{"id":36168,"date":"2025-01-06T21:00:17","date_gmt":"2025-01-06T13:00:17","guid":{"rendered":"https:\/\/17aitech.com\/?p=36168"},"modified":"2025-01-06T21:00:17","modified_gmt":"2025-01-06T13:00:17","slug":"%e4%bb%858b%e5%8f%82%e6%95%b0%ef%bc%8c%e5%8f%af%e4%b8%8egpt-4%e5%aa%b2%e7%be%8e%ef%bc%8c%e4%b8%8a%e4%ba%a4%e5%a4%a7%e5%9b%a2%e9%98%9f%e6%9e%84%e5%bb%ba%e5%a4%9a%e8%af%ad%e8%a8%80%e5%8c%bb%e5%ad%a6","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36168","title":{"rendered":"\u4ec58B\u53c2\u6570\uff0c\u53ef\u4e0eGPT-4\u5ab2\u7f8e\uff0c\u4e0a\u4ea4\u5927\u56e2\u961f\u6784\u5efa\u591a\u8bed\u8a00\u533b\u5b66\u5927\u6a21\u578b"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4ec58B\u53c2\u6570\uff0c\u53ef\u4e0eGPT-4\u5ab2\u7f8e\uff0c\u4e0a\u4ea4\u5927\u56e2\u961f\u6784\u5efa\u591a\u8bed\u8a00\u533b\u5b66\u5927\u6a21\u578b<\/a><\/p>\n

<\/a><\/p>\n

\u7f16\u8f91 | \u841d\u535c\u76ae<\/p>\n

\u5f00\u6e90\u3001\u591a\u8bed\u8a00\u533b\u5b66\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u5f00\u53d1\u53ef\u4f7f\u6765\u81ea\u4e0d\u540c\u5730\u533a\u7684\u5e7f\u6cdb\u3001\u8bed\u8a00\u591a\u6837\u5316\u7684\u53d7\u4f17\u53d7\u76ca\u3002<\/p>\n

\u4e3a\u4e86\u63a8\u52a8\u8fd9\u4e00\u9886\u57df\u7684\u53d1\u5c55\uff0c\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u6784\u5efa\u4e86\u4e00\u4e2a\u591a\u8bed\u8a00\u533b\u5b66\u8bed\u6599\u5e93<\/mark>\uff0c\u5305\u542b\u7ea6 255 \u4ebf\u4e2a token\uff0c\u6db5\u76d6 6 \u79cd\u4e3b\u8981\u8bed\u8a00\uff0c\u79f0\u4e3a MMedC\uff0c\u53ef\u5b9e\u73b0\u4e00\u822c LLM \u7684\u81ea\u56de\u5f52\u9886\u57df\u81ea\u9002\u5e94\u3002<\/p>\n

\u540c\u65f6\uff0c\u4e3a\u4e86\u76d1\u6d4b\u591a\u8bed\u8a00\u533b\u5b66 LLM \u7684\u53d1\u5c55\uff0c\u7814\u7a76\u4eba\u5458\u8fd8\u63d0\u51fa\u4e86\u4e00\u4e2a\u5177\u6709\u5408\u7406\u6027\u7684\u591a\u8bed\u8a00\u533b\u5b66\u591a\u9879\u9009\u62e9\u9898\u7b54\u7591\u57fa\u51c6<\/mark>\uff0c\u79f0\u4e3a MMedBench\u3002<\/p>\n

\u5e76\u4e14\uff0c\u56e2\u961f\u5728\u57fa\u51c6<\/mark>\u4e0a\u8bc4\u4f30\u4e86\u8bb8\u591a\u5f00\u6e90\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLM\uff09\uff0c\u4ee5\u53ca\u5728 MMedC \u4e0a\u8fdb\u4e00\u6b65\u8fdb\u884c\u81ea\u56de\u5f52\u8bad\u7ec3\u7684\u6a21\u578b\u3002<\/p>\n

\u4ed6\u4eec\u7684\u6700\u7ec8\u6a21\u578b MMed-Llama 3 \u4ec5\u6709 8B \u4e2a\u53c2\u6570<\/mark>\uff0c\u5728 MMedBench \u548c\u82f1\u8bed\u57fa\u51c6<\/mark>\u4e0a\u90fd\u6bd4\u6240\u6709\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\u53d6\u5f97\u4e86\u4f18\u5f02\u7684\u6027\u80fd\uff0c\u751a\u81f3\u53ef\u4ee5\u4e0e GPT-4 \u76f8\u5ab2\u7f8e\u3002<\/p>\n

\u8be5\u7814\u7a76\u4ee5\u300cTowards building multilingual language model for medicine<\/em>\u300d\u4e3a\u9898\uff0c\u4e8e 2024 \u5e74 9 \u6708 27 \u65e5\u53d1\u5e03\u5728\u300aNature Communications<\/em>\u300b\u3002<\/p>\n

