{"id":3044,"date":"2026-01-25T04:33:44","date_gmt":"2026-01-25T04:33:44","guid":{"rendered":"https:\/\/umaax.com\/shenmeshidamoxinghuanjuehallucinationsoflargemodelsaibaikezh\/"},"modified":"2026-01-25T04:33:44","modified_gmt":"2026-01-25T04:33:44","slug":"shenmeshidamoxinghuanjuehallucinationsoflargemodelsaibaikezh","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/shenmeshidamoxinghuanjuehallucinationsoflargemodelsaibaikezh\/","title":{"rendered":"\u4ec0\u4e48\u662f\u5927\u6a21\u578b\u5e7b\u89c9\uff08Hallucinations of large models\uff09 \u2013 AI\u767e\u79d1\u77e5\u8bc6"},"content":{"rendered":"<p>\u5927\u6a21\u578b\u5e7b\u89c9\u662f\u6307\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u5c24\u5176\u662f\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e2d\uff0c\u6a21\u578b\u751f\u6210\u7684\u5185\u5bb9\u4e0e\u73b0\u5b9e\u4e16\u754c\u7684\u4e8b\u5b9e\u6216\u7528\u6237\u8f93\u5165\u7684\u6307\u4ee4\u4e0d\u4e00\u81f4\u7684\u73b0\u8c61\u3002\u8fd9\u79cd\u5e7b\u89c9\u53ef\u4ee5\u5206\u4e3a\u4e8b\u5b9e\u6027\u5e7b\u89c9\u548c\u5fe0\u5b9e\u6027\u5e7b\u89c9\uff1a\u524d\u8005\u6307\u751f\u6210\u5185\u5bb9\u4e0e\u53ef\u9a8c\u8bc1\u7684\u4e8b\u5b9e\u4e0d\u7b26\uff0c\u540e\u8005\u6307\u5185\u5bb9\u4e0e\u7528\u6237\u6307\u4ee4\u6216\u4e0a\u4e0b\u6587\u4e0d\u5339\u914d\u3002\u8fd9\u79cd\u73b0\u8c61\u53ef\u80fd\u7531\u6570\u636e\u7f3a\u9677\u3001\u8bad\u7ec3\u4e0d\u5145\u5206\u6216\u6a21\u578b\u67b6\u6784\u95ee\u9898\u5f15\u8d77\uff0c\u5bfc\u81f4\u6a21\u578b\u8f93\u51fa\u4e0d\u51c6\u786e\u6216\u4e0d\u53ef\u9760\u7684\u4fe1\u606f\u3002<\/p>\n<h2>\u4ec0\u4e48\u662f\u5927\u6a21\u578b\u5e7b\u89c9<\/h2>\n<p>\u5927\u6a21\u578b\u5e7b\u89c9\uff08Hallucinations of large models\uff09\u6307\u7684\u662f\u6a21\u578b\u751f\u6210\u7684\u5185\u5bb9\u4e0e\u73b0\u5b9e\u4e16\u754c\u4e8b\u5b9e\u6216\u7528\u6237\u8f93\u5165\u4e0d\u4e00\u81f4\u7684\u73b0\u8c61\u3002<\/p>\n<h2>\u5927\u6a21\u578b\u5e7b\u89c9\u7684\u5de5\u4f5c\u539f\u7406<\/h2>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u5e7b\u89c9\u6e90\u4e8e\u6570\u636e\u538b\u7f29\u548c\u4e0d\u4e00\u81f4\u6027\u3002\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9700\u8981\u5904\u7406\u548c\u538b\u7f29\u5927\u91cf\u6570\u636e\uff0c\u8fd9\u79cd\u538b\u7f29\u5bfc\u81f4\u4e86\u4fe1\u606f\u7684\u4e22\u5931\uff0c\u4f7f\u6a21\u578b\u5728\u751f\u6210\u56de\u590d\u65f6\u53ef\u80fd\u4f1a\u201c\u586b\u8865\u7a7a\u767d\u201d\uff0c\u4ea7\u751f\u4e0e\u73b0\u5b9e\u4e16\u754c\u4e8b\u5b9e\u4e0d\u4e00\u81f4\u7684\u5185\u5bb9\u3002\u9884\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u95ee\u9898\u4e5f\u4f1a\u5bfc\u81f4\u5e7b\u89c9\u3002\u6570\u636e\u96c6\u4e2d\u53ef\u80fd\u5b58\u5728\u8fc7\u65f6\u3001\u4e0d\u51c6\u786e\u6216\u5173\u952e\u4fe1\u606f\u7f3a\u5931\u7684\u60c5\u51b5\uff0c\u5bfc\u81f4\u6a21\u578b\u5b66\u4e60\u5230\u9519\u8bef\u7684\u4fe1\u606f\u3002\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u6a21\u578b\u4f7f\u7528\u771f\u5b9e\u7684\u6807\u8bb0\u4f5c\u4e3a\u8f93\u5165\uff0c\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u6a21\u578b\u4f9d\u8d56\u81ea\u5df1\u751f\u6210\u7684\u6807\u8bb0\u8fdb\u884c\u540e\u7eed\u9884\u6d4b\uff0c\u8fd9\u79cd\u4e0d\u4e00\u81f4\u6027\u53ef\u80fd\u5bfc\u81f4\u5e7b\u89c9\u3002<\/p>\