{"id":18442,"date":"2024-09-07T10:25:36","date_gmt":"2024-09-07T02:25:36","guid":{"rendered":"http:\/\/139.9.1.231\/?p=18442"},"modified":"2024-09-07T10:29:54","modified_gmt":"2024-09-07T02:29:54","slug":"internvl-gpt4o","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/09\/07\/internvl-gpt4o\/","title":{"rendered":"InternVL\u5bb6\u65cf\uff1a\u901a\u8fc7\u5f00\u6e90\u7ec4\u4ef6\u7f29\u5c0f\u4e0e\u5546\u4e1a\u591a\u6a21\u6001\u6a21\u578b\u7684\u5dee\u8ddd \u2014\u2014 GPT-4o\u7684\u5f00\u6e90\u66ff\u4ee3\u65b9\u6848"},"content":{"rendered":"\n

InternVL\u5bb6\u65cf\uff1a\u7528\u5f00\u6e90\u7ec4\u4ef6\u7f29\u5c0f\u4e0e\u5546\u4e1a\u591a\u6a21\u6001\u6a21\u578b\u7684\u5dee\u8ddd\u2014\u2014\u4e00\u4e2a\u5f00\u521b\u6027\u7684\u5f00\u6e90\u66ff\u4ee3\u65b9\u6848\uff0c\u65e8\u5728\u5e73\u66ffGPT-4o<\/p>\n\n\n\n

https:\/\/github.com\/OpenGVLab\/InternVL\/<\/a><\/p>\n\n\n\n

[\ud83c\udd95 \u535a\u5ba2]<\/a> [\ud83d\ude80 InternVL2 \u535a\u5ba2]<\/a> [\ud83d\udde8\ufe0f \u5bf9\u8bddDemo]<\/a> [\ud83e\udd17 HF Demo]<\/a> [\ud83d\udcd6 \u6587\u6863]<\/a> [\ud83c\udf10 API]<\/a> [\ud83d\ude80 \u5feb\u901f\u5f00\u59cb]<\/a><\/p>\n\n\n\n

[\ud83d\udcdc InternVL 1.0 \u8bba\u6587]<\/a> [\ud83d\udcdc InternVL 1.5 \u62a5\u544a]<\/a> [\ud83d\udcd6 1.0 \u4e2d\u6587\u89e3\u8bfb]<\/a> [\ud83d\udcd6 1.5 \u4e2d\u6587\u89e3\u8bfb]<\/a> [\ud83d\udcd6 2.0 \u4e2d\u6587\u89e3\u8bfb]<\/a><\/p>\n\n\n\n

