{"id":3627,"date":"2023-09-12T09:45:08","date_gmt":"2023-09-12T01:45:08","guid":{"rendered":""},"modified":"2023-09-12T09:45:08","modified_gmt":"2023-09-12T01:45:08","slug":"","status":"publish","type":"post","link":"http:\/\/www.idea2003.com\/dongtai\/3627.html","title":{"rendered":"100\u4e07\u60ac\u8d4fAI\u754c\u559c\u5267\u4e4b\u738b\uff01\u5317\u90ae\u3001\u5357\u6d0b\u7406\u5de5\u7b49\u53d1\u5e03\u300c\u6c99\u96d5\u89c6\u9891\u300d\u6570\u636e\u96c6FunQA\uff1a\u7528\u7b97\u6cd5\u5b66\u4e60\u4eba\u7c7b\u5e7d\u9ed8"},"content":{"rendered":"
\n

\u58f0\u660e:\u672c\u6587\u6765\u81ea\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7 \u65b0\u667a\u5143\uff08ID:AI_era\uff09\uff0c\u4f5c\u8005:\u65b0\u667a\u5143\uff0c\u6388\u6743\u5fae\u65b0\u521b\u60f3\u8f6c\u8f7d\u53d1\u5e03\u3002<\/p>\n<\/blockquote>\n

\u3010\u65b0\u667a\u5143\u5bfc\u8bfb\u3011<\/strong>4\u5343\u4e2a\u6c99\u96d5\u89c6\u9891<\/span><\/a>+31\u4e07\u6761\u9274\u8d4f\u6587\u672c\uff0c\u8ba9AI\u6a21\u578b\u5b66\u4e60\u66f4\u51c6\u786e\u7684\u89c6\u9891\u7406\u89e3\uff0c\u53cd\u5e38\u8bc6\u63a8\u7406\uff0c\u5e7d\u9ed8\u611f\uff0c\u548c\u51c6\u786e\u7684\u81ea\u7531\u6587\u672c\u751f\u6210\u3002<\/p>\n

\u4eba\u4eec\u5f88\u5bb9\u6613\u5c31\u80fd\u5728\u53cd\u76f4\u89c9\u89c6\u9891\uff08\u5e7d\u9ed8\u7684\u3001\u521b\u610f\u7684\u3001\u5145\u6ee1\u89c6\u89c9\u6548\u679c\u7684\u89c6\u9891\uff09\u4e2d\u83b7\u5f97\u6109\u60a6\u611f\uff0c\u8fd9\u5438\u5f15\u529b\u4e0d\u4ec5\u6765\u81ea\u4e8e\u89c6\u9891\u5bf9\u4eba\u7c7b\u7684\u89c6\u89c9\u611f\u5b98\u523a\u6fc0\uff0c\u66f4\u6765\u81ea\u4e8e\u4eba\u7c7b\u4e0e\u751f\u4ff1\u6765\u7684\u7406\u89e3\u548c\u53d1\u73b0\u5feb\u4e50\u7684\u80fd\u529b\uff0c\u5373\u80fd\u591f\u7406\u89e3\u5e76\u5728\u51fa\u4e4e\u610f\u6599\u548c\u53cd\u76f4\u89c9\u7684\u65f6\u523b\u627e\u5230\u4e50\u8da3\u3002<\/p>\n

\u7136\u800c\uff0c\u5c3d\u7ba1\u4eca\u5929\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u6a21\u578b\u53d6\u5f97\u4e86\u91cd\u5927\u8fdb\u6b65\uff0c\u4f46\u95ee\u9898\u4ecd\u7136\u5b58\u5728:\u89c6\u9891\u6a21\u578b\u80fd\u591f\u300c\u7406\u89e3\u300d\u89c6\u9891\u4e2d\u7684\u5e7d\u9ed8\u6216\u521b\u9020\u529b\u5417?<\/p>\n

\u76ee\u524d\u7684\u89c6\u9891\u95ee\u7b54\uff08VideoQA\uff09\u6570\u636e\u96c6\u4ecd\u96c6\u4e2d\u4e8e\u5e38\u89c1\u7684\u3001\u4e0d\u592a\u4ee4\u4eba\u60ca\u8bb6\u7684\u89c6\u9891\u548c\u7b80\u5355\u7684\u4efb\u52a1(\u5982Multi-choice\uff0c Open-end)\u3002<\/p>\n

\u4ec5\u4ec5\u56de\u7b54\u51fa\u89c6\u9891\u4e2d\u7b80\u5355\u7684\u4eba\u4e8b\u7269\uff08What\uff0c Who\uff0c How many\uff0c etc.\uff09\u663e\u7136\u662f\u4e0d\u8db3\u4ee5\u4e3a\u7406\u89e3\u89c6\u9891\u63d0\u4f9b\u5e2e\u52a9\u7684\u3002\u5e38\u7528\u7684\u89c6\u9891\u95ee\u7b54\u6570\u636e\u96c6\u5305\u62ecYouCook2(\u5176\u4e2d\u5305\u542b2K\u70f9\u996a\u89c6\u9891)\u53caHowto100m(\u5176\u4e2d\u4ec5\u5305\u542b\u6559\u5b66\u89c6\u9891)\u3002<\/p>\n