<\/a><\/p>\n

\u5728\u8fd1\u671f\u7684\u6587\u732e\u4e2d\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLM\uff09\u5728\u533b\u7597\u4fdd\u5065\u9886\u57df\u8868\u73b0\u51fa\u5de8\u5927\u7684\u524d\u666f\uff0c\u4f8b\u5982\uff0cGPT-4 \u548c MedPalm-2 \u7b49\u95ed\u6e90\u6a21\u578b\u8868\u73b0\u51fa\u8272\uff0c\u5e76\u6210\u529f\u901a\u8fc7\u4e86\u7f8e\u56fd\u533b\u5e08\u6267\u7167\u8003\u8bd5\uff08USMLE\uff09\u3002<\/p>\n

\u540c\u65f6\uff0cLlama 2 \u7b49\u5f00\u6e90\u6a21\u578b\u4e5f\u4fc3\u8fdb\u4e86 MEDITRON\u3001PMC-LLaMA\u3001MedAlpaca \u548c ChatDoctors \u7b49\u533b\u5b66\u4e13\u7528\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u53d1\u5c55\uff0c\u9010\u6e10\u7f29\u5c0f\u4e86\u4e0e\u95ed\u6e90\u540c\u884c\u7684\u6027\u80fd\u5dee\u8ddd\u3002<\/p>\n

\u867d\u7136\u53d6\u5f97\u4e86\u4e9b\u8bb8\u8fdb\u6b65\uff0c\u4f46\u8fd9\u4e9b\u590d\u6742\u7684\u533b\u5b66\u8bed\u8a00\u6a21\u578b<\/mark>\u4e3b\u8981\u4fa7\u91cd\u4e8e\u82f1\u8bed\u5e94\u7528\uff0c\u9650\u5236\u4e86\u5b83\u4eec\u7684\u6f5c\u5728\u5f71\u54cd\u529b\uff0c\u4f7f\u5176\u65e0\u6cd5\u60e0\u53ca\u66f4\u5e7f\u6cdb\u3001\u8bed\u8a00\u591a\u6837\u5316\u7684\u53d7\u4f17\u3002<\/p>\n

\u4e00\u4e2a\u5927\u89c4\u6a21\u591a\u8bed\u8a00\u533b\u5b66\u8bed\u6599\u5e93<\/mark><\/strong><\/p>\n

\u5728\u6700\u65b0\u7684\u7814\u7a76\u4e2d\uff0c\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u4e86\u4e00\u4e2a\u5927\u89c4\u6a21\u591a\u8bed\u8a00\u533b\u5b66\u8bed\u6599\u5e93<\/mark> (MMedC)\uff0c\u6536\u96c6\u4e86\u516d\u79cd\u4e3b\u8981\u8bed\u8a00\uff08\u82f1\u8bed\u3001\u4e2d\u6587\u3001\u65e5\u8bed\u3001\u6cd5\u8bed\u3001\u4fc4\u8bed\u548c\u897f\u73ed\u7259\u8bed\uff09\u4e2d\u8d85\u8fc7 255 \u4ebf\u4e2a\u4e0e\u533b\u5b66\u76f8\u5173\u7684 token\u3002<\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1aMMedC \u4e0a\u7684\u7edf\u8ba1\u7ed3\u679c\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/section>\n

\u8fd9\u4e2a\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u6765\u81ea\u56db\u4e2a\u4e0d\u540c\u7684\u6765\u6e90\uff1a<\/p>\n

\uff08i\uff09\u7814\u7a76\u4eba\u5458\u8bbe\u8ba1\u4e86\u4e00\u6761\u81ea\u52a8\u5316\u7ba1\u7ebf\uff0c\u4ece\u5e7f\u6cdb\u7684\u591a\u8bed\u8a00\u8bed\u6599\u5e93<\/mark>\u4e2d\u7b5b\u9009\u51fa\u4e0e\u533b\u5b66\u76f8\u5173\u7684\u5185\u5bb9\uff0c\u786e\u4fdd\u6570\u636e\u96c6\u7684\u91cd\u70b9\u548c\u76f8\u5173\u6027\uff1b<\/p>\n

\uff08ii\uff09\u8be5\u56e2\u961f\u6574\u7406\u4e86\u5927\u91cf\u5404\u79cd\u8bed\u8a00\u7684\u533b\u5b66\u6559\u79d1\u4e66\uff0c\u5e76\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u9884\u5904\u7406\u5c06\u5b83\u4eec\u8f6c\u6362\u6210\u6587\u672c\uff0c\u4f8b\u5982\u5149\u5b66\u5b57\u7b26\u8bc6\u522b<\/mark> (OCR)\u3001\u542f\u53d1\u5f0f\u6570\u636e\u8fc7\u6ee4\u7b49\uff1b<\/p>\n