\"\"
\u6211\u4eec\u7684 InternVL2-Llama3-76B \u5728 OpenCompass \u591a\u6a21\u6001\u6392\u884c\u699c\u4e0a\u53d6\u5f97\u4e86\u6bd4 GPT-4o \u66f4\u9ad8\u7684\u5206\u6570\u3002\u5c3d\u7ba1\u8fd9\u8ba9\u6211\u4eec\u611f\u5230\u5174\u594b\uff0c\u4f46\u6211\u4eec\u5fc5\u987b\u6307\u51fa\uff0c\u8fd9\u4e2a\u5206\u6570\u4ec5\u6355\u6349\u4e86\u6a21\u578b\u6027\u80fd\u7684\u4e00\u90e8\u5206\uff0c\u7279\u522b\u662f\u5728\u4e0e\u89c6\u89c9\u76f8\u5173\u7684\u4efb\u52a1\u65b9\u9762\u3002\u6211\u4eec\u8ba4\u8bc6\u5230\uff0c\u5728\u6307\u4ee4\u8ddf\u968f\u3001\u7528\u6237\u4f53\u9a8c\u3001\u7eaf\u6587\u672c\u5904\u7406\u80fd\u529b\u548c\u6574\u4f53\u7406\u89e3\u80fd\u529b\u7b49\u65b9\u9762\uff0c\u6211\u4eec\u7684\u6a21\u578b\u4e0e GPT-4 \u4e4b\u95f4\u4ecd\u5b58\u5728\u663e\u8457\u5dee\u8ddd\u3002\u6211\u4eec\u81f4\u529b\u4e8e\u4e0d\u65ad\u6539\u8fdb\u6211\u4eec\u7684\u6a21\u578b\uff0c\u4ee5\u66f4\u597d\u5730\u6ee1\u8db3\u73b0\u5b9e\u4e16\u754c\u7684\u5e94\u7528\u9700\u6c42\u3002<\/figcaption><\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u4e66\u751f\u00b7\u4e07\u8c61\u591a\u6a21\u6001\u5927\u6a21\u578b\u3002\u4e07\u8c61\uff0c\u4ee3\u8868\u5bf9\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u613f\u666f\uff0c\u5373\u7406\u89e3\u771f\u5b9e\u4e16\u754c\u4e00\u5207\u4e8b\u7269\u548c\u666f\u8c61\uff0c\u5b9e\u73b0\u5168\u6a21\u6001\u5168\u4efb\u52a1\u7684\u901a\u7528\u667a\u80fd\u3002<\/strong>\u5b83\u6db5\u76d6\u56fe\u50cf\uff0c\u89c6\u9891\uff0c\u6587\u5b57\uff0c\u8bed\u97f3\u3001\u4e09\u7ef4\u70b9\u4e91\u7b495\u79cd\u6a21\u6001\uff0c\u9996\u521b\u6e10\u8fdb\u5f0f\u5bf9\u9f50\u8bad\u7ec3\uff0c\u5b9e\u73b0\u4e86\u9996\u4e2a\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u9f50\u7684\u89c6\u89c9\u57fa\u7840\u6a21\u578b\uff0c\u901a\u8fc7\u6a21\u578b\u201d\u4ece\u5c0f\u5230\u5927\u201d\u3001\u6570\u636e\u201d\u4ece\u7c97\u5230\u7cbe”\u7684\u6e10\u8fdb\u5f0f\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u4ee51\/5\u6210\u672c\u5b8c\u6210\u4e86\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u3002\u5b83\u5728\u6709\u9650\u8d44\u6e90\u4e0b\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u6027\u80fd\u8868\u73b0\uff0c\u6a2a\u626b\u56fd\u5185\u5916\u5f00\u6e90\u5927\u6a21\u578b\uff0c\u5ab2\u7f8e\u56fd\u9645\u9876\u5c16\u5546\u4e1a\u6a21\u578b\uff0c\u540c\u65f6\u4e5f\u662f\u56fd\u5185\u9996\u4e2a\u5728MMMU\uff08\u591a\u5b66\u79d1\u95ee\u7b54\uff09\u4e0a\u7a81\u783460\u7684\u6a21\u578b\u3002<\/strong>\u5b83\u5728\u6570\u5b66\u3001\u56fe\u8868\u5206\u6790\u3001OCR\u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u5177\u5907\u5904\u7406\u590d\u6742\u591a\u6a21\u6001\u4efb\u52a1\u3001\u771f\u5b9e\u4e16\u754c\u611f\u77e5\u65b9\u9762\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u662f\u5f53\u4e4b\u65e0\u6127\u7684\u6700\u5f3a\u591a\u6a21\u6001\u5f00\u6e90\u5927\u6a21\u578b\u3002<\/p>\n\n\n\n