\u90e8\u5206\u6570\u636e\u96c6\uff08\u5982UR-FUNNY\u7b49\uff09\u5f15\u5165\u4e86\u7535\u89c6\u8282\u76ee\u4e2d\u7684\u5e7d\u9ed8\u7247\u6bb5\uff0c\u5e76\u8bbe\u7f6e\u4e86\u9884\u6d4b\u7b11\u58f0\u8f68\u8ff9\u7b49\u4efb\u52a1\uff0c\u4f46\u8fd9\u4e9b\u4efb\u52a1\u5f80\u5f80\u4e25\u91cd\u4f9d\u8d56\u97f3\u9891\u548c\u53d9\u4e8b\u7ebf\u7d22\uff0c\u89c6\u89c9\u7ebf\u7d22\u65e0\u6cd5\u8d77\u5230\u592a\u5927\u7684\u4f5c\u7528\u3002<\/p>\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u5dee\u8ddd\u5e76\u8bc4\u4f30\u8ba1\u7b97\u673a\u89c6\u89c9\u6a21\u578b\u7406\u89e3\u53cd\u76f4\u89c9\u89c6\u9891\u7684\u80fd\u529b\uff0c\u6765\u81ea\u5317\u4eac\u90ae\u7535\u5927\u5b66\u3001\u65b0\u52a0\u5761\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u53ca\u827e\u4f26\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6240\u7684\u5b66\u8005\u4eec\u63d0\u51fa\u4e86FunQA<\/span><\/a>\u2014\u2014\u4e00\u4e2a\u5168\u9762\u7684\u9ad8\u8d28\u91cf\u89c6\u9891\u95ee\u7b54\u6570\u636e\u96c6\uff0c\u75314.3K\u4e2a\u6709\u8da3\u7684\u89c6\u9891\u548c312K\u4e2a\u4eba\u5de5\u6ce8\u91ca\u7684\u81ea\u7531\u6587\u672c\u95ee\u7b54\u5bf9\u7ec4\u6210\u3002<\/p>\n

\n

\u8bba\u6587\u5730\u5740:https:\/\/arxiv.org\/abs\/2306.14899<\/p>\n

FunQA\u6570\u636e\u96c6\u5305\u62ec\u4e09\u4e2a\u5b50\u96c6:HumorQA\u3001CreativeQA\u548cMagicQA\u3002\u6bcf\u4e2a\u5b50\u96c6\u6db5\u76d6\u4e0d\u540c\u7684\u6765\u6e90\u548c\u89c6\u9891\u5185\u5bb9\uff0c\u4f46\u5171\u6027\u5728\u4e8e\u89c6\u9891\u4ee4\u4eba\u60ca\u8bb6\u7684\u7279\u6027\uff0c\u4f8b\u5982\uff0c\u5e7d\u9ed8\u89c6\u9891\u4e2d\u51fa\u4eba\u610f\u6599\u7684\u5bf9\u6bd4\uff0c\u521b\u610f\u89c6\u9891\u4e2d\u8010\u4eba\u5bfb\u5473\u7684\u4f2a\u88c5\uff0c\u4ee5\u53ca\u9b54\u672f\u89c6\u9891\u4e2d\u770b\u4f3c\u4e0d\u53ef\u80fd\u7684\u8868\u6f14\u3002<\/p>\n

\u5728FunQA\u4e2d\uff0c\u7814\u7a76\u8005\u8fd8\u5236\u5b9a\u4e86\u4e09\u4e2a\u4e25\u683c\u7684\u4efb\u52a1\u4ee5\u8861\u91cf\u6a21\u578b\u5bf9\u53cd\u76f4\u89c9\u89c6\u9891\u7684\u7406\u89e3\u3002<\/p>\n

\u8fd9\u4e9b\u4efb\u52a1\u4f7f\u89c6\u9891\u63a8\u7406\u8d85\u8d8a\u4e86\u80a4\u6d45\u7684\u63cf\u8ff0\uff0c\u8981\u6c42\u6a21\u578b\u5177\u6709\u66f4\u6df1\u5165\u7684\u7406\u89e3\u548c\u6d1e\u5bdf\u80fd\u529b\u3002\u5177\u4f53\u4efb\u52a1\u5305\u62ec:<\/p>\n

1\uff09\u53cd\u76f4\u89c9\u7684\u65f6\u95f4\u6233\u5b9a\u4f4d:<\/strong>\u6b64\u4efb\u52a1\u8981\u6c42\u6a21\u578b\u786e\u5b9a\u89c6\u9891\u4e2d\u610f\u5916\u4e8b\u4ef6\u53d1\u751f\u7684\u5177\u4f53\u65f6\u95f4\u6bb5;<\/p>\n

2\uff09\u8be6\u7ec6\u7684\u89c6\u9891\u63cf\u8ff0:<\/strong>\u6a21\u578b\u5fc5\u987b\u751f\u6210\u8fde\u8d2f\u3001\u5ba2\u89c2\u7684\u89c6\u9891\u5185\u5bb9\u63cf\u8ff0\uff0c\u4ee5\u5c55\u793a\u5176\u57fa\u672c\u89c6\u9891\u7406\u89e3\u80fd\u529b;<\/p>\n

3\uff09\u53cd\u76f4\u89c9\u63a8\u7406:<\/strong>\u6a21\u578b\u5fc5\u987b\u5bf9\u89c6\u9891\u4ee4\u4eba\u60ca\u8bb6\u7684\u539f\u56e0\u505a\u51fa\u5177\u4f53\u89e3\u91ca\u3002\u8fd9\u9700\u8981\u5bf9\u89c6\u9891\u4e2d\u7684\u53cd\u76f4\u89c9\u4e8b\u4ef6\u8fdb\u884c\u6df1\u5ea6\u63a8\u7406\u3002<\/p>\n

\u8fd9\u4e9b\u4efb\u52a1\u9010\u6b65\u8bc4\u4f30\u6a21\u578b\u5bf9\u89c6\u9891\u4e2d\u51fa\u73b0\u7684\u53cd\u76f4\u89c9\u5143\u7d20\u7684\u611f\u77e5\u3001\u8868\u8fbe\u548c\u63a8\u7406\u80fd\u529b\u3002<\/p>\n

\u6b64\u5916\uff0c\u7814\u7a76\u8005\u8fd8\u63d0\u51fa\u4e86\u66f4\u5177\u6311\u6218\u6027\u7684\u8f85\u52a9\u4efb\u52a1\uff0c\u5305\u62ec\u4e3a\u89c6\u9891\u8d77\u4e00\u4e2a\u5408\u9002\u800c\u751f\u52a8\u7684\u6807\u9898\u7b49\u3002<\/p>\n

\u4e0b\u56fe\u4e3aFunQA\u4e09\u4e2a\u5b50\u96c6\u7684Demo\uff0c\u5c55\u793a\u4e86FunQA\u9488\u5bf9\u4e0d\u540c\u89c6\u9891\u7c7b\u578b\u8bbe\u8ba1\u7684\u95ee\u7b54\u5bf9\u3002<\/p>\n