\uff08iii\uff09\u4e3a\u4e86\u4fdd\u8bc1\u533b\u5b66\u77e5\u8bc6\u7684\u5e7f\u6cdb\u6db5\u76d6\uff0c\u7814\u7a76\u4eba\u5458\u6574\u5408\u4e86\u4e00\u4e9b\u5f00\u6e90\u533b\u5b66\u7f51\u7ad9\u7684\u6587\u672c\uff0c\u4ee5\u6743\u5a01\u3001\u5168\u9762\u7684\u533b\u5b66\u4fe1\u606f\u4e30\u5bcc\u4ed6\u4eec\u7684\u8bed\u6599\u5e93<\/mark>\uff1b<\/p>\n

\uff08iv\uff09\u8fd8\u6574\u5408\u4e86\u8bb8\u591a\u73b0\u6709\u7684\u5c0f\u578b\u533b\u5b66\u8bed\u6599\u5e93<\/mark>\u6570\u636e\u96c6\uff0c\u8fdb\u4e00\u6b65\u589e\u5f3a\u4e86\u8bed\u6599\u5e93<\/mark>\u7684\u5e7f\u5ea6\u548c\u6df1\u5ea6\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u8868\u793a\uff0cMMedC \u662f\u7b2c\u4e00\u4e2a\u4e13\u95e8\u9488\u5bf9\u591a\u8bed\u8a00\u533b\u5b66\u9886\u57df\u6784\u5efa\u8bed\u6599\u5e93<\/mark>\u7684\u5c1d\u8bd5\u3002<\/p>\n

\u4e00\u5957\u65b0\u57fa\u51c6<\/mark><\/strong><\/p>\n

\u81f3\u4e8e\u65b0\u57fa\u51c6<\/mark>\uff0c\u8be5\u56e2\u961f\u9996\u5148\u6c47\u603b MMedC \u4e0a\u73b0\u6709\u7684\u516d\u79cd\u8bed\u8a00\u7684\u533b\u5b66\u591a\u9879\u9009\u62e9\u9898 QA \u6570\u636e\u96c6\u3002\u7814\u7a76\u4eba\u5458\u4f7f\u7528 GPT-4 \u8fdb\u4e00\u6b65\u589e\u5f3a\u8fd9\u4e9b\u6570\u636e\u96c6\u7684\u5408\u7406\u6027\u5185\u5bb9\uff0c\u901a\u8fc7\u652f\u6301\u6b63\u786e\u7b54\u6848\u7684\u89e3\u91ca\u6765\u4e30\u5bcc\u6570\u636e\u96c6\u3002<\/p>\n

\u8fd9\u4e9b\u6570\u636e\u96c6\u6db5\u76d6\u4e86\u516d\u79cd\u8bed\u8a00\u7684 53,566 \u4e2a QA \u5bf9\uff0c\u72ec\u7279\u5730\u540c\u65f6\u63d0\u4f9b\u591a\u9879\u9009\u62e9\u9898 QA \u548c\u4f34\u968f\u7684\u5408\u7406\u6027\u63a8\u7406\u3002\u8fd9\u4e2a\u5e7f\u6cdb\u7684\u96c6\u5408\u6db5\u76d6\u4e86 21 \u4e2a\u533b\u5b66\u9886\u57df\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u5185\u79d1\u3001\u751f\u7269\u5316\u5b66\u3001\u836f\u7406\u5b66\u548c\u7cbe\u795e\u75c5\u5b66\u7b49\uff0c\u79f0\u4e3a\u591a\u8bed\u8a00\u533b\u5b66\u57fa\u51c6<\/mark> (MMedBench)\u3002<\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1aMMedBench \u4e0a\u7684\u7edf\u8ba1\u7ed3\u679c\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u7814\u7a76\u4eba\u5458\u5c06\u5176\u5206\u4e3a 45,048 \u4e2a\u8bad\u7ec3\u5bf9\u548c 8518 \u4e2a\u6d4b\u8bd5\u5bf9\u3002\u8bad\u7ec3\u62c6\u5206\u4f7f\u5f97\u5728\u7279\u5b9a\u9886\u57df\u6301\u7eed\u8bad\u7ec3\u540e\u53ef\u4ee5\u5bf9 LLM \u8fdb\u884c\u5fae\u8c03\u3002\u4ed6\u4eec\u5229\u7528\u5305\u542b 8518 \u4e2a QA \u5bf9\u7684\u6574\u4e2a\u6d4b\u8bd5\u96c6\u6765\u8bc4\u4f30\u591a\u9879\u9009\u62e9\u9898\u56de\u7b54\u7684\u51c6\u786e\u6027\u3002<\/p>\n