n<p>\u5927\u6a21\u578b\u57fa\u4e8e\u524d\u4e00\u4e2a\u6807\u8bb0\u9884\u6d4b\u4e0b\u4e00\u4e2a\u6807\u8bb0\uff0c\u4ec5\u4ece\u5de6\u5230\u53f3\uff0c\u8fd9\u79cd\u5355\u5411\u5efa\u6a21\u9650\u5236\u4e86\u6355\u6349\u590d\u6742\u4e0a\u4e0b\u6587\u4f9d\u8d56\u5173\u7cfb\u7684\u80fd\u529b\uff0c\u53ef\u80fd\u589e\u52a0\u5e7b\u89c9\u7684\u98ce\u9669\u3002\u6a21\u578b\u6700\u540e\u8f93\u51fa\u5c42\u7684Softmax\u64cd\u4f5c\u9650\u5236\u4e86\u8f93\u51fa\u6982\u7387\u5206\u5e03\u7684\u8868\u8fbe\u80fd\u529b\uff0c\u963b\u6b62\u4e86\u8bed\u8a00\u6a21\u578b\u8f93\u51fa\u671f\u671b\u7684\u5206\u5e03\uff0c\u5bfc\u81f4\u4e86\u5e7b\u89c9\u95ee\u9898\u3002\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u901a\u8fc7\u6280\u672f\u5982temperature\u3001top k\u3001top b\u5f15\u5165\u968f\u673a\u6027\uff0c\u53ef\u80fd\u5bfc\u81f4\u5e7b\u89c9\u3002\u5728\u5904\u7406\u957f\u6587\u672c\u65f6\uff0c\u6a21\u578b\u66f4\u591a\u5173\u6ce8\u5c40\u90e8\u4fe1\u606f\uff0c\u7f3a\u5c11\u5168\u5c40\u4fe1\u606f\u7684\u5173\u6ce8\uff0c\u53ef\u80fd\u5bfc\u81f4\u5fd8\u8bb0\u6307\u4ee4\u6216\u6307\u4ee4\u4e0d\u9075\u5faa\u7b49\u60c5\u51b5\uff0c\u4ea7\u751f\u5e7b\u89c9\u3002\u6a21\u578b\u5728\u751f\u6210\u56de\u590d\u65f6\uff0c\u5bf9\u4e8e\u5176\u8f93\u51fa\u7684\u610f\u4e49\u5b58\u5728\u4e0d\u786e\u5b9a\u6027\u3002\u8fd9\u79cd\u4e0d\u786e\u5b9a\u6027\u53ef\u4ee5\u901a\u8fc7\u9884\u6d4b\u71b5\u6765\u8861\u91cf\uff0c\u9884\u6d4b\u71b5\u8d8a\u9ad8\uff0c\u8868\u793a\u6a21\u578b\u5bf9\u4e8e\u53ef\u80fd\u7684\u8f93\u51fa\u8d8a\u4e0d\u786e\u5b9a\u3002\u8fd9\u4e9b\u56e0\u7d20\u5171\u540c\u4f5c\u7528\uff0c\u5bfc\u81f4\u4e86\u5927\u6a21\u578b\u5728\u751f\u6210\u5185\u5bb9\u65f6\u53ef\u80fd\u51fa\u73b0\u7684\u5e7b\u89c9\u73b0\u8c61\uff0c\u5373\u751f\u6210\u770b\u4f3c\u5408\u7406\u4f46\u5b9e\u9645\u4e0d\u7b26\u5408\u5df2\u77e5\u5e38\u8bc6\u7684\u63cf\u8ff0\u3002<\/p>\n<h2>\u5927\u6a21\u578b\u5e7b\u89c9\u7684\u4e3b\u8981\u5e94\u7528<\/h2>\n<ul>\n<li><strong>\u6587\u672c\u6458\u8981\u751f\u6210<\/strong>\uff1a\u5728\u6587\u672c\u6458\u8981\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u5927\u6a21\u578b\u53ef\u80fd\u4f1a\u4ea7\u751f\u4e0e\u539f\u6587\u6863\u5185\u5bb9\u4e0d\u4e00\u81f4\u7684\u6458\u8981\u3002\u53ef\u80fd\u4f1a\u9519\u8bef\u5730\u603b\u7ed3\u67d0\u4e2a\u4e8b\u4ef6\u7684\u53d1\u751f\u65f6\u95f4\u6216\u53c2\u4e0e\u4eba\u7269\uff0c\u5bfc\u81f4\u6458\u8981\u4fe1\u606f\u5931\u771f\u3002<\/li>\n<li><strong>\u5bf9\u8bdd\u751f\u6210<\/strong>\uff1a\u5728\u5bf9\u8bdd\u7cfb\u7edf\u4e2d\uff0c\u5927\u6a21\u578b\u7684\u5e7b\u89c9\u95ee\u9898\u53ef\u80fd\u5bfc\u81f4\u751f\u6210\u4e0e\u5bf9\u8bdd\u5386\u53f2\u6216\u5916\u90e8\u4e8b\u5b9e\u76f8\u77db\u76fe\u7684\u56de\u590d\u3002\u53ef\u80fd\u5728\u5bf9\u8bdd\u4e2d\u5f15\u5165\u4e0d\u5b58\u5728\u7684\u4eba\u7269\u6216\u4e8b\u4ef6\uff0c\u6216\u8005\u5728\u56de\u7b54\u95ee\u9898\u65f6\u63d0\u4f9b\u9519\u8bef\u7684\u4fe1\u606f\u3002<\/li>\n<li><strong>\u673a\u5668\u7ffb\u8bd1<\/strong>\uff1a\u5728\u673a\u5668\u7ffb\u8bd1\u4efb\u52a1\u4e2d\uff0c\u5927\u6a21\u578b\u53ef\u80fd\u4f1a\u4ea7\u751f\u4e0e\u539f\u6587\u5185\u5bb9\u4e0d\u4e00\u81f4\u7684\u8bd1\u6587\u3002\u5728\u7ffb\u8bd1\u8fc7\u7a0b\u4e2d\u6dfb\u52a0\u4e86\u539f\u6587\u4e2d\u6ca1\u6709\u7684\u4fe1\u606f\uff0