\n

FUNQA\u6570\u636e\u96c6<\/strong><\/p>\n

\u5728\u6784\u5efa\u6570\u636e\u96c6\u65f6\uff0c\u7814\u7a76\u8005\u575a\u6301\u4e09\u4e2a\u539f\u5219\u6765\u89e3\u51b3\u89c6\u9891\u7406\u89e3\u80fd\u529b\u7684\u6311\u6218\uff0c\u5373\u4ee5\u89c6\u89c9\u4e3a\u4e2d\u5fc3\uff0c\u5f3a\u8c03\u53cd\u76f4\u89c9\u63a8\u7406\u80fd\u529b\uff0c\u53ca\u5f3a\u8c03\u65f6\u7a7a\u63a8\u7406\u80fd\u529b\u3002<\/p>\n

\u57fa\u4e8e\u8fd9\u4e9b\u539f\u5219\uff0cFunQA\u5305\u62ec\u6765\u81ea3\u79cd\u4e0d\u540c\u827a\u672f\u6d41\u6d3e\u76844\uff0c365\u4e2a\u89c6\u9891\u548c311\uff0c950\u4e2a\u95ee\u7b54\u5bf9\u3002\u8fd9\u4e9b\u89c6\u9891\u7684\u603b\u957f\u5ea6\u4e3a23.9\u5c0f\u65f6\uff0c\u89c6\u9891\u6bb5\u7684\u5e73\u5747\u957f\u5ea6\u4e3a19\u79d2\u3002<\/p>\n

FunQA\u6570\u636e\u96c6\u5305\u62ec\u4e09\u4e2a\u5b50\u96c6:HumorQA<\/strong>\u3001CreativeQA<\/strong>\u548cMagicQA<\/strong>\u3002\u6570\u636e\u96c6\u5177\u4f53\u7edf\u8ba1\u6570\u636e\u89c1\u56fe2\u3002<\/p>\n

\n

\u4ece\u7edf\u8ba1\u6570\u636e\u56fe2\uff08h\uff09\u4e2d\u53ef\u4ee5\u770b\u5230\u4e09\u79cd\u4e0d\u540c\u7c7b\u578b\u89c6\u9891\u7684\u65f6\u95f4\u6233\u70ed\u56fe\uff0c\u5b83\u663e\u793a\u4e86\u7b54\u6848\u7684\u9ad8\u9891\u65f6\u95f4\u8de8\u5ea6\u3002<\/p>\n

\u4ece\u56fe2\uff08h\uff09\u4e2d\u53ef\u4ee5\u53d1\u73b0\uff0c\u5bf9\u4e8e\u63cf\u8ff0\u548c\u63a8\u7406\u4efb\u52a1\uff0c\u5176\u81ea\u7531\u6587\u672c\u7b54\u6848\u7684\u5e73\u5747\u957f\u5ea6\u8fbe\u5230\u4e8634.24\uff0c\u5f88\u5927\u7a0b\u5ea6\u8d85\u8d8a\u73b0\u6709\u7684VideoQA\u6570\u636e\u96c6(\u5982Activity-QA\u4e2d\u76848.7\u53caNExT-QA\u4e2d\u768411.6)\u3002<\/p>\n

FunQA\u6807\u6ce8\u4e00\u81f4\u6027\u8bc4\u4f30\u7ed3\u679c\u5982\u56fe2\uff08i\uff09\u6240\u793a\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u89c6\u9891\u7c7b\u522b\uff0c\u8d85\u8fc790%\u7684\u6ce8\u91ca\u8868\u73b0\u51fa\u9ad8\u5ea6\u7684\u4e00\u81f4\u6027\uff0c\u53ea\u67091%\u7684\u5185\u5bb9\u8868\u73b0\u51fa\u4f4e\u4e00\u81f4\u6027\u3002\u5927\u7ea68%\u7684\u6570\u636e\u663e\u793a\u4e86\u5171\u8bc6\u7684\u53d8\u5316\uff0c\u663e\u793a\u4e86FunQA\u6570\u636e\u96c6\u7684\u5ba2\u89c2\u6027\u3002<\/p>\n

FunQA\u4e0e\u5176\u4ed6\u73b0\u6709\u57fa\u51c6\u7684\u6bd4\u8f83<\/strong><\/p>\n

\u4e0e\u5176\u4ed6\u57fa\u51c6\u76f8\u6bd4\uff0cFunQA\u5173\u6ce8\u6709\u8da3\u548c\u53cd\u76f4\u89c9\u89c6\u9891\u9886\u57df\u3002FunQA\u4e2d\u7684\u4efb\u52a1\u4e13\u4e3a\u6311\u6218\u6a21\u578b\u7684\u89c6\u89c9\u80fd\u529b\u800c\u8bbe\u8ba1\uff0c\u9700\u8981\u6df1\u5165\u63cf\u8ff0\u3001\u89e3\u91ca\u548c\u65f6\u7a7a\u63a8\u7406\u80fd\u529b\u3002\u4e0b\u8868\u8be6\u7ec6\u5c55\u793a\u4e86FunQA\u4e0e\u5176\u4ed6\u57fa\u51c6\u7684\u5bf9\u6bd4\u3002<\/p>\n

\u901a\u5e38\uff0c\u4e00\u4e2a\u57fa\u51c6\u4e0a\u7684\u6027\u80fd\u8d8b\u52bf\u53ef\u80fd\u4e0e\u53e6\u4e00\u4e2a\u57fa\u51c6\u4e0a\u7684\u6027\u80fd\u8d8b\u52bf\u76f8\u4f3c\uff0c\u4f8b\u5982VQA\u548cMSCOCO\u4e4b\u95f4\u503c\u5f97\u6ce8\u610f\u7684\u76f8\u5173\u6027\u3002<\/p>\n