\u4e3a\u4e86\u8fdb\u4e00\u6b65\u68c0\u9a8c\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff0c\u7814\u7a76\u4eba\u5458\u9009\u62e9\u4e86 1136 \u4e2a QA \u5bf9\u7684\u5b50\u96c6\uff0c\u6bcf\u4e2a QA \u5bf9\u90fd\u9644\u6709\u624b\u52a8\u9a8c\u8bc1\u7684\u5408\u7406\u53e5\u5b50\uff0c\u4f5c\u4e3a\u66f4\u4e13\u4e1a\u7684\u63a8\u7406\u8bc4\u4f30\u57fa\u51c6<\/mark>\u3002<\/p>\n

\u5168\u9762\u7684\u57fa\u51c6<\/mark>\u6d4b\u8bd5<\/strong><\/p>\n

\u5728\u8bc4\u4f30\u9636\u6bb5\uff0c\u7814\u7a76\u4eba\u5458\u5bf9 11 \u4e2a\u73b0\u6709\u7684\u5177\u6709\u591a\u8bed\u8a00\u652f\u6301\u7684 LLM \u8fdb\u884c\u4e86\u5168\u9762\u7684\u57fa\u51c6<\/mark>\u6d4b\u8bd5\uff0c\u5305\u62ec GPT-3.5\u3001GPT-4\u3001Gemini-1.0 pro\u3001BLOOM\u3001InternLM\u3001InternLM 2\u3001MedAlpaca\u3001ChatDoctor\u3001PMC-LLaMA\u3001Mistral\u3001BioMistral\u3001MEDITRON\u3001Llama 2 \u548c Llama 3\uff0c\u4ee5\u53ca\u4f7f\u7528 MMedC \u8fdb\u4e00\u6b65\u8bad\u7ec3\u7684 LLM\u3002<\/p>\n

\u8fd9\u4e9b\u6a21\u578b\u5728\u4e09\u79cd\u4e0d\u540c\u7684\u8bbe\u7f6e\u4e0b\u8fdb\u884c\u4e86\u8bc4\u4f30\uff1a\u96f6\u6837\u672c\u3001\u53c2\u6570<\/mark>\u9ad8\u6548\u5fae\u8c03 (PEFT) \u548c\u5b8c\u5168\u5fae\u8c03\u3002<\/p>\n

\u9274\u4e8e\u8bc4\u4f30\u7406\u8bba\u8d28\u91cf\u7684\u590d\u6742\u6027\uff08\u9700\u8981\u8bc4\u4f30\u957f\u53e5\u7684\u8bed\u4e49\u5b8c\u6574\u6027\uff09\uff0c\u9664\u4e86\u5229\u7528\u4e3b\u6d41\u7684\u81ea\u52a8\u5316\u6307\u6807\u5916\uff0c\u8be5\u56e2\u961f\u8fd8\u5728\u5206\u6790\u4e2d\u52a0\u5165\u4e86\u4eba\u5de5\u8bc4\u5206\u3002<\/p>\n

\u8fd9\u79cd\u53cc\u91cd\u65b9\u6cd5\u4e0d\u4ec5\u53ef\u4ee5\u5168\u9762\u8861\u91cf\u6bcf\u4e2a\u6a21\u578b\u7684\u6027\u80fd\uff0c\u8fd8\u4f7f\u4ed6\u4eec\u80fd\u591f\u4ed4\u7ec6\u7814\u7a76\u81ea\u52a8\u5316\u6307\u6807\u4e0e\u4eba\u7c7b\u5224\u65ad\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u3002\u901a\u8fc7\u8fd9\u79cd\u5206\u6790\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u786e\u5b9a\u6700\u53ef\u9760\u7684\u6307\u6807\u4ee5\u8fdb\u884c\u6269\u5c55\u6bd4\u8f83\uff0c\u4ece\u800c\u4e30\u5bcc\u8bc4\u4f30\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/mark>\u63a8\u7406\u80fd\u529b\u7684\u65b9\u6cd5\u3002<\/p>\n

\u4f18\u5316\u63aa\u65bd\u90fd\u662f\u6709\u6548\u7684<\/strong><\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1a\u6a21\u578b\u8bc4\u7ea7\u7684\u6bd4\u8f83\u5206\u6790\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u9996\u5148\uff0cMMedC \u7684\u81ea\u56de\u5f52\u8bad\u7ec3\u662f\u6709\u6548\u7684\u3002<\/strong>\u7ed3\u679c\u663e\u793a\uff0c\u6240\u6709 MMedLM\u3001MMedLM 2 \u548c MMed-Llama 3 \u90fd\u6bd4\u5176\u539f\u59cb\u57fa\u7ebf\u6a21\u578b\uff08\u5373 InternLM\u3001InternLM 2 \u548c Llama 3\uff09\u6709\u663e\u8457\u7684\u6539\u8fdb\uff0c\u51f8\u663e\u4e86 MMedC \u5728\u63d0\u4f9b\u6709\u9488\u5bf9\u6027\u7684\u7279\u5b9a\u9886\u57df\u77e5\u8bc6\u65b9\u9762\u7684\u6709\u6548\u6027\u3002<\/p>\n

