{"id":1618,"date":"2011-07-02T00:46:00","date_gmt":"2011-07-01T16:46:00","guid":{"rendered":"http:\/\/www.brofive.org\/?p=1618"},"modified":"2018-05-12T21:27:15","modified_gmt":"2018-05-12T13:27:15","slug":"watson%e9%87%8d%e5%9e%8b%e6%99%ba%e8%83%bd%e6%9c%ba%e5%99%a8%e4%ba%ba%e7%9a%84%e6%8a%80%e6%9c%af%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"http:\/\/www.brofive.net\/?p=1618","title":{"rendered":"Watson\u91cd\u578b\u667a\u80fd\u673a\u5668\u4eba\u7684\u6280\u672f\u5206\u6790"},"content":{"rendered":"<p><a href=\"http:\/\/www.brofive.net\/wp-content\/uploads\/2018\/05\/image-21.png\"><img loading=\"lazy\" decoding=\"async\" title=\"image\" style=\"border-top: 0px; border-right: 0px; border-bottom: 0px; border-left: 0px; display: inline\" border=\"0\" alt=\"image\" src=\"http:\/\/www.brofive.net\/wp-content\/uploads\/2018\/05\/image_thumb-21.png\" width=\"601\" height=\"395\"><\/a> <\/p>\n<p>\u6700\u8fd1\u65e7\u4e8b\u91cd\u63d0\uff0c\u53c8\u7ffb\u51fa\u6765Watson\u7684\u4e8b\u60c5\u3002 <\/p>\n<p>2011\u5e742\u670814\u300115\u300116\u65e5\uff0cIBM\u7814\u53d1\u91cd\u578b\u667a\u80fd\u673a\u5668\u4eba<a href=\"http:\/\/www-03.ibm.com\/innovation\/us\/watson\/index.html\">Watson<\/a>\uff08DeepQA\uff09\u5728\u8457\u540d\u95ee\u7b54\u8282\u76eeJeopardy\uff01\u4e2d\u6218\u80dc\u4e86\u4e24\u4f4d\u9ad8\u624b\u83b7\u5f97\u7684\u51a0\u519b\u3002Watson\u540d\u5b57\u7684\u7531\u6765\u662fIBM\u7684\u521b\u59cb\u4ebaThomas J. Watson\u3002\u5982\u540c1997\u5e74IBM\u7684<a href=\"http:\/\/zh.wikipedia.org\/wiki\/%E6%B7%B1%E8%97%8D\">\u6df1\u84dd<\/a>\uff08DeepBlue\uff09\u6218\u80dc\u5361\u65af\u5e15\u7f57\u592b\u90a3\u6837\uff0c\u8fd9\u6b21DeepQA\u518d\u6b21\u5c55\u793a\u4e86\u8ba1\u7b97\u673a\u7684\u529b\u91cf\uff1a\u80fd\u57283\u79d2\u949f\u5b8c\u6210\u8bed\u97f3\u8bc6\u522b\u3001\u8bed\u4e49\u5206\u6790\u3001\u5206\u5e03\u5f0f\u68c0\u7d22\u3001\u7ed3\u679c\u6392\u540d\u548c\u4f18\u9009\u7684\u5374\u662f\u4e00\u9879\u91cd\u5927\u6210\u5c31\u3002Watson\u4e5f\u6210\u4e86IBM\u7684\u53c8\u4e00\u9879\u5e7f\u544a\uff0c\u5c24\u5176\u662fPower\u5904\u7406\u5668\u3002 <\/p>\n<p>[\u6ce8\uff1a\u5361\u65af\u5e15\u7f57\u592b\u4e8b\u540e\u8ba4\u4e3a\u6df1\u84dd\u80cc\u540e\u6709\u4eba\u5de5\u4f5c\u5f0a\uff0c\u8981\u6c42\u91cd\u8d5b\uff0c\u4f46\u662fIBM\u5728\u8d5b\u540e\u5c31\u5c06\u6df1\u84dd\u9000\u5f79\uff0c\u56e0\u6b64\u65e0\u6cd5\u8bc1\u5b9e] <\/p>\n<p><a href=\"http:\/\/www.brofive.net\/wp-content\/uploads\/2018\/05\/image-22.png\"><img loading=\"lazy\" decoding=\"async\" title=\"image\" style=\"border-top: 0px; border-right: 0px; border-bottom: 0px; border-left: 0px; display: inline\" border=\"0\" alt=\"image\" src=\"http:\/\/www.brofive.net\/wp-content\/uploads\/2018\/05\/image_thumb-22.png\" width=\"592\" height=\"425\"><\/a> <\/p>\n<p>\u91cd\u578b\u673a\u5668\u4ebaWatson\u753110\u53f0IBM\u7684P750\u5c0f\u578b\u673a\u6784\u6210\uff0c\u5f53\u4e2d\u5305\u62ec\u4e862880\u4e2a\u6838\uff0c15TB\u5185\u5b58\uff0c\u8fd0\u884cLinux\u64cd\u4f5c\u7cfb\u7edf\uff0cWatson\u4e3b\u8981\u7531Java\u5199\u6210\uff0c\u5f53\u4e2d\u4e5f\u4f7f\u7528\u4e86C\/C++\u548cProlog\uff0c\u6240\u6709\u8fd9\u4e9b\u8f6f\u4ef6\u901a\u8fc7IBM\u5f00\u6e90\u7684Apache UIMA\u52a0\u4ee5\u7f16\u6392\u7ec4\u7ec7\u3002\u8457\u540d\u7684\u5f00\u6e90\u8f6f\u4ef6Hadoop\u4e5f\u88abWatson\u4f7f\u7528\uff0c\u7528\u4ee5\u5206\u6790\u975e\u7ed3\u6784\u5316\u6570\u636e\u4ee5\u4fbf\u751f\u6210\u7d22\u5f15\u3002Watson\u7684\u4fe1\u606f\u6765\u6e90\u5305\u62ec\u4e24\u4e2a\u65b9\u9762\uff1a\u9996\u5148\u662f\u4ee5\u5f80\u7684\u6240\u6709Jeopardy\uff01\u8bd5\u9898\uff0c\u7136\u540e\u662f\u5927\u7ea62\u4ebf\u6587\u672c\u4fe1\u606f\uff0c\u6b64\u5916\u8fd8\u6709\u7ea66\u767e\u4e07\u7684\u89c4\u5219\u3002\u6240\u6709\u8fd9\u4e9b\u6570\u636e\u88ab\u4fdd\u5b58\u5728\u5185\u5b58\u4e2d\u5907\u67e5\u3002\u636eIBM\u5728\u540e\u6765\u4ecb\u7ecd\uff0c10\u53f0P750\u9488\u5bf9QA\u5e94\u7528\u53ef\u4ee5\u8fbe\u5230\u6bcf\u79d280 Trillionflop\u7684\u8ba1\u7b97\u80fd\u529b\uff081997\u5e74\u7684\u6df1\u84dd\u53ea\u670911.38 Gigaflop\uff09\uff0c\u7cfb\u7edf\u7684\u74f6\u9888\u5df2\u7ecf\u4e0d\u662f\u8ba1\u7b97\u548c\u5185\u5b58\u5bb9\u91cf\uff0c\u800c\u662f\u5185\u5b58\u5e26\u5bbd\uff0c\u5e26\u5bbd\u53ef\u4ee5\u8fbe\u5230500GB\/\u79d2\uff0c\u56e0\u6b64\u67e5\u8be2\u4efb\u52a1\u4f18\u5316\u662fWatson\u6210\u529f\u7684\u5173\u952e\u56e0\u7d20\uff01<\/p>\n<p><a href=\"http:\/\/www.brofive.net\/wp-content\/uploads\/2018\/05\/image-23.png\"><img loading=\"lazy\" decoding=\"async\" title=\"image\" style=\"border-top: 0px; border-right: 0px; border-bottom: 0px; border-left: 0px; display: inline\" border=\"0\" alt=\"image\" src=\"http:\/\/www.brofive.net\/wp-content\/uploads\/2018\/05\/image_thumb-23.png\" width=\"648\" height=\"436\"><\/a> <\/p>\n<p>\u7b97\u6cd5\u662fWatson\u7684\u7075\u9b42\u6240\u5728\uff0cWatson\u7684\u8bbe\u8ba1\u8005\u7ed9\u51fa\u4e86\u7b97\u6cd5\u5de5\u4f5c\u539f\u7406\u7684\u4ecb\u7ecd\u5982\u4e0b\uff0c\u51717\u4e2a\u6b65\u9aa4\u3002\u6982\u62ec\u7684\u8bf4\uff0cWatson\u7684\u7b97\u6cd5\u662f\u5148\u4f5c\u51fa\u5047\u5b9a\uff0c\u7136\u540e\u5bfb\u627e\u4f9d\u636e\uff0c\u6700\u540e\u4f1a\u6839\u636e\u65e2\u5b9a\u89c4\u5219\u52a0\u4ee5\u6392\u540d\uff0c\u83b7\u5f97\u6700\u7ec8\u7ed3\u679c\u3002 <\/p>\n<p>\u95ee\u9898\uff1a &#8220;The antagonist of Stevenson&#8217;s Treasure Island.