{"id":1073064,"date":"2023-10-31T04:25:00","date_gmt":"2023-10-31T11:25:00","guid":{"rendered":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/?post_type=msr-blog-post&#038;p=1073064"},"modified":"2024-09-25T03:48:34","modified_gmt":"2024-09-25T10:48:34","slug":"new-arrival-in-research-3","status":"publish","type":"msr-blog-post","link":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/articles\/new-arrival-in-research-3\/","title":{"rendered":"\u79d1\u7814\u4e0a\u65b0 | \u5927\u6a21\u578b\u63a8\u8fdb\u79d1\u7814\u8fb9\u754c\uff1b\u5927\u6a21\u578b\u7684\u9053\u5fb7\u4ef7\u503c\u5bf9\u9f50\uff1b\u4f18\u5316\u52a8\u6001\u7a00\u758f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff1b\u5341\u4ebf\u89c4\u6a21\u5411\u91cf\u641c\u7d22\u7684\u9ad8\u6548\u66f4\u65b0"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u6c47\u805a\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u7684\u521b\u65b0\u6210\u679c\u4e0e\u79d1\u7814\u52a8\u6001\u3002\u5728\u8fd9\u91cc\uff0c\u4f60\u53ef\u4ee5\u5feb\u901f\u6d4f\u89c8\u7814\u7a76\u9662\u7684\u4eae\u70b9\u8d44\u8baf\uff0c\u4fdd\u6301\u5bf9\u524d\u6cbf\u9886\u57df\u7684\u654f\u9510\u55c5\u89c9\uff0c\u540c\u65f6\u4e5f\u80fd\u627e\u5230\u5148\u8fdb\u5b9e\u7528\u7684\u5f00\u6e90\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u672c\u671f\u5185\u5bb9\u901f\u89c8<\/p>\n\n\n\n<p>01. LLM for Science\uff1a\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u8f85\u52a9\u548c\u52a0\u901f\u79d1\u5b66\u7814\u7a76<\/p>\n\n\n\n<p>02. \u5927\u6a21\u578b\u9053\u5fb7\u4ef7\u503c\u89c2\u5bf9\u9f50\u95ee\u9898\u7684\u5256\u6790\u4e0e\u5c55\u671b<\/p>\n\n\n\n<p>03. PIT\uff1a\u901a\u8fc7\u6392\u5217\u4e0d\u53d8\u6027\u4f18\u5316\u52a8\u6001\u7a00\u758f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b<\/p>\n\n\n\n<p>04. SPFRESH\uff1a\u5341\u4ebf\u89c4\u6a21\u5411\u91cf\u641c\u7d22\u7684\u589e\u91cf\u539f\u5730\u66f4\u65b0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"arxiv\u7cbe\u9009\">arXiv\u7cbe\u9009<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research1\">LLM for Science\uff1a\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u8f85\u52a9\u548c\u52a0\u901f\u79d1\u5b66\u7814\u7a76<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"292\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-1-1024x292.png\" alt=\"paper screenshot\" class=\"wp-image-1073067\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-1-1024x292.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-1-300x85.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-1-768x219.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-1-240x68.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-1.png 