\u4e66\u751f\u4e07\u8c61\u5177\u6709\u5343\u4ebf\u89c4\u6a21\u53c2\u6570\uff0c\u652f\u6301\u56fe\u50cf\uff0c\u89c6\u9891\uff0c\u6587\u5b57\uff0c\u8bed\u97f3\u3001\u4e09\u7ef4\u70b9\u4e91\u7b49\u6a21\u6001\u3002\u4e3a\u4e86\u4f7f\u6a21\u578b\u80fd\u591f\u652f\u6301\u4e30\u5bcc\u7684\u8f93\u51fa\u683c\u5f0f\uff0c\u4e66\u751f\u4e07\u8c61\u9996\u6b21\u4f7f\u7528\u4e86\u5411\u91cf\u94fe\u63a5\u6280\u672f\uff0c\u94fe\u63a5\u5404\u9886\u57df\u4e13\u7528\u89e3\u7801\u5668\uff0c\u6253\u901a\u68af\u5ea6\u4f20\u8f93\u94fe\u8def\uff0c\u5b9e\u73b0\u901a\u4e13\u878d\u5408\uff0c\u652f\u6301\u68c0\u6d4b\u3001\u5206\u5272\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u89c9\u95ee\u7b54\u7b49\u767e\u79cd\u7ec6\u5206\u4efb\u52a1\uff0c\u6027\u80fd\u5ab2\u7f8e\u5404\u9886\u57df\u7684\u4e13\u5bb6\u6a21\u578b\u3002\u4e3a\u4e86\u8bad\u7ec3\u4e66\u751f\u4e07\u8c61\u6a21\u578b\uff0c\u6211\u4eec\u4ece\u5404\u7c7b\u6765\u6e90\u6784\u5efa\u4e86\u6700\u5927\u56fe\u6587\u4ea4\u9519\u6570\u636e\u96c6OmniCorpus\uff0c\u5305\u542b\u7ea6160\u4ebf\u56fe\u50cf\uff0c3\u4e07\u4ebf\u6587\u672c\u8bcd\u5143\uff0c\u76f8\u6bd4\u73b0\u6709\u5f00\u6e90\u56fe\u6587\u6570\u636e\u96c6 \uff0c\u56fe\u50cf\u6570\u91cf\u6269\u5927\u4e86\u4e09\u500d\uff0c\u6587\u672c\u6570\u91cf\u6269\u5927\u4e86\u5341\u500d\u3002<\/p>\n\n\n\n

\u4f20\u7edf\u7684\u9884\u8bad\u7ec3\u8303\u5f0f\u76f4\u63a5\u4f7f\u7528\u5927\u6a21\u578b+\u5927\u6570\u636e\u8fdb\u884c\u4e00\u6b65\u5230\u4f4d\u8bad\u7ec3\uff0c\u9700\u8981\u5927\u91cf\u7684\u7b97\u529b\u8d44\u6e90\u3002\u4e3a\u4e86\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\uff0c\u7814\u7a76\u56e2\u961f\u9996\u521b\u4e86\u6e10\u8fdb\u5f0f\u8bad\u7ec3\u7b56\u7565\uff0c\u5148\u5229\u7528\u5c0f\u6a21\u578b\u5728\u6d77\u91cf\u5e26\u566a\u6570\u636e\u4e0a\u8fdb\u884c\u9ad8\u6548\u9884\u8bad\u7ec3\uff0c\u7136\u540e\u518d\u4f7f\u7528\u5927\u6a21\u578b\u5728\u8f83\u5c11\u9ad8\u8d28\u91cf\u7cbe\u9009\u6570\u636e\u4e0a\u8fdb\u884c\u9ad8\u6548\u5bf9\u9f50\uff0c\u6a21\u578b”\u4ece\u5c0f\u5230\u5927”\uff0c\u6570\u636e”\u4ece\u7c97\u5230\u7cbe”\uff0c\u4ec5\u970020%\u7684\u7b97\u529b\u8d44\u6e90\u5373\u53ef\u53d6\u5f97\u540c\u7b49\u6548\u679c\u3002 \u91c7\u7528\u8fd9\u79cd\u8bad\u7ec3\u7b56\u7565\uff0c\u6211\u4eec\u5b9e\u73b0\u4e86\u9996\u4e2a\u4e0e\u5927\u6a21\u578b\u5bf9\u9f50\u7684\u89c6\u89c9\u57fa\u7840\u6a21\u578b\uff0c\u540c\u65f6\uff0c\u6211\u4eec\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u5728MathVista\uff08\u6570\u5b66\uff09\u3001AI2D\uff08\u79d1\u5b66\u56fe\u8868\uff09\u3001MMBench\uff08\u901a\u7528\u89c6\u89c9\u95ee\u7b54\uff09\u3001MM-NIAH\uff08\u591a\u6a21\u6001\u957f\u6587\u6863\uff09\u7b49\u8bc4\u6d4b\u4e0a\u53ef\u6bd4\u80a9GPT-4o\u3001Gemini 1.5 Pro\u7b49\u95ed\u6e90\u5546\u7528\u5927\u6a21\u578b\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