c\u6216\u8005\u9057\u6f0f\u4e86\u91cd\u8981\u7684\u5185\u5bb9\u3002<\/li>\n<li><strong>\u6570\u636e\u5230\u6587\u672c\u751f\u6210<\/strong>\uff1a\u5728\u6570\u636e\u5230\u6587\u672c\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u5927\u6a21\u578b\u53ef\u80fd\u4f1a\u4ea7\u751f\u4e0e\u8f93\u5165\u6570\u636e\u4e0d\u4e00\u81f4\u7684\u6587\u672c\u3002\u5728\u751f\u6210\u6587\u672c\u65f6\u6dfb\u52a0\u4e86\u6570\u636e\u4e2d\u6ca1\u6709\u7684\u4fe1\u606f\uff0c\u6216\u8005\u672a\u80fd\u51c6\u786e\u53cd\u6620\u6570\u636e\u4e2d\u7684\u5173\u952e\u4e8b\u5b9e\u3002<\/li>\n<li><strong>\u5f00\u653e\u5f0f\u8bed\u8a00\u751f\u6210<\/strong>\uff1a\u5728\u5f00\u653e\u5f0f\u8bed\u8a00\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u5927\u6a21\u578b\u53ef\u80fd\u4f1a\u4ea7\u751f\u4e0e\u73b0\u5b9e\u4e16\u754c\u77e5\u8bc6\u4e0d\u7b26\u7684\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<h2>\u5927\u6a21\u578b\u5e7b\u89c9\u9762\u4e34\u7684\u6311\u6218<\/h2>\n<ul>\n<li><strong>\u6570\u636e\u8d28\u91cf\u95ee\u9898<\/strong>\uff1a\u6a21\u578b\u751f\u6210\u7684\u6587\u672c\u53ef\u80fd\u5305\u542b\u4e0d\u51c6\u786e\u6216\u865a\u5047\u7684\u4fe1\u606f\uff0c\u5982\u5728\u6458\u8981\u751f\u6210\u4e2d\u4ea7\u751f\u4e0e\u539f\u6587\u4e0d\u7b26\u7684\u5185\u5bb9\u3002\u5728\u5bf9\u8bdd\u7cfb\u7edf\u4e2d\uff0c\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u63d0\u4f9b\u9519\u8bef\u7684\u5efa\u8bae\u6216\u56de\u7b54\u3002<\/li>\n<li><strong>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6311\u6218<\/strong>\uff1a\u6a21\u578b\u53ef\u80fd\u5728\u751f\u6210\u6587\u672c\u65f6\u8fc7\u5ea6\u4f9d\u8d56\u67d0\u4e9b\u6a21\u5f0f\uff0c\u5982\u4f4d\u7f6e\u63a5\u8fd1\u6027\u6216\u5171\u73b0\u7edf\u8ba1\u6570\u636e\uff0c\u5bfc\u81f4\u8f93\u51fa\u4e0e\u5b9e\u9645\u4e8b\u5b9e\u4e0d\u7b26\u3002\u5728\u9700\u8981\u590d\u6742\u63a8\u7406\u7684\u4efb\u52a1\u4e2d\uff0c\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u63d0\u4f9b\u51c6\u786e\u7684\u7b54\u6848\u3002<\/li>\n<li><strong>\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u968f\u673a\u6027<\/strong>\uff1a\u5bfc\u81f4\u6a21\u578b\u8f93\u51fa\u504f\u79bb\u539f\u59cb\u4e0a\u4e0b\u6587\uff0c\u5982\u5728\u673a\u5668\u7ffb\u8bd1\u4e2d\u4ea7\u751f\u4e0e\u539f\u6587\u4e0d\u4e00\u81f4\u7684\u8bd1\u6587\u3002\u5728\u957f\u6587\u672c\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u53ef\u80fd\u5bfc\u81f4\u524d\u540e\u4fe1\u606f\u4e0d\u4e00\u81f4\u3002<\/li>\n<li><strong>\u6cd5\u5f8b\u548c\u4f26\u7406\u98ce\u9669<\/strong>\uff1a\u9ad8\u98ce\u9669\u573a\u666f\u4e0b\u7684\u5e94\u7528\uff0c\u5982\u53f8\u6cd5\u5ba1\u5224\u3001\u533b\u7597\u8bca\u65ad\u7b49\uff0c\u6a21\u578b\u7684\u5e7b\u89c9\u53ef\u80fd\u5bfc\u81f4\u4e25\u91cd\u540e\u679c\u3002\u7528\u6237\u53ef\u80fd\u5bf9\u6a21\u578b\u7684\u8f93\u51fa\u7f3a\u4e4f\u8b66\u60d5\uff0c\u5bfc\u81f4\u5bf9\u9519\u8bef\u4fe1\u606f\u7684\u8bef\u4fe1\u3002<\/li>\n<li><strong>\u8bc4\u4f30\u548c\u7f13\u89e3\u5e7b\u89c9\u7684\u6311\u6218<\/strong>\uff1a\u8bc4\u4f30\u65b9\u6cd5\u7684\u4e0d\u8db3\u53ef\u80fd\u5bfc\u81f4\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u8bef\u5224\uff0c\u5f71\u54cd\u6a21\u578b\u7684\u4f18\u5316\u548c\u6539\u8fdb\u3002\u7f13\u89e3\u7b56\u7565\u7684\u4e0d\u8db3\