1288w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2309.05689.pdf<\/p>\n\n\n\n<p>\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/aka.ms\/GeneralAI<\/p>\n\n\n\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u81ea\u7136\u8bed\u8a00\u751f\u6210\u3001\u4ee3\u7801\u751f\u6210\u548c\u903b\u8f91\u63a8\u7406\u7b49\u591a\u79cd\u4efb\u52a1\u4e2d\u90fd\u8868\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u80fd\u529b\u3002\u7136\u800c\uff0c\u9664\u4e86\u901a\u8fc7\u5185\u63d2\u73b0\u6709\u77e5\u8bc6\u6765\u89e3\u51b3\u4e00\u4e9b\u7b80\u5355\u95ee\u9898\u4e4b\u5916\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u5426\u4ece\u5176\u5e9e\u5927\u7684\u89e3\u7a7a\u95f4\u4e2d\u5916\u63a8\u51fa\u65b0\u77e5\u8bc6\u4ecd\u662f\u4e00\u4e2a\u672a\u77e5\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u63a2\u7a76\u5927\u8bed\u8a00\u6a21\u578b\u5b8c\u6210\u4e13\u5bb6\u7ea7\u4efb\u52a1\u7684\u6f5c\u529b\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a LLM for Science \u7684\u8303\u5f0f\u3002\u7814\u7a76\u5458\u4eec\u53d1\u73b0\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u77e5\u8bc6\u7684\u5e7f\u5ea6\u548c\u6df1\u5ea6\u4f7f\u4e4b\u6709\u673a\u4f1a\u5145\u5206\u5229\u7528\u4e0d\u540c\u9886\u57df\u77e5\u8bc6\uff0c\u63d0\u51fa\u591a\u6837\u7684\u7814\u7a76\u60f3\u6cd5\uff0c\u8f85\u52a9\u4eba\u7c7b\u8fdb\u884c\u79d1\u5b66\u7814\u7a76\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u4e2a LLM for Science \u8303\u5f0f\u4e0b\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a\u82cf\u683c\u62c9\u5e95\u5f0f\u63a8\u7406\uff08Socratic Reasoning\uff09\u7684\u901a\u7528\u95ee\u9898\u89e3\u51b3\u6846\u67b6\u3002\u8be5\u6846\u67b6\u53d7\u53e4\u5e0c\u814a\u54f2\u5b66\u5bb6\u82cf\u683c\u62c9\u5e95\u7684\u63d0\u95ee\u6cd5\u542f\u53d1\uff0c\u901a\u8fc7\u4e00\u7cfb\u5217\u95ee\u9898\u6765\u6fc0\u53d1\u5927\u8bed\u8a00\u6a21\u578b\u201c\u601d\u8003\u201d\uff0c\u5e76\u901a\u8fc7\u6301\u7eed\u7684\u5bf9\u8bdd\u5f15\u51fa\u65b0\u7684\u7ed3\u8bba\uff0c\u4ece\u800c\u6fc0\u53d1\u5927\u8bed\u8a00\u6a21\u578b\u5728\u81ea\u7531\u5f62\u5f0f\u3001\u9ad8\u5ea6\u590d\u6742\u95ee\u9898\u4e2d\u7684\u6f5c\u529b\u3002\u82cf\u683c\u62c9\u5e95\u5f0f\u63a8\u7406\u5305\u62ec\u4e94\u7c7b\u63d0\u793a\u6a21\u677f\uff1a\u6f14\u7ece\u3001\u8f6c\u6362\u3001\u5206\u89e3\u3001\u9a8c\u8bc1\u548c\u6574\u5408\uff0c\u8fed\u4ee3\u4f7f\u7528\u8fd9\u4e9b\u95ee\u9898\u6a21\u677f\uff0c\u5c06\u53ef\u4ee5\u6fc0\u52b1\u5927\u8bed\u8a00\u6a21\u578b\u5728\u89e3\u51b3\u9ad8\u5ea6\u590d\u6742\u4efb\u52a1\u65f6\u534f\u8c03\u5404\u79cd\u5b50\u95ee\u9898\uff0c\u5f15\u5bfc\u5176\u5efa\u7acb\u9ad8\u5c42\u6b21\u7684\u63a8\u7406\u8def\u5f84\uff0c\u5e76\u5728\u5176\u5e7f\u9614\u7684\u89e3\u7a7a\u95f4\u4e2d\u9ad8\u6548\u5730\u627e\u5230\u7b54\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"969\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-2-1024x969.png\" alt=\"\u56fe1\uff1a\u82cf\u683c\u62c9\u5e95\u5f0f\u63a8\u7406\u4e2d\u7684\u4e94\u7c7b\u63d0\u793a\u6a21\u677f\" class=\"wp-image-1073070\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-2-1024x969.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-2-300x284.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-2-768x727.