u91cd\u65b0\u8003\u8651\u6211\u4eec\u4f55\u65f6\u3001\u4f55\u5730\u4ee5\u53ca\u5982\u4f55\u90e8\u7f72\u8fd9\u4e9b\u751f\u6210\u5de5\u5177\u3002<\/span>\u4ed6\u8865\u5145\u8bf4\uff0c<\/span>\u4ed6\u4eec\u662f\u5f88\u68d2\u7684\u521b\u610f\u521b\u9020\u8005\uff0c\u4f46\u4ed6\u4eec\u4e0d\u662f\u72ec\u7acb\u7684\u95ee\u9898\u89e3\u51b3\u8005<\/span>\u3002\u201c\u4f60\u53ef\u4ee5\u901a\u8fc7\u628a\u5b83\u4eec\u653e\u5230\u4e00\u4e2a\u6709\u9a8c\u8bc1\u8005\u7684\u67b6\u6784\u4e2d\u6765\u5229\u7528\u5b83\u4eec\uff0c\u201d\u4ed6\u89e3\u91ca\u8bf4\uff0c\u65e0\u8bba\u8fd9\u610f\u5473\u7740\u8ba9\u66f4\u591a\u7684\u4eba\u53c2\u4e0e\u8fdb\u6765\uff0c\u8fd8\u662f\u4f7f\u7528\u5176\u4ed6\u81ea\u52a8\u5316\u7a0b\u5e8f\u3002<\/span><\/span><\/p>\n

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

\n
\n
\u8bd1\u8005\u6ce8\uff1a\u91cd\u8981\u7684\u4e8b\u60c5\u8bf4\u4e09\u904d\uff1a\u8bd1\u8005\u4e00\u76f4\u5f3a\u8c03GenAI\u7684\u5e94\u7528\u573a\u666f\u9009\u62e9\u7684\u4e00\u4e2a\u6700\u91cd\u8981\u7684\u539f\u5219\u662f\uff1a\u521b\u610f\u5927\u4e8e\u51c6\u786e\u6027\u3002\u800c\u4e14RAG\u5728\u4e8b\u5b9e\u6821\u9a8c\u4e2d\u7684\u4f5c\u7528\u662f\u5341\u5206\u5c40\u9650\u7684\u3002<\/span><\/section>\n<\/section>\n<\/blockquote>\n

<\/section>\n

\u5728Vectara\u516c\u53f8\uff0cAwadallah\u6b63\u5728\u4e3a\u6b64\u52aa\u529b\u3002\u4ed6\u8bf4\uff0c\u4ed6\u7684\u56e2\u961f\u7684\u6392\u884c\u699c\u9879\u76ee\u662f\u5e7b\u89c9\u68c0\u6d4b\u5668\u7684\u65e9\u671f\u6982\u5ff5\u9a8c\u8bc1\uff0c\u800c\u68c0\u6d4b\u5e7b\u89c9\u662f\u80fd\u591f\u4fee\u590d\u5e7b\u89c9\u7684\u7b2c\u4e00\u6b65\u3002<\/span>\u672a\u6765\u7684\u68c0\u6d4b\u5668\u53ef\u80fd\u4f1a\u4e0e\u81ea\u52a8\u5316 AI \u7f16\u8f91\u5668\u914d\u5bf9\uff0c\u8be5\u7f16\u8f91\u5668\u53ef\u4ee5\u5728\u9519\u8bef\u5230\u8fbe\u6700\u7ec8\u7528\u6237\u4e4b\u524d\u7ea0\u6b63\u9519\u8bef<\/span>\u3002\u4ed6\u7684\u516c\u53f8\u8fd8\u5728\u5f00\u53d1\u4e00\u4e2a\u540d\u4e3aAskNews\u7684\u6df7\u5408\u804a\u5929\u673a\u5668\u4eba\u548c\u65b0\u95fb\u6570\u636e\u5e93\uff0c\u8be5\u6570\u636e\u5e93\u5c06LLM\u4e0e\u68c0\u7d22\u5f15\u64ce\u76f8\u7ed3\u5408\uff0c\u8be5\u5f15\u64ce\u4ece\u6700\u8fd1\u53d1\u8868\u7684\u6587\u7ae0\u4e2d\u6311\u9009\u6700\u76f8\u5173\u7684\u4e8b\u5b9e\u6765\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\u3002\u963f\u74e6\u8fbe\u62c9\u8bf4\uff0cAskNews\u63d0\u4f9b\u7684\u65f6\u4e8b\u63cf\u8ff0\u6bd4LLM\u672c\u8eab\u6240\u80fd\u4ea7\u751f\u7684\u8981\u51c6\u786e\u5f97\u591a\uff0c\u56e0\u4e3a\u804a\u5929\u673a\u5668\u4eba\u7684\u54cd\u5e94\u4ec5\u57fa\u4e8e\u6570\u636e\u5e93\u641c\u7d22\u5de5\u5177\u6316\u6398\u7684\u6765\u6e90\u3002<\/span><\/span><\/p>\n