\u6b64\u5916\uff0c\u89c2\u5bdf\u5230\u7684\u6027\u80fd\u63d0\u5347\u8868\u660e\uff0c\u73b0\u6709 LLM \u7684\u9884\u8bad\u7ec3\u8bed\u6599\u5e93<\/mark>\u5728\u9762\u5bf9\u591a\u8bed\u8a00\u533b\u5b66\u80cc\u666f\u65f6\u5b58\u5728\u5c40\u9650\u6027\u3002\u8be5\u7814\u7a76\u7ed3\u679c\u5f3a\u8c03\u4e86 MMedC \u7b49\u4e13\u4e1a\u8bed\u6599\u5e93<\/mark>\u5f25\u8865\u8fd9\u4e9b\u5dee\u8ddd\u7684\u5fc5\u8981\u6027\u3002<\/p>\n

\u5176\u6b21\uff0c\u7eb3\u5165\u66f4\u591a\u6570\u636e\u901a\u5e38\u662f\u6709\u6548\u7684\u3002<\/strong>\u5728\u63a2\u7d22\u4e0d\u540c\u6570\u636e\u6e90\u5982\u4f55\u5f71\u54cd\u8bed\u8a00\u6a21\u578b<\/mark>\u6027\u80fd\u7ed3\u679c\u65f6\uff0c\u7eb3\u5165\u9ad8\u8d28\u91cf\u7684\u591a\u8bed\u8a00\u6570\u636e (HQ-Data) \u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u6027\u80fd\u3002<\/p>\n

\u6b64\u5916\uff0c\u7814\u7a76\u4eba\u5458\u89c2\u5bdf\u5230\uff0c\u5373\u4fbf\u4e0e\u66f4\u660e\u786e\u7684\u533b\u5b66\u76f8\u5173\u6765\u6e90\u76f8\u6bd4\uff0c\u4ece\u4e00\u822c\u8bed\u8a00\u8bed\u6599\u5e93<\/mark>\u4e2d\u8fc7\u6ee4\u7684\u6570\u636e\u8d28\u91cf\u76f8\u5bf9\u8f83\u4f4e\uff0c\u4f46\u6574\u5408\u8fd9\u4e9b\u6570\u636e\u4e5f\u662f\u6709\u6548\u7684\u3002\u8fd9\u4e00\u6539\u8fdb\u51f8\u663e\u4e86\u5728 MMedC \u4e2d\u6574\u5408\u5404\u79cd\u6570\u636e\u7c7b\u578b\u7684\u4ef7\u503c\u3002<\/p>\n

\u7b2c\u4e09\uff0c\u5c06\u7406\u8bba\u878d\u5165\u5fae\u8c03\u662f\u6709\u6548\u7684\u3002<\/strong>\u5728 MMedBench\uff08\u8bad\u7ec3\u96c6\uff09\u4e0a\u8fdb\u884c\u5fae\u8c03\u65f6\uff0c\u5c06\u7406\u8bba\u6570\u636e\u4e0e\u591a\u9879\u9009\u62e9\u9884\u6d4b\u76f8\u7ed3\u5408\u53ef\u4ee5\u63d0\u9ad8\u7279\u5b9a\u4efb\u52a1\u7684\u6027\u80fd\u3002\u5728\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\u5c06\u6b63\u786e\u7b54\u6848\u4e0e\u5176\u7406\u7531\u7ed3\u5408\u8d77\u6765\uff0c\u4e0d\u4ec5\u80fd\u8ba9 LLM \u8f93\u51fa\u7406\u7531\u53e5\u5b50\uff0c\u800c\u4e14\u5728 MMedBench\uff08\u6d4b\u8bd5\u96c6\uff09\u4e0a\u7684\u591a\u9879\u9009\u62e9\u9898\u51c6\u786e\u7387<\/mark>\u4e5f\u663e\u8457\u63d0\u9ad8\uff1aInternLM \u63d0\u9ad8\u4e86 2.33%\uff0cInternLM 2 \u63d0\u9ad8\u4e86 2.42%\uff0cLlama 3 \u63d0\u9ad8\u4e86 4.07%\u3002<\/p>\n