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u4ecd\u7136\u4ea7\u751f\u5e7b\u89c9\uff0c\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u548c\u6a21\u578b\u7684\u53ef\u4fe1\u5ea6\u3002<\/li>\n<li><strong>\u5e94\u7528\u5e7f\u6cdb\u6027\u53d7\u9650<\/strong>\uff1a\u6a21\u578b\u7684\u5e7b\u89c9\u95ee\u9898\u9650\u5236\u4e86\u5176\u5728\u591a\u4e2a\u9886\u57df\u7684\u5e94\u7528\uff0c\u5c24\u5176\u662f\u5728\u9700\u8981\u9ad8\u51c6\u786e\u6027\u7684\u9886\u57df\u3002\u9886\u57df\u4e13\u4e1a\u5316\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u5728\u9762\u5bf9\u8de8\u9886\u57df\u4efb\u52a1\u65f6\u4ea7\u751f\u66f4\u591a\u5e7b\u89c9\uff0c\u5f71\u54cd\u5176\u5e94\u7528\u5e7f\u6cdb\u6027\u3002<\/li>\n<li><strong>\u7cfb\u7edf\u6027\u80fd\u95ee\u9898<\/strong>\uff1a\u6a21\u578b\u7684\u6027\u80fd\u95ee\u9898\u53ef\u80fd\u5bfc\u81f4\u7528\u6237\u5bf9\u5176\u5931\u53bb\u4fe1\u5fc3\uff0c\u5f71\u54cd\u5176\u5728\u5e02\u573a\u4e0a\u7684\u7ade\u4e89\u529b\u3002\u964d\u4f4e\u7684\u53ef\u4fe1\u6027\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u5728\u5173\u952e\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u53d7\u9650\uff0c\u5982\u5728\u91d1\u878d\u5206\u6790\u6216\u653f\u7b56\u5236\u5b9a\u4e2d\u7684\u5e94\u7528\u3002<\/li>\n<\/ul>\n<h2>\u5927\u6a21\u578b\u5e7b\u89c9\u7684\u53d1\u5c55\u524d\u666f<\/h2>\n<p>\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u7279\u522b\u662fTransformer\u7b49\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u4f18\u5316\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u7406\u89e3\u529b\u548c\u521b\u9020\u529b\u65b9\u9762\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u6f5c\u529b\u3002\u5927\u6a21\u578b\u5e7b\u89c9\u95ee\u9898\u7684\u7814\u7a76\u4e0d\u4ec5\u5c40\u9650\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u8fd8\u6269\u5c55\u5230\u4e86\u56fe\u50cf\u8bf4\u660e\u3001\u89c6\u89c9\u53d9\u4e8b\u7b49\u591a\u6a21\u6001\u9886\u57df\uff0c\u5c55\u73b0\u51fa\u5e7f\u9614\u7684\u5e94\u7528\u524d\u666f\u3002\u7814\u7a76\u4eba\u5458\u63a2\u7d22\u66f4\u6709\u6548\u7684\u8bc4\u4f30\u548c\u7f13\u89e3\u5e7b\u89c9\u7684\u65b9\u6cd5\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u53ef\u4fe1\u6027\u548c\u53ef\u9760\u6027\u3002\u968f\u7740\u5927\u6a21\u578b\u5728\u9ad8\u98ce\u9669\u9886\u57df\u7684\u5e94\u7528\uff0c\u5982\u533b\u7597\u3001\u53f8\u6cd5\u7b49\uff0c\u5176\u5e7b\u89c9\u95ee\u9898\u5f15\u53d1\u7684\u6cd5\u5f8b\u548c\u4f26\u7406\u98ce\u9669\u4e5f\u65e5\u76ca\u53d7\u5230\u91cd\u89c6\uff0c\u5c06\u63a8\u52a8\u76f8\u5173\u6cd5\u89c4\u548c\u4f26\u7406\u51c6\u5219\u7684\u5efa\u7acb\u3002\u89e3\u51b3\u5927\u6a21\u578b\u5e7b\u89c9\u95ee\u9898\u9700\u8981\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u77e5\u8bc6\u56fe\u8c31\u3001\u673a\u5668\u5b66\u4e60\u7b49\u591a\u4e2a\u9886\u57df\u7684\u5408\u4f5c\uff0c\u672a\u6765\u6709\u671b\u770b\u5230\u66f4\u591a\u8de8\u5b66\u79d1\u7684\u7814\u7a76\u548c\u89e3\u51b3\u65b9\u6848\u3002\u5927\u6a21\u578b\u5e7b\u89c9\u95ee\u9898\u7684\u89e3\u51b3\u9700\u8981\u6574\u4e2a\u884c\u4e1a\u7684\u5171\u540c\u52aa\u529b\uff0c\u5305\u62ec\u6570\u636e\u63d0\u4f9b\u8005\u3001\u6a21\u578b\u5f00\u53d1\u8005\u3001\u5e94\u7528\u5f00\u53d1\u8005\u7b49\uff0c\u5171\u540c\