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


<\/p>\n

Hakkani-T\u00fcr\u4e5f\u5728\u7814\u7a76\u57fa\u4e8e\u4e8b\u5b9e\u7684\u7cfb\u7edf\uff0c\u5c06\u4e13\u95e8\u7684\u8bed\u8a00\u6a21\u578b\u4e0e\u76f8\u5bf9\u53ef\u9760\u7684\u4fe1\u606f\u6e90<\/span>\uff08\u5982\u516c\u53f8\u6587\u4ef6\u3001\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u4ea7\u54c1\u8bc4\u8bba\u3001\u533b\u5b66\u6587\u732e\u6216\u7ef4\u57fa\u767e\u79d1\u5e16\u5b50\uff09<\/span>\u914d\u5bf9\uff0c\u4ee5\u63d0\u9ad8\u51c6\u786e\u6027\u3002<\/span>\u5979\u5e0c\u671b\uff0c\u4e00\u65e6\u6240\u6709\u7684\u95ee\u9898\u90fd\u5f97\u5230\u89e3\u51b3\uff0c\u8fd9\u4e9b\u63a5\u5730\u6c14\u7684\u7f51\u7edc\u6709\u671d\u4e00\u65e5\u53ef\u4ee5\u6210\u4e3a\u5b9e\u73b0\u5065\u5eb7\u83b7\u53d6\u548c\u6559\u80b2\u516c\u5e73\u7b49\u65b9\u9762\u7684\u6709\u7528\u5de5\u5177<\/span>\u3002\u201c\u6211\u786e\u5b9e\u770b\u5230\u4e86\u8bed\u8a00\u6a21\u578b\u7684\u529b\u91cf\uff0c\u5b83\u662f\u8ba9\u6211\u4eec\u7684\u751f\u6d3b\u66f4\u7f8e\u597d\u3001\u66f4\u6709\u6210\u6548\u3001\u66f4\u516c\u5e73\u7684\u5de5\u5177\uff0c\u201d\u5979\u8bf4\u3002<\/span><\/span><\/p>\n


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

\u5728\u672a\u6765\uff0c\u4e13\u4e1a\u7cfb\u7edf\u4f1a\u9a8c\u8bc1LLM\u8f93\u51fa\uff0c\u4e3a\u7279\u5b9a\u73af\u5883\u8bbe\u8ba1\u7684\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u5c06\u90e8\u5206\u53d6\u4ee3\u4eca\u5929\u7684\u901a\u7528\u6a21\u578b<\/span>\u3002\u4eba\u5de5\u667a\u80fd\u6587\u672c\u751f\u6210\u5668\u7684\u6bcf\u4e2a\u5e94\u7528\u7a0b\u5e8f<\/span><\/span>\uff08\u65e0\u8bba\u662f\u5ba2\u6237\u670d\u52a1\u804a\u5929\u673a\u5668\u4eba\u3001\u65b0\u95fb\u6458\u8981\u670d\u52a1\u8fd8\u662f\u6cd5\u5f8b\u987e\u95ee\uff09<\/span>\u90fd\u5c06\u6210\u4e3a\u5b9a\u5236\u67b6\u6784\u7684\u4e00\u90e8\u5206\uff0c\u4ece\u800c\u5b9e\u73b0\u5176\u5b9e\u7528\u6027\u3002\u540c\u65f6\uff0c\u4e0d\u90a3\u4e48\u63a5\u5730\u6c14\u7684\u901a\u624d\u804a\u5929\u673a\u5668\u4eba\u5c06\u80fd\u591f\u56de\u7b54\u4f60\u63d0\u51fa\u7684\u4efb\u4f55\u95ee\u9898\uff0c\u4f46\u4e0d\u80fd\u4fdd\u8bc1\u771f\u5b9e\u6027\u3002\u4ed6\u4eec\u5c06\u7ee7\u7eed\u6210\u4e3a\u5f3a\u5927\u7684\u521b\u610f\u4f19\u4f34\u6216\u7075\u611f\u548c\u5a31\u4e50\u7684\u6765\u6e90\u2014\u2014\u4f46\u4e0d\u662f\u795e\u8c15\u6216\u767e\u79d1\u5168\u4e66\u2014\u2014\u5b8c\u5168\u9075\u7167\u5176\u8bbe\u8ba1\u76ee\u6807\u3002<\/span><\/p>\n