\u7136\u800c\u76f8\u6bd4\u4e8e\u5176\u4ed6\u6570\u636e\u96c6\uff0cFunQA\u6570\u636e\u96c6\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u65b0\u9886\u57df\u7684\u8bc4\u4f30\uff0c\u800c\u4e14\u4ee5\u5176\u4ed6\u6570\u636e\u96c6\u53ef\u80fd\u6ca1\u6709\u7684\u65b9\u5f0f\u4e3a\u6a21\u578b\u63d0\u51fa\u6311\u6218\uff0c\u5176\u7279\u70b9\u5305\u62ec:<\/p>\n

1\uff09\u6df1\u5ea6\u65f6\u7a7a\u63a8\u7406:<\/strong>FunQA\u4fa7\u91cd\u4e8e\u53cd\u76f4\u89c9\u7684\u5185\u5bb9\uff0c\u8981\u6c42\u6a21\u578b\u5148\u7406\u89e3\u5178\u578b\u573a\u666f\uff08\u5e38\u8bc6\uff09\uff0c\u518d\u8fa8\u522b\u5e7d\u9ed8\u504f\u5dee\u3002\u8fd9\u79cd\u7c7b\u578b\u7684\u6df1\u5ea6\u63a8\u7406\u4ecd\u7136\u662f\u4e00\u4e2a\u5177\u6709\u6311\u6218\u6027\u4f46\u5c1a\u672a\u5f00\u53d1\u7684\u9886\u57df\u3002<\/p>\n

2\uff09\u4e30\u5bcc\u7684\u6ce8\u91ca:<\/strong>\u4e0e\u8bb8\u591a\u4f9d\u8d56\u4e8e\u591a\u9009\u9898\u6216\u5f00\u653e\u5f0f\u7b80\u77ed\u7b54\u6848\u7684\u6570\u636e\u96c6\u4e0d\u540c\uff0cFunQA\u62e5\u6709\u5e73\u5747\u957f\u5ea6\u4e3a34\u4e2a\u5355\u8bcd\u7684\u81ea\u7531\u6587\u672c\u6ce8\u91ca\uff08\u5728\u6b64\u4e4b\u524d\uff0c\u89c6\u9891\u95ee\u7b54\u9886\u57df\u4e2d\u6ce8\u91ca\u6700\u4e30\u5bcc\u7684\u6570\u636e\u96c6\u662fNExT-QA\uff0c\u5e73\u5747\u5355\u8bcd\u957f\u5ea6\u4e3a11.6\uff09\u3002\u8fd9\u79cd\u8be6\u7ec6\u7684\u6ce8\u91ca\u65b9\u6cd5\u5141\u8bb8\u66f4\u4e30\u5bcc\u7684\u6a21\u578b\u54cd\u5e94\uff0c\u5e76\u6d4b\u8bd5\u5b83\u4eec\u751f\u6210\u66f4\u7ec6\u5fae\u7684\u7b54\u6848\u7684\u80fd\u529b\u3002<\/p>\n

3\uff09\u63a2\u7d22\u5e7d\u9ed8\u611f:<\/strong>\u5bf9\u5e7d\u9ed8\u539f\u5219\u7684\u7ec6\u81f4\u7406\u89e3\u53ef\u80fd\u5bf9\u6a21\u578b\u771f\u6b63\u638c\u63e1\u4e00\u4e9b\u89c6\u9891\u7684\u5185\u5bb9\u81f3\u5173\u91cd\u8981\u3002\uff08\u4e4b\u524d\u6ca1\u6709\u89c6\u9891\u95ee\u7b54\u6570\u636e\u96c6\u5173\u6ce8\u8fd9\u65b9\u9762\uff0c\u4ec5\u6709VisualQA\u9886\u57df\u51fa\u73b0\u4e86\u76f8\u5173\u7684\u65b0\u6570\u636e\u96c6\u5982The New Yorker Caption Contest\uff09\u3002\u51b3\u5b9a\u5982\u4f55\u4f7f\u7528\u8fd9\u4e9b\u5e7d\u9ed8\u4fe1\u606f\u88c5\u5907\u6a21\u578b\uff0c\u4ee5\u53ca\u54ea\u4e9b\u5176\u4ed6\u7c7b\u578b\u7684\u77e5\u8bc6\u53ef\u80fd\u662f\u300c\u6709\u4ef7\u503c\u7684\u300d\uff0c\u662f\u4ee4\u4eba\u5174\u594b\u7684\u7814\u7a76\u65b9\u5411\u3002<\/p>\n

\u5b9e\u9a8c\u7ed3\u679c\u4e0e\u7ed3\u8bba<\/strong><\/p>\n

\u7814\u7a76\u8005\u57287\u4e2a\u89c6\u9891\u95ee\u7b54\u6a21\u578b\uff08\u5206\u4e3a\u57fa\u4e8ecaption\u7684\u6a21\u578b\u548c\u57fa\u4e8einstruction\u7684\u6a21\u578b\uff09\u4e0a\u8fdb\u884c\u6d4b\u8bd5\uff0c\u4e0b\u8868\u5c55\u793a\u4e86\u4e3b\u8981\u5b9e\u9a8c\u7ed3\u679c\u3002<\/p>\n

\n

\u5728FunQA\u57fa\u51c6\u4e2d\uff0cH1\u3001C1\u3001M1\u5206\u522b\u4ee3\u8868\u4e09\u4e2a\u5b50\u96c6\u4e0a\u53cd\u76f4\u89c9\u7684\u65f6\u95f4\u6233\u5b9a\u4f4d\u4efb\u52a1\uff0c\u5176\u4e2d\u8861\u91cf\u6307\u6807\u4e3aIOU\u3002H2\u3001C2\u3001M2\u4ee3\u8868\u8be6\u7ec6\u89c6\u9891\u63cf\u8ff0\u4efb\u52a1\uff0cH3\u3001C3\u3001M3\u4ee3\u8868\u53cd\u76f4\u89c9\u63a8\u7406\u4efb\u52a1\u3002<\/p>\n

\u5bf9\u4e8e\u66f4\u9ad8\u5c42\u6b21\u7684\u4efb\u52a1\uff0cH4\u3001C4\u4ee3\u8868\u4e3a\u89c6\u9891\u8d77\u4e00\u4e2a\u6070\u5f53\u800c\u751f\u52a8\u7684\u6807\u9898\u3002<\/p>\n