&#8221; <\/p>\n<p>Step One: Parses sentence to get some logical structure describing the answer <\/p>\n<p>X is the answer. <\/p>\n<p>antagonist(X). <\/p>\n<p>antagonist_of(X, Stevenson&#8217;s Treasure Island). <\/p>\n<p>modifies_possesive(Stevenson, Treasure Island). <\/p>\n<p>modifies(Treasure, Island) <\/p>\n<p>Step Two: Generates Semantic Assumptions <\/p>\n<p>island(Treasure Island) <\/p>\n<p>location(Treasure Island) <\/p>\n<p>resort(Treasure Island) <\/p>\n<p>book(Treasure Island) <\/p>\n<p>movie(Treasure Island) <\/p>\n<p>person(Stevenson) <\/p>\n<p>organization(Stevenson) <\/p>\n<p>company(Stevenson) <\/p>\n<p>author(Stevenson) <\/p>\n<p>director(Stevenson) <\/p>\n<p>person(antagonist) <\/p>\n<p>person(X) <\/p>\n<p>Step Three: Builds different semantic queries based on phrases, keywords and semantic assumptions. <\/p>\n<p>Step Four: Generates 100s of answers based on passage, documents and facts returned from 3. Hopefully Long-John Silver is one of them. <\/p>\n<p>Step Five: For each answer formulates new searches to find evidence in support or refutation of answer &#8212; score the evidence. <\/p>\n<p>Positive Examples: <\/p>\n<p>Long-John Silver the main character in Treasure Island&#8230;.. <\/p>\n<p>The antagonist in Treasure Island is Long-John Silver <\/p>\n<p>Treasure Island, by Stevenson was a great book. <\/p>\n<p>One of the great antagonists of all time was Long-John Silver <\/p>\n<p>Richard Lewis Stevenson&#8217;s book, Treasure Island features many great <\/p>\n<p>characters, the greatest of which was Long-John Silver. <\/p>\n<p>Step Six: Generate, get evidence and score new assumptions <\/p>\n<p>Positive Examples: (negative examples would support other characters, people, books, etc associated with any Stevenson, Treasure or Island) <\/p>\n<p>Stevenson = Richard Lewis Stevenson <\/p>\n<p>&#8220;by Stevenson&#8221; &#8211;&gt; Stevenson&#8217;s <\/p>\n<p>main character &#8211;&gt; antagonist <\/p>\n<p>Step Seven: Combine all the evidence and their scores <\/p>\n<p>Based on analysis of evidence for all possible answer compute a final confidence and link back to the evidence. <\/p>\n<p>Watson&#8217;s correctness will depend on evidence collection, analysis and scoring algorithms and the machine learning used to weight and combine the scores. <\/p>\n<p>\u5355\u7eaf\u4ece\u67b6\u6784\u4e0a\u770b\uff0cWatson\u5e94\u8be5\u5c31\u662f\u4e00\u4e2a\u8bed\u4e49\u641c\u7d22\u5f15\u64ce\uff0cWalfram\u7684\u8001\u5927<a href=\"http:\/\/www.stephenwolfram.com\/about-sw\/\">Stephen<\/a>\u505a\u4e86\u4e00\u4e2a\u5f62\u8c61\u7684<a