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-2-190x180.png 190w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-2.png 1076w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u82cf\u683c\u62c9\u5e95\u5f0f\u63a8\u7406\u4e2d\u7684\u4e94\u7c7b\u63d0\u793a\u6a21\u677f<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u91c7\u53d6\u82cf\u683c\u62c9\u5e95\u5f0f\u63a8\u7406\uff0c\u7814\u7a76\u5458\u4eec\u7528 GPT-4 \u5728\u7406\u8bba\u8ba1\u7b97\u673a\u79d1\u5b66\u548c\u6570\u5b66\u4e2d\u6700\u91cd\u8981\u7684\u672a\u89e3\u51b3\u95ee\u9898\u4e4b\u4e00\u2014\u2014P \u548c NP \u95ee\u9898\u4e0a\u5c55\u5f00\u4e86\u63a2\u7a76\u3002\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u4e94\u4e2a\u4e0d\u540c\u89d2\u8272\uff08\u4f8b\u5982\uff0c\u6982\u7387\u8bba\u4e13\u4e1a\u7684\u6570\u5b66\u5bb6\uff09\u4f5c\u4e3a\u5408\u4f5c\u8bc1\u660e\u8005\u3002\u6839\u636e\u5177\u4f53\u95ee\u9898\u9700\u8981\uff0c\u7814\u7a76\u5458\u4eec\u5207\u6362\u4e0d\u540c\u7684\u63d0\u793a\u6a21\u677f\u548c\u6a21\u578b\u89d2\u8272\uff0c\u4ee5\u5145\u5206\u53d1\u6325\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6f5c\u529b\u3002\u4eff\u7167\u4eba\u7c7b\u6570\u5b66\u8bc1\u660e\u8fc7\u7a0b\uff0c\u7814\u7a76\u5458\u4eec\u5728\u5bf9\u8bdd\u521d\u671f\u5148\u8981\u6c42\u5927\u8bed\u8a00\u6a21\u578b\u8bbe\u8ba1\u51fa\u4e86\u4e00\u4e2a\u521d\u6b65\u7684\u8bc1\u660e\u601d\u8def\uff0c\u5e76\u5728\u968f\u540e\u7684\u5bf9\u8bdd\u4e2d\u8981\u6c42\u6a21\u578b\u6839\u636e\u8fd9\u4e2a\u601d\u8def\u8fdb\u884c\u4e25\u683c\u63a8\u8bc1\u3002<\/p>\n\n\n\n<p>\u7ed3\u679c\u8868\u660e\uff0cGPT-4 \u5728\u548c\u4eba\u7c7b\u8fdb\u884c\u4e8697\u8f6e\u5bf9\u8bdd\u540e\uff0c\u6784\u5efa\u4e86\u4e00\u7c7b\u6781\u5ea6\u56f0\u96be\u7684 NP \u5b8c\u5168\u95ee\u9898\uff0c\u5e76\u8bc1\u660e\u4e86\u5176\u4e2d\u4e00\u4e9b\u95ee\u9898\u5b9e\u4f8b\u5728\u65f6\u95f4\u590d\u6742\u5ea6\u4f4e\u4e8e O(2^n)\uff08\u5373\u7a77\u4e3e\u641c\u7d22\uff09\u7684\u60c5\u51b5\u4e0b\u65e0\u6cd5\u88ab\u6c42\u89e3\uff0c\u5f97\u51fa\u201cP\u2260NP\u201d\u7684\u7ed3\u8bba\u3002\u8fd9\u9879\u7814\u7a76\u7a81\u663e\u4e86 GPT-4 \u4e0e\u4eba\u7c7b\u5408\u4f5c\u63a2\u7d22\u6781\u5ea6\u590d\u6742\u548c\u4e13\u5bb6\u7ea7\u95ee\u9898\u7684\u6f5c\u5728\u80fd\u529b\uff0c\u4e3a LLM for Science \u8303\u5f0f\u4e2d\u7684\u79d1\u5b66\u53d1\u73b0\u63d0\u4f9b\u4e86\u524d\u666f\u3002\u7814\u7a76\u5458\u4eec\u4e5f\u5c06\u7ee7\u7eed\u5173\u6ce8\u5982\u4f55\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\u66f4\u6709\u6548\u5730\u4e0e\u4eba\u7c7b\u5408\u4f5c\uff0c\u4ee5\u53d1\u73b0\u66f4\u591a\u65b0\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research2\">\u5927\u6a21\u578b\u9053\u5fb7\u4ef7\u503c\u89c2\u5bf9\u9f50\u95ee\u9898\u7684\u5256\u6790\u4e0e\u5c55\u671b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"226\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-3-1024x226.png\" alt=\"paper screenshot\" class=\"wp-image-1073073\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-3-1024x226.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-3-300x66.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-3-768x170.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-3-240x53.