\u6240\u6709\u8fd9\u4e9b\u4efb\u52a1\u7684\u7b54\u6848\u90fd\u662f\u81ea\u7531\u6587\u672c\u683c\u5f0f\uff0c\u7531\u6b64\u7814\u7a76\u8005\u4f7f\u7528\u4ee5\u4e0b\u6307\u6807\u8fdb\u884c\u8861\u91cf:BLEU-4\uff0cROUGE-L\uff0cCIDEr\uff0cBLEURT\u548cGPT-4\u3002<\/p>\n

C5\u4ee3\u8868\u7ed9\u521b\u610f\u89c6\u9891\u7684\u521b\u9020\u6027\u6253\u5206\uff0c\u5176\u8bc4\u4f30\u65b9\u5f0f\u662f\u9884\u6d4b\u5206\u6570\u548c\u5b98\u65b9\u5206\u6570\u4e4b\u5dee\u3002<\/p>\n

\n

\u6b64\u5916\uff0c\u7814\u7a76\u8005\u5c55\u793a\u4e86\u4e0d\u540c\u6a21\u578b\u5bf9\u4e8eFunQA\u7684\u54cd\u5e94\u5b9e\u4f8b\u3002<\/p>\n

\u56fe3\u5c55\u793a\u7684\u662fVideoChat\u3001Video-ChatGPT\u548cOtter\u5728\u56fe\u4e2d\u7684\u5e7d\u9ed8\u89c6\u9891\u4e0a\u7ed9\u51fa\u7684\u56de\u590d\u3002\u5728\u4efb\u52a1H2\u3001H3\u4e0a\uff0cVideoChat\u7684\u8868\u73b0\u6700\u597d<\/span>\u3002<\/p>\n

\u5728\u4efb\u52a1H4\u4e0a\uff0cVideo-ChatGPT\u548cOtter\u56de\u7b54\u5f97\u66f4\u597d\uff0c\u8fd9\u4e0e\u88682\u4e2d\u7684\u5b9e\u9a8c\u7ed3\u679c\u4e00\u81f4\u3002<\/p>\n

\u7136\u800c\uff0c\u6240\u6709\u6a21\u578b\u7684\u7b54\u6848\u4ecd\u7136\u4e0e\u6b63\u786e\u7b54\u6848\u6709\u8f83\u5927\u5dee\u8ddd\uff0c\u5c24\u5176\u5728\u7ec6\u8282\u7684\u63cf\u8ff0\u548c\u53cd\u76f4\u89c9\u7684\u89e3\u91ca\u4e0a\u6709\u8bb8\u591a\u7f3a\u70b9\u3002<\/p>\n

\n

\u603b\u7ed3<\/strong><\/p>\n<\/h1>\n

\u603b\u4f53\u800c\u8a00\uff0c\u6a21\u578b\u5728FunQA\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u666e\u904d\u4e0d\u4ee4\u4eba\u6ee1\u610f\u3002\u51e0\u4e2a\u5173\u952e\u7684\u53d1\u73b0\u5305\u62ec:<\/p>\n

1\uff09\u65f6\u95f4\u6233\u5b9a\u4f4d\u4efb\u52a1\u662f\u6700\u5177<\/span>\u6311\u6218\u6027\u7684\u3002<\/strong><\/p>\n

\u57fa\u4e8ecaption\u7684\u6a21\u578b\u901a\u5e38\u5ffd\u7565\u65f6\u5e8f\u4fe1\u606f\uff0c\u800c\u57fa\u4e8einstruction\u7684\u6a21\u578b\uff0c\u5982Otter\uff0c\u53ea\u4ece\u7279\u5b9a\u7684\u5e27\u4e2d\u83b7\u53d6\u89c6\u89c9\u4fe1\u606f\u800c\u4e0d\u5f15\u5165\u65f6\u5e8f\u5185\u5bb9\u3002\u56e0\u6b64\uff0c\u76ee\u524d\u6ca1\u6709\u4e00\u4e2aVLM\u53ef\u4ee5\u89e3\u51b3H1\u3001C1\u548cM1\u7684\u4efb\u52a1\u3002<\/p>\n

2\uff09\u6240\u6709\u4efb\u52a1\u90fd\u6ca1\u6709\u660e\u786e\u7684\u8d62\u5bb6\u3002<\/strong><\/p>\n

\u57fa\u4e8ecaption\u7684\u6a21\u578b\u5728\u63d0\u4f9b\u8be6\u7ec6\u63cf\u8ff0\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u9700\u8981\u63a8\u7406\u7684\u4efb\u52a1\u4e2d\u8868\u73b0\u4e0d\u4f73\uff0c\u5bfc\u81f4\u63cf\u8ff0\u4efb\u52a1\uff08\u5982H2\uff09\u548c\u63a8\u7406\u4efb\u52a1(\u5982H3)\u4e4b\u95f4\u5b58\u5728\u663e\u8457\u7684\u6027\u80fd\u5dee\u8ddd\u3002<\/p>\n

\u53e6\u4e00\u65b9\u9762\uff0c\u57fa\u4e8einstruction\u7684\u6a21\u578b\u8868\u73b0\u51fa\u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4f46\u5728\u63cf\u8ff0\u4efb\u52a1\u4e2d\u8868\u73b0\u4e0d\u4f73\u3002\u4e00\u79cd\u53ef\u80fd\u7684\u89e3\u91ca\u662f:\u57fa\u4e8einstruction\u7684\u6a21\u578b\u53ef\u80fd\u5728\u5b83\u4eec\u7684\u7b54\u6848\u4e2d\u5305\u542b\u8fc7\u591a\u5197\u4f59\u7684\u4fe1\u606f\uff0c\u5bfc\u81f4\u63cf\u8ff0\u4efb\u52a1\u6027\u80fd\u4e0b\u964d\u3002<\/p>\n