href=\"http:\/\/blog.stephenwolfram.com\/2011\/01\/jeopardy-ibm-and-wolframalpha\/\">\u6bd4\u8f83<\/a>\uff0c\u5f88\u6709\u610f\u601d\u3002Stephen\u7684\u89c2\u70b9\u662fWatson\u5e76\u4e0d\u662f\u4e00\u4e2a\u5148\u8fdb\u7684\u8bed\u4e49\u5904\u7406\u7cfb\u7edf\uff0c\u539f\u56e0\u662fWatson\u5b9e\u9645\u4e0a\u5e76\u4e0d\u771f\u6b63\u7406\u89e3\u8bed\u4e49\uff0c\u800c\u662f\u5230\u73b0\u6709\u7684\u5185\u5bb9\u4e2d\u5339\u914d\u76f8\u5173\u6027\u3002\u800cWolfram\u5219\u9996\u5148\u7406\u89e3\u8f93\u5165\u7684\u95ee\u9898\uff0c\u7136\u540e\u4ece\u77e5\u8bc6\u7684\u5c42\u9762\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u56e0\u6b64Wolfram\u7ed9\u51fa\u7684\u7b54\u6848\u53ef\u80fd\u662f\u4ece\u672a\u53d1\u8868\u8fc7\uff0c\u6216\u8005\u51fa\u73b0\u8fc7\u7684\u77e5\u8bc6\u3002 <\/p>\n<p><a href=\"http:\/\/www.brofive.net\/wp-content\/uploads\/2018\/05\/image-24.png\"><img loading=\"lazy\" decoding=\"async\" title=\"image\" style=\"border-top: 0px; border-right: 0px; border-bottom: 0px; border-left: 0px; display: inline\" border=\"0\" alt=\"image\" src=\"http:\/\/www.brofive.net\/wp-content\/uploads\/2018\/05\/image_thumb-24.png\" width=\"639\" height=\"509\"><\/a>&nbsp;<\/p>\n<p>\u7136\u540eStehen\u5229\u7528\u73b0\u6709\u7684\u641c\u7d22\u5f15\u64ce\u641c\u7d22\u4e86Jeopardy\u7684\u95ee\u9898\uff0c\u7ed3\u8bba\u662f\u73b0\u4ee3\u641c\u7d22\u5f15\u64ce\u5b9e\u9645\u4e0a\u5b8c\u6210\u4e86\u5f88\u597d\u7684\u5de5\u4f5c\uff0c\u800cWatson\u53ea\u662f\u4e00\u4e2a\u8001\u5f0f\u641c\u7d22\u5f15\u64ce\u7684\u4f18\u5316\u800c\u5df2\u3002\u5b9e\u9645\u4e0a\uff0cStephen\u8ba4\u4e3aWatson\u6839\u672c\u4e0d\u662f\u4eba\u5de5\u667a\u80fd\uff0c\u800c\u662f\u8ba1\u7b97\u80fd\u529b\u7684\u5145\u5206\u5c55\u73b0\u3002\u8fd9\u4e00\u70b9\u4ece\u4e24\u4e2a\u7cfb\u7edf\u7684\u8f93\u5165\u4e0a\u4e5f\u53ef\u4ee5\u89c2\u5bdf\u5230\uff1aWatson\u4f7f\u7528\u7684\u662f\u975e\u7ed3\u6784\u5316\u6570\u636e\uff0c\u800cWolfram\u4f7f\u7528\u4e86\u7ed3\u6784\u5316\u6570\u636e\uff0c\u8fd9\u548c\u4f20\u7edf\u7684BI\u662f\u4e00\u4e2a\u8def\u7ebf\u3002\u4f46\u662fStephen\u4e5f\u5e76\u6ca1\u6709\u5426\u5b9aWatson\u7684\u5148\u8fdb\u6027\uff0c\u5373Watson\u5728NLP\u65b9\u9762\u7684\u6280\u672f\u4f18\u5316\u80fd\u529b\u548c\u89c4\u5219\u8bbe\u8ba1\u3002\u6211\u7406\u89e3\u8fd9\u5f88\u6709\u6548\u5730\u89e3\u51b3\u4e86\u77e5\u8bc6\u7684\u79ef\u7d2f\u95ee\u9898\u3002<\/p>\n<p><a href=\"http:\/\/www.brofive.net\/wp-content\/uploads\/2018\/05\/image-25.png\"><img loading=\"lazy\" decoding=\"async\" title=\"image\" style=\"border-top: 0px; border-right: 0px; border-bottom: 0px; border-left: 0px; display: inline\" border=\"0\" alt=\"image\" src=\"http:\/\/www.brofive.net\/wp-content\/uploads\/2018\/05\/image_thumb-25.png\" width=\"638\" height=\"345\"><\/a> <\/p>\n<p>\u8bf4\u4e86\u8fd9\u4e48\u4e45\uff0cWatson\u5b9e\u9645\u4e0a\u662f\u4e00\u4e2a\u8bed\u4e49\u641c\u7d22\u5f15\u64ce\uff0c\u5176\u8ba1\u7b97\u7b56\u7565\u548cGoogle\u7c7b\u4f3c\uff0c\u662f\u5927\u89c4\u6a21\u5e73\u884c\u8ba1\u7b97+\u7edf\u8ba1\u5b66\u5206\u6790\uff0c\u4ece\u67d0\u79cd\u610f\u4e49\u4e0a\u770b\uff0c\u8fd9\u79cd\u6a21\u5f0f\u91c7\u7528\u7684\u4e00\u79cd\u5f52\u7eb3\u6cd5\u7684\u903b\u8f91\uff0c\u5373\u4ece\u73b0\u6709\u7684\u77e5\u8bc6\u4e2d\u5bfb\u627e\u7b54\u6848\uff0c\u53ef\u4ee5\u80af\u5b9a\u7684\u8bf4\uff0c\u5927\u90e8\u5206Watson\u7684\u8ba1\u7b97\u80fd\u529b\u90fd\u88ab\u6d6a\u8d39\u4e86\uff0c\u56e0\u4e3a\u4ed6\u4eec\u6307\u5411\u4e86\u9519\u8bef\u7684\u7ed3\u679c\u3002\u800cWolfram\u662f\u4e00\u79cd\u6f14\u7ece\u6cd5\u7684\u903b\u8f91\uff0c\u4ed6\u8bd5\u56fe\u53bb\u7406\u89e3\u95ee\u9898\uff0c\u505a\u51fa\u4e00\u4e9b\u63a8\u7406\uff0c\u4e5f\u662f\u57fa\u4e8e\u73b0\u6709\u77e5\u8bc6\uff0c\u4f46\u662f\u8ba1\u7b97\u662f\u6709\u76ee\u7684\u6027\u7684\uff0c\u8fd9\u662f\u4e00\u79cd\u6709\u6548\u7684\u8ba1\u7b97\u3002Wolfram\u7684\u96be\u70b9\u5728\u4e8e\u77e5\u8bc6\u7684\u79ef\u7d2f\uff0cIBM\u7684NLP\u6280\u672f\u53ef\u4ee5\u5b9e\u73b0\u77e5\u8bc6\u7684\u79ef\u7d2f\u3002\u56e0\u6b64\u6211\u60f3\u672a\u6765\u5728Wolfram\u7684\u77e5\u8bc6\u79ef\u7d2f\u9014\u5f84\u88ab\u5f7b\u5e95\u6253\u901a\u4e4b\u524d\uff0c\u5927\u89c4\u6a21\u8ba1\u7b97\u4f9d\u7136\u662f\u89e3\u51b3\u641c\u7d22\u3001QA\u7684\u4e3b\u8981\u624b\u6bb5\uff0c\u4e00\u65e6NLP\u53d6\u5f97\u5b9e\u8d28\u6027\u7a81\u7834\uff0c\u5219\u65b0\u578b\u641c\u7d22\u5f15\u64ce\u5c06\u4f1a\u4ee5\u8f83\u5c11\u7684\u670d\u52a1\u5668\u83b7\u5f97\u66f4\u4e3a\u51c6\u786e\u7684\u641c\u7d22\u7ed3\u679c &#8211; \u8fd9\u5c06\u662f\u4e00\u4e2a\u591a\u4e48\u5de8\u5927\u7684\u521b\u65b0\u554a\uff01 <\/p>\n<p>\u6700\u540e\uff0c\u6709\u4eba\u4f30\u7b97\u4e86Watson\u7684\u786c\u4ef6\u4ef7\u683c\uff0c2880\u6838\u7684P750\u7cfb\u7edf\u4ef7\u683c\u5927\u7ea6\u662f31.5M\u7f8e\u5143\uff0c\u8f6f\u4ef6\u7684\u4ef7\u683c\u4e0d\u597d\u4f30\u7b97\u3002\u8fd9\u4e2a\u6570\u636e\u6765\u81ea<a href=\"http:\/\/www.quora.com\/\">Quora<\/a>\uff0c\u662f\u4e00\u4e2a\u56fd\u5916\u7684QA\u793e\u533a\u7f51\u7ad9\uff0c\u540e\u6765\u5510\u603b\u544a\u8bc9\u6211\uff0c\u8fd9\u4e2a\u5c31\u662f\u56fd\u5185QA\u793e\u533a\u7f51\u7ad9<a href=\"http:\/\/www.zhihu.com\/\">\u77e5\u4e4e<\/a>\u7684\u539f\u578b\u3002\u679c\u7136\u662f\u7f51\u7ad9\u5927\u7206\u70b8\uff01\uff01 <\/p>\n<p>\u76f8\u5173\u4fe1\u606f\uff1a <\/p>\n<p>1 <a href=\"http:\/\/www.engadget.com\/2011\/01\/13\/ibms-watson-supercomputer-destroys-all-humans-in-jeopardy-pract\/\">IBM&#8217;s Watson supercomputer destroys all humans in Jeopardy practice round (video!)