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

\n
\n
\u8bd1\u8005\u6ce8\uff1a\u8bd1\u8005\u5728\u201c<\/span>\u5927\u6a21\u578b\u7684\u5e7b\u89c9\uff0c\u89e3\u94c3\u8fd8\u987b\u7cfb\u94c3\u4eba<\/span><\/strong><\/span><\/a>\u201d\u6587\u4e2d\u8fd0\u7528\u81ea\u5df1\u603b\u7ed3\u7684\u5927\u6a21\u578b\u6570\u5b66\u7269\u7406\u539f\u7406\u7684\u601d\u7ef4\u6846\u67b6\uff0c\u4ece\u539f\u7406\u5c42\u9762\u5206\u6790\u4e86\u5927\u6a21\u578b\u5e7b\u89c9\u4ea7\u751f\u7684\u673a\u7406\u548c\u63a7\u5236\u65b9\u6cd5\uff0c\u4e0e\u672c\u6587\u4e2d\u4f17\u591a\u5b66\u8005\u7684\u5b66\u672f\u5206\u6790\u543b\u5408\uff0c\u5370\u8bc1\u4e86\u601d\u7ef4\u6846\u67b6\u7684\u91cd\u8981\u4ef7\u503c\u3002<\/span><\/section>\n<\/section>\n<\/blockquote>\n

<\/o:p><\/span><\/p>\n


<\/p>\n

\n
\n
\n

\u4f5c\u8005\u7b80\u4ecb<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n

\u4f5c\u8005\u52b3\u4f26\u00b7\u83b1\u5f17\uff08LAUREN LEFFER\uff09<\/span><\/strong>\u662f\u300a\u79d1\u5b66\u7f8e\u56fd\u4eba\u300b\u7684\u7279\u7ea6\u64b0\u7a3f\u4eba\u548c\u524d\u6280\u672f\u62a5\u9053\u7814\u7a76\u5458\u3002\u5979\u62a5\u9053\u4e86\u8bb8\u591a\u4e3b\u9898\uff0c\u5305\u62ec\u4eba\u5de5\u667a\u80fd\u3001\u6c14\u5019\u548c\u5947\u602a\u7684\u751f\u7269\u5b66\uff0c\u56e0\u4e3a\u5979\u5bf9\u9519\u8bef\u611f\u5230\u597d\u5947\u3002<\/span>   <\/span><\/p>\n


<\/span><\/strong><\/span><\/p>\n


<\/span><\/strong><\/span><\/p>\n

\n
\n
\n
\n

\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u8bfb\u4e66\u4f1a<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