3\uff09\u4e0d\u540c\u89c6\u9891\u7c7b\u578b\u7684\u6027\u80fd\u5dee\u5f02\u5f88\u5927\u3002<\/strong><\/p>\n

\u5927\u591a\u6570\u6a21\u578b\u5728\u5e7d\u9ed8\u548c\u9b54\u672f\u89c6\u9891\u4e2d\u53ef\u4ee5\u5f97\u5230\u76f8\u5bf9\u51c6\u786e\u7684\u7b54\u6848\uff0c\u4f46\u5bf9\u4e8e\u521b\u610f\u89c6\u9891\u5374\u5f88\u96be\u56de\u7b54\u95ee\u9898\u3002\u8fd9\u53ef\u80fd\u662f\u56e0\u4e3a\u5e7d\u9ed8\u548c\u9b54\u672f\u89c6\u9891\u901a\u5e38\u63cf\u8ff0\u6a21\u578b\u4ee5\u524d\u9047\u5230\u8fc7\u7684\u65e5\u5e38\u751f\u6d3b\uff0c\u800c\u521b\u610f\u89c6\u9891\u5305\u542b\u6a21\u578b\u4ece\u672a\u89c1\u8fc7\u7684\u5185\u5bb9\uff0c\u56e0\u6b64\u6a21\u578b\u96be\u4ee5\u4ea7\u751f\u65b0\u7684\u60f3\u6cd5\uff0c\u5bfc\u81f4\u4e0d\u76f8\u5173\u548c\u9519\u8bef\u7684\u7b54\u6848\u3002<\/p>\n

4\uff09\u81ea\u7531\u6587\u672c\u4efb\u52a1\u7684\u8bc4\u4f30\u6307\u6807\u4e0d\u8db3\u3002<\/strong><\/p>\n

\u4f20\u7edf\u7684\u8861\u91cf\u6807\u51c6\u5728\u81ea\u7531\u6587\u672c\u95ee\u9898\u4e0a\u7684\u5f97\u5206\u51e0\u4e4e\u4e3a\u96f6\uff0c\u56e0\u4e3a\u5b83\u4eec\u53ea\u5173\u6ce8\u57fa\u7840\u7684\u7684\u6587\u672c\u76f8\u4f3c\u6027\u3002\u7814\u7a76\u8005\u53d1\u73b0GPT-4\u5728\u8bc4\u4f30\u81ea\u7531\u6587\u672c\u7684\u6df1\u5ea6\u7406\u89e3\u65b9\u9762\u663e\u793a\u51fa\u4e00\u5b9a\u7684\u80fd\u529b\u3002\u7136\u800c\uff0c\u4ecd\u7136\u5b58\u5728\u4e0d\u7a33\u5b9a\u7684\u95ee\u9898\uff0c\u5373\u76f8\u540c\u7684\u5185\u5bb9\u53ef\u4ee5\u5f97\u5230\u4e0d\u540c\u7684\u5206\u6570\u3002<\/p>\n

5\uff09\u5fae\u8c03\u540e\u7684Otter\u5728\u4f20\u7edf\u6307\u6807\u4e0a\u8868\u73b0\u826f\u597d\uff0c\u4f46\u5728GPT-4\u8bc4\u5206\u4e0a\u843d\u540e\u3002<\/strong><\/p>\n

\u7814\u7a76\u8005\u5728Dense Caption\u548cFunQA\u4e0a\u5bf9Otter\u8fdb\u884c\u4e86\u5fae\u8c03\uff0cOtter\uff08FunQA\uff09\u76f8\u5bf9\u4e8eOtter(D.C.)\u8868\u73b0\u51fa\u4e86\u660e\u663e\u7684\u6027\u80fd\u4f18\u52bf\u3002\u867d\u7136\u4e0e\u5176\u4ed6\u57fa\u4e8einstruction\u7684\u6a21\u578b\u76f8\u6bd4\uff0cOtter\u5728ROUGE-L\u7b49\u4f20\u7edf\u6307\u6807\u4e0a\u8868\u73b0\u66f4\u597d\uff0c\u4f46Otter\u7684GPT-4\u5206\u6570\u8868\u73b0\u4e0d\u4f73\u3002<\/p>\n

\u4e00\u4e2a\u53ef\u80fd\u7684\u539f\u56e0\u662f\uff0cOtter\u7684\u8f93\u5165\u53ea\u662f\u4ece\u89c6\u9891\u4e2d\u91c7\u6837\u7684128\u5e27\uff0c\u4e0d\u8db3\u4ee5\u8fdb\u884c\u7efc\u5408\u63a8\u7406\u3002Otter\u5728\u4f20\u7edf\u6307\u6807\u548cGPT-4\u4e0a\u7684\u5f97\u5206\u4e4b\u95f4\u7684\u5dee\u5f02\u4e0e\u524d\u6587\u7f3a\u4e4f\u8bc4\u4f30\u6307\u6807\u7684\u53d1\u73b0\u76f8\u5339\u914d\u3002<\/p>\n

\u8ba8\u8bba<\/strong><\/p>\n

\u524d\u6587\u63d0\u5230\uff0c\u76f8\u6bd4\u73b0\u6709\u89c6\u9891\u95ee\u7b54\u6570\u636e\u96c6\uff0cFunQA\u5177\u6709\u6df1\u5ea6\u65f6\u7a7a\u63a8\u7406\u53ca\u63a2\u7d22\u5e7d\u9ed8\u611f\u7b49\u7279\u70b9\uff0c\u7531\u6b64\u4e5f\u5bf9\u6a21\u578b\u63d0\u51fa\u4e86\u65b0\u7684\u6311\u6218:<\/p>\n