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-3.png 1132w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e2d\u6587\u7248\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/crad.ict.ac.cn\/cn\/article\/doi\/10.7544\/issn1000-1239.202330553<\/p>\n\n\n\n<p>\u82f1\u6587\u7248\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2310.17551.pdf<\/p>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u7684\u53d1\u5c55\u5e26\u6765\u4e86\u4e0e\u4e4b\u76f8\u4f34\u968f\u7684\u8bf8\u591a\u9053\u5fb7\u98ce\u9669\u548c\u6311\u6218\uff0c\u4f8b\u5982\u5bf9\u5c11\u6570\u7fa4\u4f53\u7684\u6b67\u89c6\u3001\u9690\u79c1\u6cc4\u9732\u3001\u7248\u6743\u4fb5\u5bb3\u3001\u8bef\u5bfc\u6027\u4fe1\u606f\u3001\u6076\u610f\u6ee5\u7528\u7b49\u95ee\u9898\uff0c\u5e76\u53ef\u80fd\u5bf9\u7528\u6237\u4e43\u81f3\u6574\u4e2a\u793e\u4f1a\u9020\u6210\u504f\u89c1\u52a0\u5267\u3001\u5206\u914d\u4e0d\u5e73\u7b49\u6df1\u8fdc\u7684\u8d1f\u9762\u5f71\u54cd\u3002\u4e3a\u4e86\u5f15\u5bfc\u4eba\u5de5\u667a\u80fd\u5728\u53d1\u5c55\u8fc7\u7a0b\u4e2d\u9075\u5faa\u8d1f\u8d23\u4efb\u4e14\u5b88\u9053\u5fb7\u7684\u51c6\u5219\uff0c\u4eba\u4eec\u6709\u5fc5\u8981\u5bf9\u5f53\u524d\u7684\u5927\u6a21\u578b\u8fdb\u884c\u9053\u5fb7\u4ef7\u503c\u7684\u5bf9\u9f50\uff08Ethical Values Alignment\uff09\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u9996\u5148\u5bf9\u5927\u6a21\u578b\u98ce\u9669\u4e0e AI \u9053\u5fb7\u89c4\u8303\u51c6\u5219\u8fdb\u884c\u4e86\u68b3\u7406\u3002\u7814\u7a76\u5458\u4eec\u6982\u8ff0\u4e86\u5927\u6a21\u578b\u7684\u7279\u70b9\u4ee5\u53ca\u76f8\u5e94\u7684\u53cd\u5c3a\u5ea6\u73b0\u8c61\u548c\u98ce\u9669\u6d8c\u73b0\u6027\u8d28\uff0c\u5e76\u4ecb\u7ecd\u4e86\u5f53\u4e0b\u4e3b\u6d41\u7684 AI \u4f26\u7406\u51c6\u5219\u53ca\u5176\u9762\u4e34\u7684\u95ee\u9898\uff0c\u968f\u540e\u63d0\u51fa\u4e86\u4ece\u89c4\u8303\u4f26\u7406\u5b66\u7684\u89d2\u5ea6\u91cd\u65b0\u5ba1\u89c6\u8fd1\u5e74\u6765\u7e41\u6742\u7684\u89c4\u8303\u6027\u51c6\u5219\uff0c\u5021\u5bfc\u5171\u540c\u6784\u5efa\u7edf\u4e00\u666e\u9002\u7684 AI \u9053\u5fb7\u6846\u67b6\u3002<\/p>\n\n\n\n<p>\u7d27\u63a5\u7740\u7814\u7a76\u5458\u4eec\u8ba8\u8bba\u4e86\u5927\u6a21\u578b\u9053\u5fb7\u503e\u5411\u8bc4\u6d4b\uff0c\u5e76\u5206\u6790\u4e86\u5bf9\u9f50\u65b9\u6cd5\u3002\u57fa\u4e8e\u9053\u5fb7\u57fa\u7840\u7406\u8bba\uff0c\u7814\u7a76\u5458\u4eec\u91c7\u7528\u95ee\u5377\u5f0f\u8bc4\u6d4b\uff0c\u8bc4\u4f30\u4e86\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9053\u5fb7\u503e\u5411\uff0c\u4e3a\u7406\u89e3\u8fd9\u4e9b\u6a21\u578b\u4e2d\u5b58\u5728\u7684\u9053\u5fb7\u4ef7\u503c\u89c2\u63d0\u4f9b\u4e86\u53c2\u8003\uff0c\u5e76\u53d1\u73b0\u4e86\u5f53\u4e0b\u4ef7\u503c\u89c2\u8bc4\u6d4b\u548c\u5bf9\u9f50\u65b9\u6cd5\u7684\u4e0d\u8db3\u3002\u968f\u540e\uff0c\u6587\u7ae0\u7cfb\u7edf\u6027\u4ecb\u7ecd\u4e86\u5927\u6a21\u578b\u7684\u5bf9\u9f50\u7b97\u6cd5\uff0c\u5e76\u603b\u7ed3\u4e86\u5927\u6a21\u578b\u9053\u5fb7\u4ef7\u503c\u89c2\u5bf9\u9f50\u6240\u9762\u4e34\u7684\u72ec\u7279\u6311\u6218\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"494\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-4-1024x494.png\" alt=\"\u56fe2\uff1a\u9053\u5fb7\u4ef7\u503c\u5bf9\u9f50\u7684\u96be\u70b9\u4e0e\u6311\u6218\" class=\"wp-image-1073076\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-4-1024x494.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-4-300x145.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-4-768x371.