<\/a> <\/p>\n<p>2 <a href=\"http:\/\/www.information-management.com\/news\/how-ibm-watson-churns-analytics-10019544-1.html\">How IBM&#8217;s Watson Churns Analytics<\/a> <\/p>\n<p>3 <a href=\"http:\/\/developer.yahoo.com\/blogs\/hadoop\/posts\/2011\/02\/i%E2%80%99ll-take-hadoop-for-400-alex\/\">I&#8217;ll Take Hadoop for $400, Alex<\/a> <\/p>\n<p>4 <a href=\"http:\/\/cloudnewsdaily.com\/2011\/02\/apache-uima-hadoop-bolster-ibms-smartest-machine-on-earth-in-man-vs-machine-competition-on-jeopardy\/\">Apache UIMA, Hadoop Bolster IBM\u2019s \u2018Smartest Machine on Earth\u2019 in Man vs. Machine Competition on Jeopardy!<\/a> <\/p>\n<p>5 <a href=\"http:\/\/blog.reddit.com\/2011\/02\/ibm-watson-research-team-answers-your.html\">IBM Watson Research Team Answers Your Questions<\/a> <\/p>\n<p>6 <a href=\"http:\/\/blog.stephenwolfram.com\/2011\/01\/jeopardy-ibm-and-wolframalpha\/\">Jeopardy, IBM, and Wolfram|Alpha<\/a> <\/p>\n<p>7 <a href=\"http:\/\/www.itjungle.com\/tfh\/tfh081610-story01.html\">Power 750: Big Bang for Fewer Bucks Compared to Predecessors<\/a> <\/p>\n<p>8 <a href=\"http:\/\/www.quora.com\/IBM-Watson\/How-much-did-it-cost-to-develop-IBMs-Watson\">How much did it cost to develop IBM&#8217;s Watson?<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6700\u8fd1\u65e7\u4e8b\u91cd\u63d0\uff0c\u53c8\u7ffb\u51fa\u6765Watson\u7684\u4e8b\u60c5\u3002 2011\u5e742\u670814\u300115\u300116\u65e5\uff0cIBM\u7814\u53d1\u91cd\u578b\u667a\u80fd\u673a\u5668\u4ebaWats&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[173,119,189],"tags":[341,340,342],"views":3267,"_links":{"self":[{"href":"http:\/\/www.brofive.net\/index.php?rest_route=\/wp\/v2\/posts\/1618"}],"collection":[{"href":"http:\/\/www.brofive.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.brofive.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.brofive.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.brofive.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1618"}],"version-history":[{"count":1,"href":"http:\/\/www.brofive.net\/index.php?rest_route=\/wp\/v2\/posts\/1618\/revisions"}],"predecessor-version":[{"id":1619,"href":"http:\/\/www.brofive.net\/index.php?rest_route=\/wp\/v2\/posts\/1618\/revisions\/1619"}],"wp:attachment":[{"href":"http:\/\/www.brofive.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1618"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.brofive.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1618"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.brofive.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1618"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}