<\/p>\n

\u96c6\u667a\u4ff1\u4e50\u90e8<\/span>\u8054\u5408\u897f\u6e56\u5927\u5b66\u5de5\u5b66\u9662\u7279\u8058\u7814\u7a76\u5458\u8d75\u4e16\u94b0\u3001\u6d59\u6c5f\u5927\u5b66\u6559\u6388\u4efb\u6c81\u6e90\u3001\u9e4f\u57ce\u5b9e\u9a8c\u5ba4\u9ad8\u7ea7\u5de5\u7a0b\u5e08\u5d14\u91d1\u5f3a\uff0c\u5171\u540c\u53d1\u8d77\u300c\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u300d\u8bfb\u4e66\u4f1a<\/a>\uff0c\u63a2\u7a76\u5927\u8bed\u8a00\u6a21\u578b\u7ed9\u673a\u5668\u4eba\u9886\u57df\u5e26\u6765\u7684\u65b0\u601d\u60f3\u65b0\u4ef7\u503c\u3002<\/span><\/section>\n

<\/span><\/section>\n
<\/span><\/a><\/span><\/strong><\/span><\/section>\n


<\/p>\n

\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/section>\n
\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u8bfb\u4e66\u4f1a\uff1a\u5927\u6a21\u578b\u8d4b\u80fd\u673a\u5668\u4eba\u6d8c\u73b0\u7fa4\u4f53\u667a\u80fd<\/a><\/span><\/section>\n


<\/p>\n


<\/section>\n
\n
\n
\n
\n

\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n

1. <\/strong>AI\u4f55\u4ee5\u6d8c\u73b0\uff1a\u590d\u6742\u9002\u5e94\u7cfb\u7edf\u89c6\u89d2\u7684ChatGPT\u548c\u5927\u8bed\u8a00\u6a21\u578b<\/a><\/strong><\/span><\/section>\n
2. <\/strong>\u4e07\u5b57\u957f\u6587\u8be6\u89e3\uff1a\u5927\u6a21\u578b\u65f6\u4ee3AI\u4ef7\u503c\u5bf9\u9f50\u7684\u95ee\u9898\u3001\u5bf9\u7b56\u548c\u5c55\u671b<\/a><\/strong><\/strong><\/span><\/strong><\/strong><\/section>\n
3. <\/strong>\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u5df2\u7ecf\u5230\u6765\uff1f\u6df1\u5ea6\u89e3\u6790 ChatGPT \u83b7\u5f97\u667a\u80fd\u7684\u6570\u5b66\u7269\u7406\u673a\u7406<\/a><\/strong><\/span><\/strong><\/strong><\/section>\n
4. <\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
<\/strong><\/strong>5.<\/strong> \u9f99\u5e74\u5927\u8fd0\u8d77\uff0c\u5b66\u4e60\u6b63\u5f53\u65f6\uff01\u89e3\u9501\u96c6\u667a\u5168\u7ad9\u5185\u5bb9\uff0c\u5f00\u542f\u65b0\u5e74\u5b66\u4e60\u8ba1\u5212<\/a><\/strong><\/strong><\/strong><\/strong><\/span><\/section>\n
6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n


<\/p>\n


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

\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/strong><\/span><\/strong><\/span><\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n

<\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u5bfc\u8bed \u5e7b\u89c9\uff08hallucination\uff09\u901a\u5e38\u88ab\u63cf\u8ff0\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u4e2a\u6280\u672f\u95ee\u9898\uff0c\u7136\u800c\u73b0\u5b9e\u60c5\u51b5\u662f\uff0c\u6ca1\u6709\u529e\u6cd5\u4fdd\u8bc1\u5927\u6a21\u578b\u6240\u751f\u6210\u5185\u5bb9\u7684\u771f\u5b9e\u6027\u3002\u5728\u672a\u6765\uff0c\u4e13\u4e1a\u7cfb\u7edf\u4f1a\u9a8c\u8bc1\u5927\u6a21\u578b\u8f93\u51fa\uff0c\u4e3a\u7279\u5b9a\u73af\u5883\u8bbe\u8ba1\u7684\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u5c06\u90e8\u5206\u53d6\u4ee3\u4eca\u5929\u7684\u901a\u7528\u6a21\u578b\u3002 \u5173\u952e\u8bcd\uff1a\u4eba\u5de5\u667a\u80fd\uff0c\u751f\u6210\u5f0fAI\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5e7b\u89c9 LAUREN LEFFER&nb…<\/p>\n","protected":false},"author":0,"featured_media":49595,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/49601"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=49601"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/49601\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/49595"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=49601"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=49601"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=49601"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=49601"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}