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-4-240x116.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-4.png 1337w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a\u9053\u5fb7\u4ef7\u503c\u5bf9\u9f50\u7684\u96be\u70b9\u4e0e\u6311\u6218<\/figcaption><\/figure>\n\n\n\n<p>\u6700\u540e\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u5e73\u8861\u5bf9\u9f50\uff08Equilibrium Alignment\uff09\u7684\u5c55\u671b\u3002\u7814\u7a76\u5458\u4eec\u4ece\u4ea4\u53c9\u5b66\u79d1\u7684\u89d2\u5ea6\u63d0\u51fa\u4e86\u4e00\u4e2a\u9053\u5fb7\u4ef7\u503c\u5bf9\u9f50\u7684\u65b0\u7684\u6982\u5ff5\u6027\u8303\u5f0f\uff0c\u5e76\u4ece\u5bf9\u9f50\u7684\u89d2\u5ea6\u3001\u8bc4\u4f30\u65b9\u5f0f\u548c\u5b9e\u9645\u65b9\u6cd5\u4e09\u4e2a\u5c42\u9762\u4e3a\u89e3\u51b3\u9053\u5fb7\u5bf9\u9f50\u95ee\u9898\u8fdb\u884c\u4e86\u9610\u8ff0\u3002\u5728\u5bf9\u9f50\u89d2\u5ea6\u4e0a\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u7406\u89e3\u80fd\u529b\u3001\u8bca\u65ad\u80fd\u529b\u3001\u77eb\u6b63\u80fd\u529b\u548c\u6027\u80fd\u7ef4\u6301\u56db\u4e2a\u6838\u5fc3\u7ef4\u5ea6\uff1b\u5728\u8bc4\u4f30\u65b9\u5f0f\u4e0a\uff0c\u63d0\u51fa\u4e86\u7ed3\u5408\u9053\u5fb7\u5224\u65ad\u548c\u9053\u5fb7\u884c\u4e3a\u7684\u8054\u5408\u8bc4\u6d4b\u6a21\u5f0f\uff1b\u5728\u5bf9\u9f50\u65b9\u6cd5\u4e0a\uff0c\u8bbe\u8ba1\u4e86\u81ea\u9876\u5411\u4e0b\uff08Top-Down\uff09\u548c\u81ea\u5e95\u5411\u4e0a\uff08Bottom-Up\uff09\u76f8\u7ed3\u5408\u7684\u5e73\u8861\u5bf9\u9f50\u3002\u8fd9\u4e00\u8303\u5f0f\u4e00\u65b9\u9762\u8003\u8651\u4e86\u5177\u6709\u9ad8\u4f18\u5148\u7ea7\u7684\u4e00\u7ec4\u9053\u5fb7\u51c6\u5219\uff0c\u53e6\u4e00\u65b9\u9762\uff0c\u5141\u8bb8\u6a21\u578b\u4ece\u6d77\u91cf\u7684\u7528\u6237\u4ea4\u4e92\u548c\u53cd\u9988\u6570\u636e\u4e2d\u5b66\u4e60\u4eba\u7c7b\u9053\u5fb7\u5224\u65ad\u4e2d\u7684\u5171\u540c\u6a21\u5f0f\uff0c\u5e76\u4ee5\u6b64\u5f62\u6210\u5185\u90e8\u5b66\u4e60\u5f97\u5230\u7684\u9690\u5f0f\u9053\u5fb7\u4ef7\u503c\u89c2\uff0c\u6765\u89e3\u51b3\u4ef7\u503c\u89c2\u53d8\u5316\u6027\u8fd9\u4e00\u6311\u6218\uff0c\u5b9e\u73b0\u666e\u9002\u9053\u5fb7\u4ef7\u503c\u7684\u5f3a\u7ea6\u675f\u4e0e\u7279\u5b9a\u60c5\u666f\u4e0b\u52a8\u6001\u8c03\u6574\u7684\u5e73\u8861\u3002<\/p>\n\n\n\n<p>\u9053\u5fb7\u4ef7\u503c\u662f\u57fa\u4e8e\u793e\u4f1a\u548c\u6587\u5316\u7fa4\u4f53\u6784\u5efa\u7684\u539f\u5219\uff0c\u5265\u79bb\u4e86\u793e\u4f1a\u548c\u6587\u5316\u7684\u73af\u5883\uff0c\u9053\u5fb7\u4ef7\u503c\u65e0\u6cd5\u5b58\u5728\u3002\u56e0\u6b64\u8981\u89e3\u51b3\u4ef7\u503c\u5bf9\u9f50\u7684\u95ee\u9898\u4e0e\u6311\u6218\uff0c\u4f7f\u5927\u6a21\u578b\u5728\u9053\u5fb7\u5c42\u9762\u4e0e\u4eba\u7c7b\u5168\u9762\u5bf9\u63a5\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u547c\u5401\uff0cAI \u7684\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u8981\u52a0\u5f3a\u8de8\u5b66\u79d1\u5408\u4f5c\uff0c\u4f7f AI \u771f\u6b63\u4e3a\u4eba\u670d\u52a1\uff0c\u4fc3\u8fdb\u4eba\u7c7b\u793e\u4f1a\u7684\u7e41\u8363\u548c\u6301\u4e45\u53d1\u5c55\uff0c\u4ee5\u79d1\u6280\u4e4b\u5149\u7167\u4eae\u672a\u6765\u4e4b\u8def\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u9876\u4f1a\u805a\u7126\">\u9876\u4f1a\u805a\u7126<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research3\">PIT\uff1a\u901a\u8fc7\u6392\u5217\u4e0d\u53d8\u6027\u4f18\u5316\u52a8\u6001\u7a00\u758f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1014\" height=\"200\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-5.png\" alt=\"paper screenshot\" class=\"wp-image-1073079\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-5.png 1014w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-5-300x59.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-5-768x151.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-5-240x47.png 240w\" sizes=\"auto, (max-width: 1014px) 100vw, 1014px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3600006.3613139\">https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3600006.3613139<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2301.10936\">https:\/\/arxiv.org\/abs\/2301.10936<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/SparTA\/tree\/pit_artifact<\/p>\n\n\n\n<p>\u5728\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u52a8\u6001\u7a00\u758f\u6027\u662f\u4e00\u79cd\u91cd\u8981\u4f46\u662f\u96be\u4ee5\u4f18\u5316\u6027\u80fd\u7684\u7279\u6027\uff0c\u5b83\u7684\u7a00\u758f\u6a21\u5f0f\u53ea\u80fd\u5728\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u624d\u80fd\u786e\u5b9a\u3002\u52a8\u6001\u7a00\u758f\u6027\u5141\u8bb8\u7cfb\u7edf\u901a\u8fc7\u4ec5\u8ba1\u7b97\u88ab\u6fc0\u6d3b\u7684\u90e8\u5206\u6765\u63d0\u5347\u8fd0\u884c\u6548\u7387\u3002\u57fa\u4e8e Transformer \u7684\u5927\u8bed\u8a00\u6a21\u578b\u8868\u73b0\u51fa\u4e86\u591a\u79cd\u52a8\u6001\u7a00\u758f\u6027\uff0c\u4f8b\u5982\uff0c\u7531\u4e8e\u6587\u672c\u751f\u6210\u7684\u5e8f\u5217\u957f\u5ea6\u7684\u4e0d\u5747\u8861\u5bfc\u81f4\u4e86 key-value \u7f13\u5b58\u4e2d\u7684\u52a8\u6001\u7a00\u758f\u6027\uff1b\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08mixture-of-experts\uff0cMoE\uff09\u4f1a\u5728\u6bcf\u4e2a\u4e13\u5bb6\u7684\u8f93\u5165 token \u4e2d\u5f15\u5165\u52a8\u6001\u7a00\u758f\u6027\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u52a8\u6001\u7a00\u758f\u6027\u4e5f\u7ed9\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf\u5e26\u6765\u4e86\u6311\u6218\u3002\u7531\u4e8e\u9884\u5904\u7406\u76f8\u5173\u7684\u5f00\u9500\u8fc7\u5927\uff0c\u76ee\u524d\u6700\u5148\u8fdb\u7684\u7a00\u758f\u611f\u77e5\u6df1\u5ea6\u5b66\u4e60\u89e3\u51b3\u65b9\u6848\u4e3b\u8981\u5e94\u5bf9\u7684\u662f\u9884\u5b9a\u4e49\u7684\u3001\u9759\u6001\u7684\u7a00\u758f\u6a21\u5f0f\u3002\u5728\u6267\u884c\u52a8\u6001\u7a00\u758f\u8ba1\u7b97\u65f6\uff0c\u9002\u5408\u5728 GPU \u4e0a\u9ad8\u6548\u6267\u884c\u7684 tile \u914d\u7f6e\u901a\u5e38\u548c\u4e0e\u5339\u914d\u7a00\u758f\u6a21\u5f0f\u7684 tile \u5f62\u72b6\uff08\u6700\u5c0f\u5316\u8986\u76d6\u6d6a\u8d39\uff0c\u5373\u5f20\u91cf\u4e2d\u7684\u975e\u96f6\u503c\uff09\u4e25\u91cd\u4e0d\u5339\u914d\u3002\u8fd9\u79cd\u4e0d\u5339\u914d\u4f7f\u5f97\u73b0\u6709\u7cfb\u7edf\u5f88\u96be\u4ece\u52a8\u6001\u7a00\u758f\u6027\u4e2d\u83b7\u5f97\u5b9e\u8d28\u6027\u7684\u52a0\u901f\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 