\u7b2c\u56db\uff0c\u5f3a\u5927\u7684\u57fa\u7840 LLM \u53ef\u4ee5\u63d0\u9ad8\u6700\u7ec8\u7ed3\u679c\u3002<\/strong>\u5728 MMedBench \u4e0a\uff0c\u7814\u7a76\u4eba\u5458\u6ce8\u610f\u5230\u66f4\u5f3a\u5927\u7684 LLM \u4e3b\u4f53\u901a\u5e38\u4f1a\u63d0\u9ad8\u591a\u8bed\u8a00\u533b\u7597\u95ee\u7b54\u7684\u6700\u7ec8\u7ed3\u679c\u3002\u968f\u7740\u66f4\u9ad8\u7ea7\u7684 LLM \u53d1\u5e03\uff0c\u5b83\u4eec\u7684\u9884\u8bad\u7ec3\u8bed\u6599\u5e93<\/mark>\u5df2\u5927\u5927\u6269\u5c55\uff0c\u9010\u6e10\u6db5\u76d6\u66f4\u591a\u8bed\u8a00\u3002<\/p>\n

\u5c3d\u7ba1\u975e\u82f1\u8bed\u8bed\u8a00\u53ea\u5360\u603b\u6570\u7684\u4e00\u5c0f\u90e8\u5206\uff0c\u4f46\u6574\u4f53\u8bed\u6599\u5e93<\/mark>\u7684\u5e9e\u5927\u6570\u91cf\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u8bad\u7ec3\u671f\u95f4\u9047\u5230\u5927\u91cf\u7684\u591a\u8bed\u8a00\u6587\u672c\uff0c\u4ece\u800c\u663e\u8457\u589e\u5f3a\u4e86\u5b83\u4eec\u7684\u591a\u8bed\u8a00\u80fd\u529b\uff0c\u4ece Llama 2\u3001Mistral \u548c Llama 3 \u4e4b\u95f4\u7684\u6bd4\u8f83\u53ef\u4ee5\u770b\u51fa\uff0c\u540e\u8005\u7684\u6a21\u578b\u8868\u73b0\u90fd\u6bd4\u524d\u8005\u597d\u5f97\u591a\u3002<\/p>\n

\u8fd9\u79cd\u901a\u7528\u591a\u8bed\u8a00\u80fd\u529b\u7684\u589e\u5f3a\u4e5f\u53ef\u4ee5\u63d0\u9ad8\u533b\u5b66\u9886\u57df\u9002\u5e94\u540e\u7684\u8868\u73b0\uff08MMedLM vs. MMedLM 2 vs. MMed-Llama 3\uff09\u3002\u8fd9\u4e00\u89c2\u5bdf\u7ed3\u679c\u8868\u660e\uff0c\u7814\u7a76\u4eba\u5458\u5e94\u8be5\u66f4\u52a0\u6ce8\u91cd\u5efa\u7acb\u533b\u5b66\u5f00\u6e90\u6570\u636e\u96c6\uff0c\u4ee5\u4fbf\u672a\u6765\u7684\u5de5\u4f5c\u80fd\u591f\u66f4\u597d\u5730\u5229\u7528\u901a\u7528 LLM \u7684\u5feb\u901f\u6539\u8fdb\u3002<\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1a\u6574\u4f53\u6982\u8ff0\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u6f5c\u5728\u610f\u4e49<\/strong><\/p>\n

\u8be5\u7814\u7a76\u4fc3\u8fdb\u4e86\u901a\u7528\u533b\u5b66\u4eba\u5de5\u667a\u80fd<\/mark> (GMAI) \u7684\u53d1\u5c55\u3002GMAI \u81f4\u529b\u4e8e\u5f00\u53d1\u4e00\u79cd\u591a\u6a21\u6001\u4eba\u5de5\u667a\u80fd<\/mark>\u6a21\u578b\uff0c\u53ef\u76f4\u63a5\u5e94\u7528\u4e8e\u5e7f\u6cdb\u7684\u533b\u7597\u4fdd\u5065\u573a\u666f\uff0c\u5176\u4e2d LLM \u901a\u5e38\u7528\u4f5c\u4eba\u673a\u754c\u9762\u3002<\/p>\n

\u7528\u591a\u8bed\u8a00\u7684 LLM \u53d6\u4ee3\u4ee5\u82f1\u8bed\u4e3a\u4e2d\u5fc3\u7684 LLM \u53ef\u4ee5\u5145\u5206\u5229\u7528\u5168\u7403\u6570\u636e\u6e90\uff0c\u4ece\u800c\u6269\u5c55\u53ef\u7528\u7684\u591a\u6a21\u6001\u8bad\u7ec3\u6570\u636e\uff0c\u5e76\u63d0\u9ad8\u5176\u4ed6\u6a21\u6001\u7684\u8868\u793a\u8d28\u91cf\u3002<\/p>\n