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5065\u5eb7\u53d1\u5c55\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u5927\u6a21\u578b\u5e7b\u89c9\u662f\u6307\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u5c24\u5176\u662f\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e2d\uff0c\u6a21\u578b\u751f\u6210\u7684\u5185\u5bb9\u4e0e\u73b0\u5b9e\u4e16\u754c\u7684\u4e8b\u5b9e\u6216\u7528\u6237\u8f93\u5165\u7684\u6307\u4ee4\u4e0d\u4e00\u81f4\u7684\u73b0\u8c61\u3002\u8fd9\u79cd\u5e7b\u89c9\u53ef\u4ee5\u5206\u4e3a\u4e8b\u5b9e\u6027\u5e7b\u89c9\u548c\u5fe0\u5b9e\u6027\u5e7b\u89c9\uff1a\u524d\u8005\u6307\u751f\u6210\u5185\u5bb9\u4e0e\u53ef\u9a8c\u8bc1\u7684\u4e8b\u5b9e\u4e0d\u7b26\uff0c\u540e\u8005\u6307\u5185\u5bb9\u4e0e\u7528\u6237\u6307\u4ee4\u6216\u4e0a\u4e0b\u6587\u4e0d\u5339\u914d\u3002\u8fd9\u79cd\u73b0\u8c61\u53ef\u80fd\u7531\u6570\u636e\u7f3a\u9677\u3001\u8bad\u7ec3\u4e0d\u5145\u5206\u6216\u6a21\u578b\u67b6\u6784\u95ee\u9898\u5f15\u8d77\uff0c\u5bfc\u81f4\u6a21\u578b\u8f93\u51fa\u4e0d\u51c6\u786e\u6216\u4e0d\u53ef\u9760\u7684\u4fe1\u606f\u3002 \u4ec0\u4e48\u662f\u5927\u6a21\u578b\u5e7b\u89c9 \u5927\u6a21\u578b\u5e7b\u89c9\uff08Hallucinations of large models\uff09\u6307\u7684\u662f\u6a21\u578b\u751f\u6210\u7684\u5185\u5bb9\u4e0e\u73b0\u5b9e\u4e16\u754c\u4e8b\u5b9e\u6216\u7528\u6237\u8f93\u5165\u4e0d\u4e00\u81f4\u7684\u73b0\u8c61\u3002 \u5927\u6a21\u578b\u5e7b\u89c9\u7684\u5de5\u4f5c\u539f\u7406 \u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u5e7b\u89c9\u6e90\u4e8e\u6570\u636e\u538b\u7f29\u548c\u4e0d\u4e00\u81f4\u6027\u3002\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9700\u8981\u5904\u7406\u548c\u538b\u7f29\u5927\u91cf\u6570\u636e\uff0c\u8fd9\u79cd\u538b\u7f29\u5bfc\u81f4\u4e86\u4fe1\u606f\u7684\u4e22\u5931\uff0c\u4f7f\u6a21\u578b\u5728\u751f\u6210\u56de\u590d\u65f6\u53ef\u80fd\u4f1a\u201c\u586b\u8865\u7a7a\u767d\u201d\uff0c\u4ea7\u751f\u4e0e\u73b0\u5b9e\u4e16\u754c\u4e8b\u5b9e\u4e0d\u4e00\u81f4\u7684\u5185\u5bb9\u3002\u9884\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u95ee\u9898\u4e5f\u4f1a\u5bfc\u81f4\u5e7b\u89c9\u3002\u6570\u636e\u96c6\u4e2d\u53ef\u80fd\u5b58\u5728\u8fc7\u65f6\u3001\u4e0d\u51c6\u786e\u6216\u5173\u952e\u4fe1\u606f\u7f3a\u5931\u7684\u60c5\u51b5\uff0c\u5bfc\u81f4\u6a21\u578b\u5b66\u4e60\u5230\u9519\u8bef\u7684\u4fe1\u606f\u3002\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u6a21\u578b\u4f7f\u7528\u771f\u5b9e\u7684\u6807\u8bb0\u4f5c\u4e3a\u8f93\u5165\uff0c\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u6a21\u578b\u4f9d\u8d56\u81ea\u5df1\u751f\u6210\u7684\u6807\u8bb0\u8fdb\u884c\u540e\u7eed\u9884\u6d4b\uff0c\u8fd9\u79cd\u4e0d\u4e00\u81f4\u6027\u53ef\u80fd\u5bfc\u81f4\u5e7b\u89c9\u3002 \u5927\u6a21\u578b\u57fa\u4e8e\u524d\u4e00\u4e2a\u6807\u8bb0\u9884\u6d4b\u4e0b\u4e00\u4e2a\u6807\u8bb0\uff0c\u4ec5\u4ece\u5de6\u5230\u53f3\uff0c\u8fd9\u79cd\u5355\u5411\u5efa\u6a21\u9650\u5236\u4e86\u6355\u6349\u590d\u6742\u4e0a\u4e0b\u6587\u4f9d\u8d56\u5173\u7cfb\u7684\u80fd\u529b\uff0c\u53ef\u80fd\u589e\u52a0\u5e7b\u89c9\u7684\u98ce\u9669\u3002\u6a21\u578b\u6700\u540e\u8f93\u51fa\u5c42\u7684Softmax\u64cd\u4f5c\u9650\u5236\u4e86\u8f93\u51fa\u6982\u7387\u5206\u5e03\u7684\u8868\u8fbe\u80fd\u529b\uff0c\u963b\u6b62\u4e86\u8bed\u8a00\u6a21\u578b\u8f93\u51fa\u671f\u671b\u7684\u5206\u5e03\uff0c\u5bfc\u81f4\u4e86\u5e7b\u89c9\u95ee\u9898\u3002\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u901a\u8fc7\u6280\u672f\u5982temperature\u3001top