PIT\uff0c\u4e00\u4e2a\u4e13\u95e8\u9488\u5bf9\u52a8\u6001\u7a00\u758f\u6027\u7684\u6df1\u5ea6\u5b66\u4e60\u7f16\u8bd1\u5668\u3002PIT \u5229\u7528\u4e86\u4e00\u79cd\u540d\u4e3a\u201c\u7f6e\u6362\u4e0d\u53d8\u53d8\u6362\u201d\uff08Permutation Invariant Transformation\uff0cPIT\uff09\u7684\u6027\u8d28\uff0c\u5141\u8bb8\u5c06\u6563\u5e03\u5728\u4e0d\u540c\u4f4d\u7f6e\u7684\u7a00\u758f micro-tile \u8f6c\u6362\u4e3a GPU \u9ad8\u6548\u7684\u5bc6\u96c6 tile\uff0c\u5728\u4e0d\u6539\u53d8\u8ba1\u7b97\u7ed3\u679c\u7684\u524d\u63d0\u4e0b\uff0cPIT \u53ef\u5b9e\u73b0\u9ad8 GPU \u5229\u7528\u7387\u548c\u4f4e\u8986\u76d6\u6d6a\u8d39\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"364\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-6-1024x364.png\" alt=\"\u56fe3\uff1aPIT \u5c06\u5206\u6563\u7684 micro-tiles \u8f6c\u6362\u4e3a\u9ad8\u6548\u7684\u5bc6\u96c6 tile\uff0c\u5e76\u901a\u8fc7 Sread \u548c Swrite \u751f\u6210\u9ad8\u6548\u7684 GPU \u5185\u6838\" class=\"wp-image-1073082\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-6-1024x364.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-6-300x107.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-6-768x273.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-6-1536x546.png 1536w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-6-2048x729.png 2048w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-6-240x85.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aPIT \u5c06\u5206\u6563\u7684 micro-tiles \u8f6c\u6362\u4e3a\u9ad8\u6548\u7684\u5bc6\u96c6 tile\uff0c\u5e76\u901a\u8fc7 Sread \u548c Swrite \u751f\u6210\u9ad8\u6548\u7684 GPU \u5185\u6838<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u7f16\u8bd1\u65f6\uff0cPIT \u4f1a\u4e3a\u6a21\u578b\u4e2d\u7684\u6240\u6709\u8fd0\u7b97\u7b26\u627e\u5230\u53ef\u884c\u7684PIT\u89c4\u5219\uff0c\u5e76\u6839\u636e\u8fd9\u4e9b\u89c4\u5219\u751f\u6210\u9ad8\u6548\u7684 GPU \u5185\u6838\u3002\u5728\u8fd0\u884c\u65f6\uff0c\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u65b0\u7684 SRead \u548c SWrite \u539f\u8bed\u6765\u5feb\u901f\u6267\u884c PIT \u89c4\u5219\uff0c\u4ee5\u63d0\u4f9b\u9ad8\u6548\u7684\u52a8\u6001\u7a00\u758f\u6027\u652f\u6301\u3002<\/p>\n\n\n\n<p>\u5bf9\u5404\u79cd\u6a21\u578b\u5e7f\u6cdb\u7684\u8bc4\u4f30\u7ed3\u679c\u8868\u660e\uff0c\u4e0e\u5f53\u524d\u6700\u5148\u8fdb\u7684\u7f16\u8bd1\u5668\u76f8\u6bd4\uff0cPIT \u53ef\u4ee5\u5c06\u52a8\u6001\u7a00\u758f\u8ba1\u7b97\u7684\u901f\u5ea6\u63d0\u9ad8\u81f3\u6700\u9ad8\u76845.9\u500d\uff08\u5e73\u5747\u4e3a2.43\u500d\uff09\uff0c\u4e3a\u6df1\u5ea6\u5b66\u4e60\u7684\u6548\u7387\u63d0\u5347\u5f00\u542f\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002\u8be5\u8bba\u6587\u5df2\u88ab SOSP 2023 \u5927\u4f1a\u63a5\u53d7\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research4\">SPFRESH\uff1a\u5341\u4ebf\u89c4\u6a21\u5411\u91cf\u641c\u7d22\u7684\u589e\u91cf\u539f\u5730\u66f4\u65b0<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"210\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-7-1024x210.png\" alt=\"paper screenshot\" class=\"wp-image-1073085\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-7-1024x210.