InternVL2\u7cfb\u5217\u57fa\u4e8e\u4ee5\u4e0b\u8bbe\u8ba1\u6784\u5efa\uff1a<\/strong><\/p>\n\n\n\n

1\u3001\u6e10\u8fdb\u5f0f\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/strong>\uff1a\u6211\u4eec\u5f15\u5165\u4e86\u6e10\u8fdb\u5f0f\u5bf9\u9f50\u8bad\u7ec3\u7b56\u7565\uff0c\u4ece\u800c\u4f7f\u7b2c\u4e00\u4e2a\u89c6\u89c9\u57fa\u7840\u6a21\u578b\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u539f\u751f\u5bf9\u9f50\u3002\u901a\u8fc7\u91c7\u7528\u6e10\u8fdb\u5f0f\u8bad\u7ec3\u7b56\u7565\uff0c\u5373\u6a21\u578b\u4ece\u5c0f\u5230\u5927\uff0c\u800c\u6570\u636e\u4ece\u7c97\u5230\u7ec6\uff0c\u6211\u4eec\u4ee5\u76f8\u5bf9\u8f83\u4f4e\u7684\u6210\u672c\u5b8c\u6210\u4e86\u5927\u578b\u6a21\u578b\u7684\u8bad\u7ec3\u3002\u8fd9\u4e00\u65b9\u6cd5\u5728\u6709\u9650\u7684\u8d44\u6e90\u4e0b\u8868\u73b0\u51fa\u4e86\u51fa\u8272\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n

2\u3001\u591a\u6a21\u5f0f\u8f93\u5165<\/strong>\uff1a\u901a\u8fc7\u4e00\u7ec4\u53c2\u6570\uff0c\u6211\u4eec\u7684\u6a21\u578b\u652f\u6301\u591a\u79cd\u8f93\u5165\u6a21\u5f0f\uff0c\u5305\u62ec\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u548c\u533b\u7597\u6570\u636e\u3002<\/p>\n\n\n\n

3\u3001\u591a\u4efb\u52a1\u8f93\u51fa<\/strong>\uff1a\u7531\u6211\u4eec\u6700\u8fd1\u7684\u5de5\u4f5cVisionLLMv 2<\/a>\u63d0\u4f9b\u652f\u6301\uff0c\u6211\u4eec\u7684\u6a21\u578b\u652f\u6301\u5404\u79cd\u8f93\u51fa\u683c\u5f0f\uff0c\u5982\u56fe\u50cf\uff0c\u8fb9\u754c\u6846\u548c\u8499\u7248\uff0c\u5c55\u793a\u4e86\u5e7f\u6cdb\u7684\u901a\u7528\u6027\u3002\u901a\u8fc7\u5c06MLLM\u4e0e\u591a\u4e2a\u4e0b\u6e38\u4efb\u52a1\u89e3\u7801\u5668\u8fde\u63a5\uff0cInternVL 2\u53ef\u4ee5\u63a8\u5e7f\u5230\u6570\u767e\u4e2a\u89c6\u89c9\u8bed\u8a00\u4efb\u52a1\uff0c\u540c\u65f6\u5b9e\u73b0\u4e0e\u4e13\u5bb6\u6a21\u578b\u76f8\u5f53\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n