k\u3001top b\u5f15\u5165\u968f\u673a\u6027\uff0c\u53ef\u80fd\u5bfc\u81f4\u5e7b\u89c9\u3002\u5728\u5904\u7406\u957f\u6587\u672c\u65f6\uff0c\u6a21\u578b\u66f4\u591a\u5173\u6ce8\u5c40\u90e8\u4fe1\u606f\uff0c\u7f3a\u5c11\u5168\u5c40\u4fe1\u606f\u7684\u5173\u6ce8\uff0c\u53ef\u80fd\u5bfc\u81f4\u5fd8\u8bb0\u6307\u4ee4\u6216\u6307\u4ee4\u4e0d\u9075\u5faa\u7b49\u60c5\u51b5\uff0c\u4ea7\u751f\u5e7b\u89c9\u3002\u6a21\u578b\u5728\u751f\u6210\u56de\u590d\u65f6\uff0c\u5bf9\u4e8e\u5176\u8f93\u51fa\u7684\u610f\u4e49\u5b58\u5728\u4e0d\u786e\u5b9a\u6027\u3002\u8fd9\u79cd\u4e0d\u786e\u5b9a\u6027\u53ef\u4ee5\u901a\u8fc7\u9884\u6d4b\u71b5\u6765\u8861\u91cf\uff0c\u9884\u6d4b\u71b5\u8d8a\u9ad8\uff0c\u8868\u793a\u6a21\u578b\u5bf9\u4e8e\u53ef\u80fd\u7684\u8f93\u51fa\u8d8a\u4e0d\u786e\u5b9a\u3002\u8fd9\u4e9b\u56e0\u7d20\u5171\u540c\u4f5c\u7528\uff0c\u5bfc\u81f4\u4e86\u5927\u6a21\u578b\u5728\u751f\u6210\u5185\u5bb9\u65f6\u53ef\u80fd\u51fa\u73b0\u7684\u5e7b\u89c9\u73b0\u8c61\uff0c\u5373\u751f\u6210\u770b\u4f3c\u5408\u7406\u4f46\u5b9e\u9645\u4e0d\u7b26\u5408\u5df2\u77e5\u5e38\u8bc6\u7684\u63cf\u8ff0\u3002 \u5927\u6a21\u578b\u5e7b\u89c9\u7684\u4e3b\u8981\u5e94\u7528 \u6587\u672c\u6458\u8981\u751f\u6210\uff1a\u5728\u6587\u672c\u6458\u8981\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u5927\u6a21\u578b\u53ef\u80fd\u4f1a\u4ea7\u751f\u4e0e\u539f\u6587\u6863\u5185\u5bb9\u4e0d\u4e00\u81f4\u7684\u6458\u8981\u3002\u53ef\u80fd\u4f1a\u9519\u8bef\u5730\u603b\u7ed3\u67d0\u4e2a\u4e8b\u4ef6\u7684\u53d1\u751f\u65f6\u95f4\u6216\u53c2\u4e0e\u4eba\u7269\uff0c\u5bfc\u81f4\u6458\u8981\u4fe1\u606f\u5931\u771f\u3002 \u5bf9\u8bdd\u751f\u6210\uff1a\u5728\u5bf9\u8bdd\u7cfb\u7edf\u4e2d\uff0c\u5927\u6a21\u578b\u7684\u5e7b\u89c9\u95ee\u9898\u53ef\u80fd\u5bfc\u81f4\u751f\u6210\u4e0e\u5bf9\u8bdd\u5386\u53f2\u6216\u5916\u90e8\u4e8b\u5b9e\u76f8\u77db\u76fe\u7684\u56de\u590d\u3002\u53ef\u80fd\u5728\u5bf9\u8bdd\u4e2d\u5f15\u5165\u4e0d\u5b58\u5728\u7684\u4eba\u7269\u6216\u4e8b\u4ef6\uff0c\u6216\u8005\u5728\u56de\u7b54\u95ee\u9898\u65f6\u63d0\u4f9b\u9519\u8bef\u7684\u4fe1\u606f\u3002 \u673a\u5668\u7ffb\u8bd1\uff1a\u5728\u673a\u5668\u7ffb\u8bd1\u4efb\u52a1\u4e2d\uff0c\u5927\u6a21\u578b\u53ef\u80fd\u4f1a\u4ea7\u751f\u4e0e\u539f\u6587\u5185\u5bb9\u4e0d\u4e00\u81f4\u7684\u8bd1\u6587\u3002\u5728\u7ffb\u8bd1\u8fc7\u7a0b\u4e2d\u6dfb\u52a0\u4e86\u539f\u6587\u4e2d\u6ca1\u6709\u7684\u4fe1\u606f\uff0c\u6216\u8005\u9057\u6f0f\u4e86\u91cd\u8981\u7684\u5185\u5bb9\u3002 \u6570\u636e\u5230\u6587\u672c\u751f\u6210\uff1a\u5728\u6570\u636e\u5230\u6587\u672c\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u5927\u6a21\u578b\u53ef\u80fd\u4f1a\u4ea7\u751f\u4e0e\u8f93\u5165\u6570\u636e\u4e0d\u4e00\u81f4\u7684\u6587\u672c\u3002\u5728\u751f\u6210\u6587\u672c\u65f6\u6dfb\u52a0\u4e86\u6570\u636e\u4e2d\u6ca1\u6709\u7684\u4fe1\u606f\uff0c\u6216\u8005\u672a\u80fd\u51c6\u786e\u53cd\u6620\u6570\u636e\u4e2d\u7684\u5173\u952e\u4e8b\u5b9e\u3002 \u5f00\u653e\u5f0f\u8bed\u8a00\u751f\u6210\uff1a\u5728\u5f00\u653e\u5f0f\u8bed\u8a00\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u5927\u6a21\u578b\u53ef\u80fd\u4f1a\u4ea7\u751f\u4e0e\u73b0\u5b9e\u4e16\u754c\u77e5\u8bc6\u4e0d\u7b26\u7684\u5185\u5bb9\u3002 \u5927\u6a21\u578b\u5e7b\u89c9\u9762\u4e34\u7684\u6311\u6218 \u6570\u636e\u8d28\u91cf\u95ee\u9898\uff1a\u6a21\u578b\u751f\u6210\u7684\u6587\u672c\u53ef\u80fd\u5305\u542b\u4e0d\u51c6\u786e\u6216\u865a\u5047\u7684\u4fe1\u606f\uff0c\u5982\u5728\u6458\u8981\u751f\u6210\u4e2d\u4ea7\u751f\u4e0e\u539f\u6587\u4e0d\u7b26\u7684\u5185\u5bb9\u3002\u5728\u5bf9\u8bdd\u7cfb\u7edf\u4e2d\uff0c\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u63d0\u4f9b\u9519\u8bef\u7684\u5efa\u8bae\u6216\u56de\u7b54\u3002 \u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6311\u6218\uff1a\u6a21\u578b\u53ef\u80fd\u5728\u751f\u6210\u6587\u672c\u65f6\u8fc7\u5ea6\u4f9d\u8d56\u67d0\u4e9b\u6a21\u5f0f\uff0c\u5982\u4f4d\u7f6e\u63a5\u8fd1\u6027\u6216\u5171\u73b0\u7edf\u8ba1\u6570\u636e\uff0c\u5bfc\u81f4\u8f93\u51fa\u4e0e\u5b9e\u9645\u4e8b\u5b9e\u4e0d\u7b26\u3002\u5728\u9700\u8981\u590d\u6742\u63a8\u7406\u7684\u4efb\u52a1\u4e2d\uff0c\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u63d0\u4f9b\u51c6\u786e\u7684\u7b54\u6848\u3002 \u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u968f\u673a\u6027\uff1a\u5bfc\u81f4\u6a21\u578b\u8f93\u51fa\u504f\u79bb\u539f\u59cb\u4e0a\u4e0b\u6587\uff0c\u5982\u5728\u673a\u5668\u7ffb\u8bd1\u4e2d\u4ea7\u751f\u4e0e\u539f\u6587\u4e0d\u4e00\u81f4\u7684\u8bd1\u6587\u3002\u5728\u957f\u6587\u672c\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u53ef\u80fd\u5bfc\u81f4\u524d\u540e\u4fe1\u606f\u4e0d\u4e00\u81f4\u3002 \u6cd5\u5f8b\u548c\u4f26\u7406\u98ce\u9669\uff1a\u9ad8\u98ce\u9669\u573a\u666f\u4e0b\u7684\u5e94\u7528\uff0c\u5982\u53f8\u6cd5\u5ba1\u5224\u3001\u533b\u7597\u8bca\u65ad\u7b49\uff0c\u6a21\u578b\u7684\u5e7b\u89c9\u53ef\u80fd\u5bfc\u81f4\u4e25\u91cd\u540e\u679c\u3002\u7528\u6237\u53ef\u80fd\u5bf9\u6a21\u578b\u7684\u8f93\u51fa\u7f3a\u4e4f\u8b66\u60d5\uff0c\u5bfc\u81f4\u5bf9\u9519\u8bef\u4fe1\u606f\u7684\u8bef\u4fe1\u3002 \u8bc4\u4f30\u548c\u7f13\u89e3\u5e7b\u89c9\u7684\u6311\u6218\uff1a\u8bc4\u4f30\u65b9\u6cd5\u7684\u4e0d\u8db3\u53ef\u80fd\u5bfc\u81f4\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u8bef\u5224\uff0c\u5f71\u54cd\u6a21\u578b\u7684\u4f18\u5316\u548c\u6539\u8fdb\u3002\u7f13\u89e3\u7b56\u7565\u7684\u4e0d\u8db3\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u4ecd\u7136\u4ea7\u751f\u5e7b\u89c9\uff0c\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u548c\u6a21\u578b\u7684\u53ef\u4fe1\u5ea6\u3002 \u5e94\u7528\u5e7f\u6cdb\u6027\u53d7\u9650\uff1a\u6a21\u578b\u7684\u5e7b\u89c9\u95ee\u9898\u9650\u5236\u4e86\u5176\u5728\u591a\u4e2a\u9886\u57df\u7684\u5e94\u7528\uff0c\u5c24\u5176\u662f\u5728\u9700\u8981\u9ad8\u51c6\u786e\u6027\u7684\u9886\u57df\u3002\u9886\u57df\u4e13\u4e1a\u5316\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u5728\u9762\u5bf9\u8de8\u9886\u57df\u4efb\u52a1\u65f6\u4ea7\u751f\u66f4\u591a\u5e7b\u89c9\uff0c\u5f71\u54cd\u5176\u5e94\u7528\u5e7f\u6cdb\u6027\u3002 \u7cfb\u7edf\u6027\u80fd\u95ee\u9898\uff1a\u6a21\u578b\u7684\u6027\u80fd\u95ee\u9898\u53ef\u80fd\u5bfc\u81f4\u7528\u6237\u5bf9\u5176\u5931\u53bb\u4fe1\u5fc3\uff0c\u5f71\u54cd\u5176\u5728\u5e02\u573a\u4e0a\u7684\u7ade\u4e89\u529b\u3002\u964d\u4f4e\u7684\u53ef\u4fe1\u6027\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u5728\u5173\u952e\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u53d7\u9650\uff0c\u5982\u5728\u91d1\u878d\u5206\u6790\u6216\u653f\u7b56\u5236\u5b9a\u4e2d\u7684\u5e94\u7528\u3002 \u5927\u6a21\u578b\u5e7b\u89c9\u7684\u53d1\u5c55\u524d\u666f \u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u7279\u522b\u662fTransformer\u7b49\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u4f18\u5316\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u7406\u89e3\u529b\u548c\u521b\u9020\u529b\u65b9\u9762\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u6f5c\u529b\u3002\u5927\u6a21\u578b\u5e7b\u89c9\u95ee\u9898\u7684\u7814\u7a76\u4e0d\u4ec5\u5c40\u9650\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u8fd8\u6269\u5c55\u5230\u4e86\u56fe\u50cf\u8bf4\u660e\u3001\u89c6\u89c9\u53d9\u4e8b\u7b49\u591a\u6a21\u6001\u9886\u57df\uff0c\u5c55\u73b0\u51fa\u5e7f\u9614\u7684\u5e94\u7528\u524d\u666f\u3002\u7814\u7a76\u4eba\u5458\u63a2\u7d22\u66f4\u6709\u6548\u7684\u8bc4\u4f30\u548c\u7f13\u89e3\u5e7b\u89c9\u7684\u65b9\u6cd5\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u53ef\u4fe1\u6027\u548c\u53ef\u9760\u6027\u3002\u968f\u7740\u5927\u6a21\u578b\u5728\u9ad8\u98ce\u9669\u9886\u57df\u7684\u5e94\u7528\uff0c\u5982\u533b\u7597\u3001\u53f8\u6cd5\u7b49\uff0c\u5176\u5e7b\u89c9\u95ee\u9898\u5f15\u53d1\u7684\u6cd5\u5f8b\u548c\u4f26\u7406\u98ce\u9669\u4e5f\u65e5\u76ca\u53d7\u5230\u91cd\u89c6\uff0c\u5c06\u63a8\u52a8\u76f8\u5173\u6cd5\u89c4\u548c\u4f26\u7406\u51c6\u5219\u7684\u5efa\u7acb\u3002\u89e3\u51b3\u5927\u6a21\u578b\u5e7b\u89c9\u95ee\u9898\u9700\u8981\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u77e5\u8bc6\u56fe\u8c31\u3001\u673a\u5668\u5b66\u4e60\u7b49\u591a\u4e2a\u9886\u57df\u7684\u5408\u4f5c\uff0c\u672a\u6765\u6709\u671b\u770b\u5230\u66f4\u591a\u8de8\u5b66\u79d1\u7684\u7814\u7a76\u548c\u89e3\u51b3\u65b9\u6848\u3002\u5927\u6a21\u578b\u5e7b\u89c9\u95ee\u9898\u7684\u89e3\u51b3\u9700\u8981\u6574\u4e2a\u884c\u4e1a\u7684\u5171\u540c\u52aa\u529b\uff0c\u5305\u62ec\u6570\u636e\u63d0\u4f9b\u8005\u3001\u6a21\u578b\u5f00\u53d1\u8005\u3001\u5e94\u7528\u5f00\u53d1\u8005\u7b49\uff0c\u5171\u540c\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5065\u5eb7\u53d1\u5c55\u3002<\/p>","protected":false},"author":1,"featured_media":3045,"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":"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":""}},"_tocer_settings":[],"footnotes":""},"categories":[85],"tags":[84],"class_list":["post-3044","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-aibaike"],"_links":{"self":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3044","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/comments?post=3044"}],"version-history":[{"count":0,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3044\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media\/3045"}],"wp:attachment":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media?parent=3044"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/categories?post=3044"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/tags?post=3044"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}