\u6539\u8fdb\u68c0\u7d22\u589e\u5f3a\u751f<\/mark>\u6210\u3002\u5e7b\u89c9\u88ab\u8ba4\u4e3a\u662f\u73b0\u6709 LLM \u7684\u4e00\u4e2a\u4e3b\u8981\u95ee\u9898\uff0c\u5c24\u5176\u662f\u5728\u533b\u5b66\u9886\u57df\u3002\u4e00\u4e2a\u6f5c\u5728\u7684\u89e3\u51b3\u65b9\u6848\u662f\u5f00\u53d1\u68c0\u7d22\u589e\u5f3a\u67b6\u6784\u3002<\/p>\n

\u4e3b\u8981\u52a8\u673a\u662f\uff0c\u901a\u8fc7\u4ece\u989d\u5916\u7684\u77e5\u8bc6\u5e93<\/mark>\u4e2d\u68c0\u7d22\u4e8b\u5b9e\uff0cLLM \u751f\u6210\u7684\u8f93\u51fa\u53ef\u4ee5\u907f\u514d\u5927\u591a\u6570\u81f4\u547d\u7684\u4e8b\u5b9e\u9519\u8bef\u3002\u7136\u800c\uff0c\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u5927\u591a\u6570\u7814\u7a76\u90fd\u662f\u7528\u82f1\u8bed\u8fdb\u884c\u7684\uff0c\u8fd9\u6781\u5927\u5730\u9650\u5236\u4e86\u68c0\u7d22\u589e\u5f3a\u65b9\u6cd5\u5229\u7528\u5176\u4ed6\u8bed\u8a00\u7684\u533b\u5b66\u77e5\u8bc6\u3002\u5f00\u53d1\u591a\u8bed\u8a00 LLM \u53ef\u4ee5\u6709\u76ca\u4e8e\u68c0\u7d22\u8fc7\u7a0b\uff0c\u6781\u5927\u5730\u4e30\u5bcc\u6f5c\u5728\u7684\u53ef\u7528\u77e5\u8bc6\u5e93<\/mark>\u3002<\/p>\n

\u5bf9\u4e34\u5e8a\u7684\u5f71\u54cd<\/strong><\/p>\n

\u6d88\u9664\u8bed\u8a00\u969c\u788d\u3002<\/strong>\u5728\u8bb8\u591a\u533b\u7597\u4fdd\u5065\u7cfb\u7edf\u4e2d\uff0c\u60a3\u8005\u548c\u533b\u7597\u670d\u52a1\u63d0\u4f9b\u8005\u4e4b\u95f4\u7684\u8bed\u8a00\u969c\u788d\u4f1a\u963b\u788d\u6709\u6548\u6c9f\u901a\uff0c\u5bfc\u81f4\u8bef\u89e3\u3001\u8bef\u8bca\u548c\u62a4\u7406\u4e0d\u8db3\uff0c\u5bfc\u81f4\u5927\u591a\u6570\u4eba\u65e0\u6cd5\u83b7\u5f97\u9ad8\u8d28\u91cf\u7684\u533b\u7597\u8d44\u6e90\u3002\u591a\u8bed\u8a00\u533b\u5b66 LLM \u53ef\u4ee5\u4fc3\u8fdb\u5b9e\u65f6\u7ffb\u8bd1\u548c\u53e3\u8bd1\uff0c\u786e\u4fdd\u60a3\u8005\u80fd\u591f\u6709\u6548\u5730\u4f20\u8fbe\u4ed6\u4eec\u7684\u75c7\u72b6\u5e76\u4e86\u89e3\u4ed6\u4eec\u7684\u8bca\u65ad\u548c\u6cbb\u7597\u65b9\u6848\u3002<\/p>\n

\u964d\u4f4e\u6587\u5316\u548c\u6cd5\u5f8b\u654f\u611f\u6027\u3002<\/strong>\u591a\u8bed\u8a00\u533b\u5b66 LLM \u8fd8\u53ef\u4ee5\u63a5\u53d7\u8bad\u7ec3\uff0c\u4ee5\u8bc6\u522b\u548c\u89e3\u51b3\u533b\u7597\u4fdd\u5065\u4e92\u52a8\u4e2d\u4e0d\u540c\u56fd\u5bb6\u7684\u6587\u5316\u6216\u6cd5\u5f8b\u7ec6\u5fae\u5dee\u522b\u548c\u654f\u611f\u6027\u3002\u4e86\u89e3\u6587\u5316\u80cc\u666f\u548c\u6cd5\u5f8b\u5dee\u5f02\u53ef\u4ee5\u5927\u5927\u589e\u5f3a\u5bf9\u533b\u5b66 LLM \u7684\u4fe1\u4efb\uff0c\u4ece\u800c\u5e26\u6765\u66f4\u597d\u7684\u5065\u5eb7\u7ed3\u679c\u3002<\/p>\n