\"\"
\u8bad\u7ec3\u7b56\u7565<\/strong><\/figcaption><\/figure>\n\n\n\n

\u6027\u80fd\uff1a<\/strong><\/p>\n\n\n\n

InternVL2\u5728\u5904\u7406\u590d\u6742\u7684\u591a\u6a21\u6001\u6570\u636e\u65b9\u9762\u8868\u73b0\u51fa\u5f3a\u5927\u7684\u80fd\u529b\uff0c\u5728\u6570\u5b66\u3001\u79d1\u5b66\u56fe\u8868\u3001\u901a\u7528\u56fe\u8868\u3001\u6587\u6863\u3001\u4fe1\u606f\u56fe\u8868\u548cOCR\u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u3002\u4f8b\u5982\uff0c\u5728MathVista\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cInternVL2\u7684\u51c6\u786e\u7387\u8fbe\u523066.3%\uff0c\u5927\u5927\u8d85\u8fc7\u4e86\u5176\u4ed6\u95ed\u6e90\u5546\u4e1a\u6a21\u578b\u548c\u5f00\u6e90\u6a21\u578b\u3002\u6b64\u5916\uff0cInternVL2\u5728\u5e7f\u6cdb\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5b9e\u73b0\u4e86\u6700\u5148\u8fdb\u7684\u6027\u80fd\uff0c\u5305\u62ec\u901a\u7528\u56fe\u8868\u57fa\u51c6\u6d4b\u8bd5ChartQA\uff0c\u6587\u6863\u57fa\u51c6\u6d4b\u8bd5DocVQA\uff0c\u4fe1\u606f\u56fe\u8868\u57fa\u51c6\u6d4b\u8bd5InfographicVQA\u548c\u901a\u7528\u89c6\u89c9\u95ee\u7b54\u57fa\u51c6\u6d4b\u8bd5MMBench\u3002<\/p>\n\n\n\n