1\uff09\u51c6\u786e\u7406\u89e3\u4fe1\u606f\u548c\u957f\u89c6\u9891:<\/strong>\u901a\u8fc7\u5bf9\u5931\u8d25\u6848\u4f8b\u7684\u5206\u6790\uff0c\u7814\u7a76\u8005\u53d1\u73b0\u8bb8\u591a\u6a21\u578b\u90fd\u96be\u4ee5\u51c6\u786e\u5730\u63cf\u8ff0\u89c6\u9891\u3002\u867d\u7136\u4ed6\u4eec\u53ef\u80fd\u64c5\u957f\u68c0\u6d4b\u89c6\u9891\u4e2d\u7684\u7269\u4f53\uff0c\u4f46\u4ed6\u4eec\u5728\u7406\u89e3\u8fde\u7eed\u4e8b\u4ef6\u4e4b\u95f4\u7684\u4e0a\u4e0b\u6587\u5173\u7cfb\u65f6\u5f80\u5f80\u4f1a\u72b9\u8c6b\u4e0d\u51b3\u3002\u8fd9\u8868\u660e\u8be5\u9886\u57df\u6709\u5fc5\u8981\u8fdb\u4e00\u6b65\u63a2\u7d22\uff0cFunQA\u53ef\u4ee5\u4f5c\u4e3a\u6df1\u5165\u63a2\u7d22\u89c6\u9891\u63cf\u8ff0\u7684\u5b9d\u8d35\u6570\u636e\u96c6\u3002<\/p>\n

2\uff09\u903b\u8f91\u63a8\u7406:<\/strong>FunQA\u6570\u636e\u96c6\u4e2d\u89c6\u9891\u7684\u4e3b\u8981\u6027\u8d28\u662f\u5305\u542b\u8fdd\u53cd\u76f4\u89c9\u548c\u4e0e\u5e38\u8bc6\u76f8\u77db\u76fe\u7684\u5185\u5bb9\u3002\u4e3a\u4e86\u8ba9\u6a21\u578b\u7406\u89e3\u8fd9\u4e9b\uff0c\u5b83\u4eec\u5fc5\u987b\u638c\u63e1\u201c\u5e38\u8bc6\u201d\u7684\u6982\u5ff5\uff0c\u63a8\u65ad\u51fa\u5728\u6b63\u5e38\u60c5\u51b5\u4e0b\u901a\u5e38\u4f1a\u53d1\u751f\u4ec0\u4e48\uff0c\u7136\u540e\u7528\u8fd9\u79cd\u89c6\u89d2\u5e7d\u9ed8\u5730\u89e3\u8bfb\u89c6\u9891\u3002\u8fd9\u5c31\u8981\u6c42\u6a21\u578b\u5177\u6709\u8f83\u5f3a\u7684\u63a8\u7406\u80fd\u529b\u3002\u5982\u4f55\u5728\u6a21\u578b\u4e2d\u6ce8\u5165\u5e38\u8bc6\u6027\u4ecd\u7136\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u7814\u7a76\u70b9\u3002<\/p>\n

3\uff09\u989d\u5916\u77e5\u8bc6\u2014\u2014\u5e7d\u9ed8\u611f:<\/strong>\u8981\u60f3\u89e3\u8bfb\u89c6\u9891\u4e2d\u7684\u5e7d\u9ed8\uff0c\u7406\u89e3\u5e7d\u9ed8\u7684\u57fa\u672c\u539f\u7406\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002\u8fd9\u7c7b\u77e5\u8bc6\u4ee5\u53ca\u5176\u4ed6\u5e38\u8bc6\u548c\u9644\u52a0\u4fe1\u606f\u53ef\u80fd\u4f1a\u589e\u5f3a\u6a21\u578b\u7684\u6027\u80fd\u3002\u56e0\u6b64\uff0c\u51b3\u5b9a\u5982\u4f55\u6574\u5408\u6709\u4ef7\u503c\u7684\u77e5\u8bc6\u548c\u8fa8\u522b\u4ec0\u4e48\u662f\u201c\u6709\u4ef7\u503c\u7684\u201d\u662f\u503c\u5f97\u8fdb\u4e00\u6b65\u63a2\u7d22\u7684\u4e3b\u9898\u3002<\/p>\n

\u9488\u5bf9\u6a21\u578b\u9762\u4e34\u7684\u6311\u6218\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u4e00\u4e9b\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848:<\/p>\n

1\uff09\u6a21\u578b\u5927\u5c0f:<\/strong>\u589e\u52a0\u53c2\u6570\u7684\u6570\u91cf\u662f\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u7684\u81ea\u7136\u65b9\u6cd5\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u6709\u5176\u81ea\u8eab\u7684\u5de5\u7a0b\u6311\u6218\uff0c\u9700\u8981\u5728\u6a21\u578b\u4f18\u5316\u548c\u90e8\u7f72\u65b9\u9762\u8fdb\u884c\u6539\u8fdb\u3002\u6a21\u578b\u53c2\u6570\u6570\u91cf\u4e0e\u5176\u5728FunQA\u57fa\u51c6\u4e0a\u6027\u80fd\u4e4b\u95f4\u7684\u5173\u7cfb\u503c\u5f97\u8fdb\u4e00\u6b65\u63a2\u7d22\uff0cFunQA\u6570\u636e\u96c6\u53ef\u4ee5\u4f5c\u4e3a\u4f18\u79c0<\/span>\u6d4b\u8bd5\u5e73\u53f0\u3002<\/p>\n

2\uff09\u6570\u636e\u8d28\u91cf:<\/strong>\u7814\u7a76\u8005\u8ba4\u4e3a\u8fd9\u9879\u4efb\u52a1\u7684\u91cd\u70b9\u5e94\u8be5\u653e\u5728\u6570\u636e\u6536\u96c6\u4e0a\u3002\u76ee\u524d\u5927\u578b\u52a8\u6001\u6a21\u578b\u7684\u8d8b\u52bf\u8868\u660e\uff0c\u62e5\u6709\u5927\u91cf\u4f4e\u8d28\u91cf\u6570\u636e\u8fdc\u4e0d\u5982\u62e5\u6709\u5c11\u91cf\u9ad8\u8d28\u91cf\u6570\u636e\u6709\u6548\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u8005\u5e0c\u671b\u793e\u533a\u80fd\u591f\u53d1\u73b0\u771f\u6b63\u6709\u52a9\u4e8e\u7406\u89e3\u53cd\u76f4\u89c9\u89c6\u9891\u7684\u6570\u636e\u7c7b\u578b\u3002\u8fd9\u662f\u4e00\u4e2a\u81f3\u5173\u91cd\u8981\u7684\u7814\u7a76\u65b9\u5411\u3002<\/p>\n