\u5e2e\u52a9\u533b\u5b66\u6559\u80b2\u3002<\/strong>\u8fd9\u4e9b\u6a21\u578b\u8fd8\u53ef\u4ee5\u9488\u5bf9\u6559\u80b2\u8fdb\u884c\u5b9a\u5236\uff0c\u7279\u522b\u662f\u5728\u7f3a\u4e4f\u533b\u5b66\u6559\u80b2\u8005\u6216\u8d44\u6e90\u7684\u5730\u533a\u3002\u901a\u8fc7\u63d0\u4f9b\u591a\u79cd\u8bed\u8a00\u7684\u6559\u80b2\u6750\u6599\u548c\u6a21\u62df\uff0c\u533b\u5b66\u591a\u8bed\u8a00 LLM \u53ef\u4ee5\u5e2e\u52a9\u6807\u51c6\u5316\u533b\u5b66\u8bad\u7ec3\u5e76\u786e\u4fdd\u5168\u7403\u4e00\u81f4\u7684\u62a4\u7406\u8d28\u91cf\u3002<\/p>\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s41467-024-52417-z<\/em><\/p>\n

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4ec58B\u53c2\u6570\uff0c\u53ef\u4e0eGPT-4\u5ab2\u7f8e\uff0c\u4e0a\u4ea4\u5927\u56e2\u961f\u6784\u5efa\u591a\u8bed\u8a00\u533b\u5b66\u5927\u6a21\u578b<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4ec58B\u53c2\u6570\uff0c\u53ef\u4e0eGPT […]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","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":"","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":""}},"footnotes":""},"categories":[27],"tags":[73,68],"class_list":["post-36168","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-68"],"yoast_head":"\n\u4ec58B\u53c2\u6570\uff0c\u53ef\u4e0eGPT-4\u5ab2\u7f8e\uff0c\u4e0a\u4ea4\u5927\u56e2\u961f\u6784\u5efa\u591a\u8bed\u8a00\u533b\u5b66\u5927\u6a21\u578b - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=36168\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=36168\",\"url\":\"https:\/\/17aitech.com\/?p=36168\",\"name\":\"\u4ec58B\u53c2\u6570\uff0c\u53ef\u4e0eGPT-4\u5ab2\u7f8e\uff0c\u4e0a\u4ea4\u5927\u56e2\u961f\u6784\u5efa\u591a\u8bed\u8a00\u533b\u5b66\u5927\u6a21\u578b - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=36168#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=36168#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e9d49e762643a5a8ce427bee5bb205b0.png\",\"datePublished\":\"2025-01-06T13:00:17+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=36168#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=36168\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=36168#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e9d49e762643a5a8ce427bee5bb205b0.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e9d49e762643a5a8ce427bee5bb205b0.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=36168#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4ec58B\u53c2\u6570\uff0c\u53ef\u4e0eGPT-4\u5ab2\u7f8e\uff0c\u4e0a\u4ea4\u5927\u56e2\u961f\u6784\u5efa\u591a\u8bed\u8a00\u533b\u5b66\u5927\u6a21\u578b\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u4ec58B\u53c2\u6570\uff0c\u53ef\u4e0eGPT-4\u5ab2\u7f8e\uff0c\u4e0a\u4ea4\u5927\u56e2\u961f\u6784\u5efa\u591a\u8bed\u8a00\u533b\u5b66\u5927\u6a21\u578b - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=36168","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=36168","url":"https:\/\/17aitech.com\/?p=36168","name":"\u4ec58B\u53c2\u6570\uff0c\u53ef\u4e0eGPT-4\u5ab2\u7f8e\uff0c\u4e0a\u4ea4\u5927\u56e2\u961f\u6784\u5efa\u591a\u8bed\u8a00\u533b\u5b66\u5927\u6a21\u578b - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=36168#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=36168#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e9d49e762643a5a8ce427bee5bb205b0.png","datePublished":"2025-01-06T13:00:17+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=36168#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=36168"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=36168#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e9d49e762643a5a8ce427bee5bb205b0.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e9d49e762643a5a8ce427bee5bb205b0.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=36168#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u4ec58B\u53c2\u6570\uff0c\u53ef\u4e0eGPT-4\u5ab2\u7f8e\uff0c\u4e0a\u4ea4\u5927\u56e2\u961f\u6784\u5efa\u591a\u8bed\u8a00\u533b\u5b66\u5927\u6a21\u578b"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/36168","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=36168"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/36168\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=36168"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=36168"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=36168"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}