name<\/th>MMMU
(val)<\/th>		MathVista
(testmini)<\/th>		AI2D
(test)<\/th>		ChartQA
(test)<\/th>		DocVQA
(test)<\/th>		InfoVQA
(test)<\/th>		OCRBench<\/th>MMB-EN
(test)<\/th>		MMB-CN
(test)<\/th>		OpenCompass
(avg score)<\/th><\/tr><\/thead>
GPT-4V*
(20240409)<\/td>		63.1 \/ 61.7<\/td>58.1<\/td>89.4<\/td>78.1<\/td>87.2<\/td>–<\/td>678<\/td>81.0<\/td>80.2<\/td>63.5<\/td><\/tr>
Gemini Pro 1.5*<\/td>58.5 \/ 60.6<\/td>57.7<\/td>80.3<\/td>81.3<\/td>86.5<\/td>72.7<\/td>754<\/td>73.9<\/td>73.8<\/td>64.4<\/td><\/tr>
Claude3.5-Sonnet*<\/td>68.3 \/ 65.9<\/td>67.7<\/td>94.7<\/td>90.8<\/td>95.2<\/td>–<\/td>788<\/td>79.7<\/td>80.7<\/td>67.9<\/td><\/tr>
GPT-4o*
(20240513)<\/td>		69.1 \/ 69.2<\/td>63.8<\/td>94.2<\/td>85.7<\/td>92.8<\/td>–<\/td>736<\/td>83.4<\/td>82.1<\/td>69.9<\/td><\/tr>
Cambrian-1<\/td>49.7 \/ 50.4<\/td>53.2<\/td>79.7<\/td>75.6<\/td>75.5<\/td>–<\/td>600<\/td>81.4<\/td>–<\/td>58.3<\/td><\/tr>
LLaVA-NeXT Qwen1.5<\/td>50.1<\/td>49.0<\/td>80.4<\/td>79.7<\/td>85.7<\/td>–<\/td>–<\/td>80.5<\/td>–<\/td>–<\/td><\/tr>
InternVL2-Pro<\/td>58.9 \/ 62.0<\/td>66.3<\/td>87.3 \/ 96.0<\/td>87.1<\/td>95.1<\/td>83.3<\/td>837<\/td>87.8<\/td>87.2<\/td>71.8<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
name<\/th>MMMU
(val)<\/th>		MathVista
(testmini)<\/th>		AI2D
(test)<\/th>		ChartQA
(test)<\/th>		DocVQA
(test)<\/th>		InfoVQA
(test)<\/th>		OCRBench<\/th>MMB-EN
(test)<\/th>		MMB-CN
(test)<\/th>		OpenCompass
(avg score)<\/th><\/tr><\/thead>
InternVL2-1B<\/td>35.4 \/ 36.7<\/td>37.7<\/td>64.1<\/td>72.9<\/td>81.7<\/td>50.9<\/td>754<\/td>65.4<\/td>60.7<\/td>48.3<\/td><\/tr>
InternVL2-2B<\/td>34.3 \/ 36.3<\/td>46.3<\/td>74.1<\/td>76.2<\/td>86.9<\/td>58.9<\/td>784<\/td>73.2<\/td>70.9<\/td>54.0<\/td><\/tr>
InternVL2-4B<\/td>47.0 \/ 48.3<\/td>58.6<\/td>78.9<\/td>81.5<\/td>89.2<\/td>67.0<\/td>788<\/td>78.6<\/td>73.9<\/td>60.6<\/td><\/tr>
InternVL2-8B<\/td>49.3 \/ 51.2<\/td>58.3<\/td>83.8<\/td>83.3<\/td>91.6<\/td>74.8<\/td>794<\/td>81.7<\/td>81.2<\/td>64.1<\/td><\/tr>
InternVL2-26B<\/td>48.3 \/ 50.7<\/td>59.4<\/td>84.5<\/td>84.9<\/td>92.9<\/td>75.9<\/td>825<\/td>83.4<\/td>82.0<\/td>66.4<\/td><\/tr>
InternVL2-40B<\/td>53.9 \/ 55.2<\/td>63.7<\/td>87.1<\/td>86.2<\/td>93.9<\/td>78.7<\/td>837<\/td>86.8<\/td>86.5<\/td>69.7<\/td><\/tr>
InternVL2-Llama3-76B<\/td>55.2 \/ 58.2<\/td>65.5<\/td>87.6<\/td>88.4<\/td>94.1<\/td>82.0<\/td>839<\/td>86.5<\/td>86.3<\/td>71.0<\/td><\/tr>
InternVL2-Pro<\/td>58.9 \/ 62.0<\/td>66.3<\/td>87.3 \/ 96.0<\/td>87.1<\/td>95.1<\/td>83.3<\/td>837<\/td>87.8<\/td>87.2<\/td>71.8<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u5b9e\u4f8b\uff1a<\/strong><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n","protected":false},"excerpt":{"rendered":"

InternVL\u5bb6\u65cf\uff1a\u7528\u5f00\u6e90\u7ec4\u4ef6\u7f29\u5c0f\u4e0e\u5546\u4e1a\u591a\u6a21\u6001\u6a21\u578b\u7684\u5dee\u8ddd\u2014\u2014\u4e00\u4e2a\u5f00\u521b\u6027\u7684\u5f00\u6e90\u66ff\u4ee3\u65b9\u6848\uff0c\u65e8\u5728\u5e73\u66ffGPT-4o … \u7ee7\u7eed\u9605\u8bfbInternVL\u5bb6\u65cf\uff1a\u901a\u8fc7\u5f00\u6e90\u7ec4\u4ef6\u7f29\u5c0f\u4e0e\u5546\u4e1a\u591a\u6a21\u6001\u6a21\u578b\u7684\u5dee\u8ddd \u2014\u2014 GPT-4o\u7684\u5f00\u6e90\u66ff\u4ee3\u65b9\u6848<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[21,4,9,38],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/18442"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=18442"}],"version-history":[{"count":23,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/18442\/revisions"}],"predecessor-version":[{"id":18672,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/18442\/revisions\/18672"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=18442"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=18442"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=18442"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}