3\uff09\u8bad\u7ec3\u7b56\u7565:<\/strong>\u7814\u7a76\u8bad\u7ec3\u7b56\u7565\u4e5f\u5f88\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u786e\u5b9a\u4ece\u54ea\u79cd\u7c7b\u578b\u7684\u6570\u636e\u5f00\u59cb\u5b66\u4e60\uff0c\u4ee5\u53ca\u7406\u89e3\u8bfe\u7a0b\u5b66\u4e60\u7684\u610f\u4e49\u7b49\u7b49\u3002<\/p>\n

4\uff09\u6a21\u578b\u534f\u4f5c:<\/strong>\u7814\u7a76\u8005\u8ba4\u4e3a\uff0c\u4e5f\u8bb8\u591a\u4e2a\u6a21\u578b\u4ee5\u4e00\u79cd\u4f18\u96c5\u7684\u65b9\u5f0f\u534f\u4f5c\u5904\u7406\u793a\u4f8b\u53ef\u80fd\u662f\u63d0\u9ad8\u6027\u80fd\u7684\u4e00\u79cd\u65b9\u6cd5\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u53ef\u80fd\u9700\u8981\u66f4\u591a\u5730\u5173\u6ce8\u6a21\u578b\u5b9e\u73b0\u7684\u6574\u4f53\u6548\u7387\u3002<\/p>\n

\u76ee\u524d\u5de5\u4f5c\u7684\u5c40\u9650\u6027:<\/p>\n

1\uff09\u5f53\u524dFunQA\u6570\u636e\u96c6\u4e3b\u8981\u5305\u62ec\u89c6\u9891\u7ea7\u522b\u7684\u6570\u636e\u548c\u6ce8\u91ca\uff0c\u4f46\u53ef\u4ee5\u5f15\u5165\u66f4\u6df1\u5165\u7684\u6ce8\u91ca\u6765\u63a2\u7d22\u89c6\u9891\u63a8\u7406\u7684\u53ef\u80fd\u6027\uff0c\u4f8b\u5982\u8be6\u7ec6\u7684\u7a7a\u95f4\u548c\u65f6\u95f4\u6ce8\u91ca\uff0c\u5373\u5bf9\u5e94\u4e8e\u7279\u5b9a\u65f6\u95f4\u8f74\u7684\u5b57\u5e55\u548c\u5bf9\u8c61\u7ea7\u522b\u7684\u6ce8\u91ca\u3002<\/p>\n

2\uff09\u539f\u59cb\u6ce8\u91ca\u7531\u4e2d\u6587\u5b8c\u6210\u3002\u5728\u7ffb\u8bd1\u6210\u82f1\u6587\u7684\u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u8005\u9996\u5148\u4f7f\u7528GPT\u5bf9\u4e2d\u6587\u6ce8\u91ca\u8fdb\u884c\u6da6\u8272\u548c\u8865\u5145\uff0c\u4f7f\u6587\u672c\u5c3d\u53ef\u80fd\u5b8c\u6574\u3002\u7136\u800c\uff0c\u7531\u4e8e\u4e24\u79cd\u8bed\u8a00\u4e4b\u95f4\u7684\u6587\u5316\u5dee\u5f02\uff0c\u6ce8\u91ca\u95f4\u53ef\u80fd\u4ecd\u7136\u5b58\u5728\u5206\u6b67\u3002<\/p>\n

\n

\u672a\u6765\u7684\u5de5\u4f5c<\/p>\n<\/h1>\n

\u7814\u7a76\u8005\u5e0c\u671b\u7528\u66f4\u6df1\u5ea6\u3001\u66f4\u591a\u6837\u7684\u6ce8\u91ca\u6765\u6269\u5c55FunQA\u6570\u636e\u96c6\u3002<\/p>\n

\u6b64\u5916\uff0c\u5c06\u63a2\u7d22\u65b0\u7684\u6307\u6807\u4ee5\u66f4\u597d\u5730\u8bc4\u4f30\u6a21\u578b\u7684\u6027\u80fd\uff0c\u7279\u522b\u662f\u5728\u7f3a\u4e4f\u6df1\u5ea6\u6307\u6807\u7684\u5f00\u653e\u5f0f\u95ee\u9898\u4e2d\u3002<\/p>\n

\u6700\u540e<\/span>\uff0c\u7814\u7a76\u8005\u5e0c\u671b\u4e3a\u6a21\u578b\u5411\u66f4\u6df1\u5c42\u6b21\u7684\u89c6\u9891\u63a8\u7406\u53d1\u5c55\u63d0\u4f9b\u65b9\u5411\u3002<\/p>\n

\u57fa\u4e8eFunQA\u7684\u7b97\u6cd5\u5927\u8d5b<\/p>\n

2023\u5e747\u6708\uff0c\u5956\u91d1100\u4e07\u7f8e\u5143\u7684\u7b97\u6cd5\u5927\u8d5bFunQA Challenge\u6b63\u5f0f\u5f00\u542f\u62a5\u540d\u3002<\/p>\n

\u5177\u4f53\u8be6\u60c5\u5730\u5740:<\/p>\n

https:\/\/iacc.pazhoulab-huangpu.com\/contestdetail?id=64af50154a0ed647faca623a&award=1\uff0c000\uff0c000<\/p>\n","protected":false},"excerpt":{"rendered":"

\u58f0\u660e:\u672c\u6587\u6765\u81ea\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7 \u65b0\u667a\u5143\uff08ID:AI_era\uff09\uff0c\u4f5c\u8005:\u65b0\u667a...<\/p>\n","protected":false},"author":1,"featured_media":831,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[19],"tags":[],"class_list":["post-3627","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dongtai"],"_links":{"self":[{"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/posts\/3627","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/comments?post=3627"}],"version-history":[{"count":0,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/posts\/3627\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/media\/831"}],"wp:attachment":[{"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/media?parent=3627"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/categories?post=3627"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/tags?post=3627"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}