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-7-300x61.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-7-768x157.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-7-1536x315.png 1536w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-7-2048x420.png 2048w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-7-240x49.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/publication\/spfresh-incremental-in-place-update-for-billion-scale-vector-search\/<\/p>\n\n\n\n<p>\u76ee\u524d\uff0c\u8fd1\u4f3c\u6700\u8fd1\u90bb\u641c\u7d22\uff08ANNS\uff09\u5728\u9ad8\u7ef4\u5411\u91cf\u6570\u636e\u9886\u57df\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\uff0c\u5305\u62ec\u4fe1\u606f\u68c0\u7d22\u3001\u95ee\u7b54\u548c\u63a8\u8350\u7b49\u3002\u5728\u8fd9\u4e00\u80cc\u666f\u4e0b\uff0c\u5411\u91cf\u7d22\u5f15\u6210\u4e3a\u4e86\u5341\u5206\u91cd\u8981\u7684\u6570\u636e\u7ed3\u6784\uff0c\u7528\u4e8e\u9ad8\u6548\u7ec4\u7ec7\u9ad8\u7ef4\u5411\u91cf\uff0c\u4ee5\u5b9e\u73b0\u9ad8\u51c6\u786e\u6027\u548c\u4f4e\u5ef6\u8fdf\u7684\u8fd1\u4f3c\u6700\u8fd1\u90bb\u641c\u7d22\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u6570\u636e\u7684\u4e0d\u65ad\u65b0\u589e\u548c\u53d8\u5316\uff0c\u652f\u6301\u5411\u91cf\u7d22\u5f15\u7684\u5b9e\u65f6\u66f4\u65b0\u53d8\u5f97\u81f3\u5173\u7d27\u8981\u3002\u4f46\u5bf9\u4e8e\u6570\u767e\u4e0a\u5343\u7ef4\u5ea6\u7684\u5411\u91cf\u800c\u8a00\uff0c\u66f4\u65b0\u5e76\u4e0d\u662f\u4e00\u9879\u7b80\u5355\u7684\u4efb\u52a1\u3002\u57fa\u4e8e\u56fe\u7684\u7d22\u5f15\u5728\u66f4\u65b0\u5411\u91cf\u65f6\u6210\u672c\u9ad8\u6602\uff0c\u56e0\u4e3a\u6bcf\u6b21\u63d2\u5165\u6216\u5220\u9664\u5411\u91cf\u6570\u636e\u901a\u5e38\u90fd\u9700\u8981\u68c0\u67e5\u6574\u4e2a\u56fe\u4ee5\u66f4\u65b0\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\u7684\u8fb9\u3002\u76f8\u53cd\uff0c\u805a\u7c7b\u7d22\u5f15\u7684\u66f4\u65b0\u6210\u672c\u8f83\u4f4e\uff0c\u5411\u91cf\u7684\u63d2\u5165\u548c\u5220\u9664\u53ea\u9700\u8981\u5bf9\u5411\u91cf\u5206\u533a\u8fdb\u884c\u6052\u5b9a\u7684\u5c40\u90e8\u4fee\u6539\u5373\u53ef\u3002\u7136\u800c\uff0c\u968f\u7740\u6bcf\u4e2a\u5411\u91cf\u5206\u533a\u4e2d\u7684\u66f4\u65b0\u7d2f\u79ef\uff0c\u6570\u636e\u5206\u5e03\u4f1a\u968f\u7740\u65f6\u95f4\u800c\u53d1\u751f\u504f\u79fb\uff0c\u5bfc\u81f4\u5206\u533a\u5927\u5c0f\u4e0d\u5747\u5300\uff0c\u4ece\u800c\u5f71\u54cd\u67e5\u8be2\u5ef6\u8fdf\u548c\u51c6\u786e\u6027\uff0c\u4f7f\u5f97\u7d22\u5f15\u8d28\u91cf\u4e0b\u964d\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure 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1536w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-8-66bc94eb84444-2048x534.png 2048w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-3-8-66bc94eb84444-240x63.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u5206\u533a\u5206\u88c2\u9700\u8981\u8fdb\u884c\u91cd\u65b0\u5206\u914d\u5411\u91cf\u6570\u636e<\/figcaption><\/figure>\n\n\n\n<p>\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5f00\u53d1\u4e86\u53ef\u652f\u6301\u9ad8\u6548\u7684\u5411\u91cf\u66f4\u65b0\u7684 SPFresh \u7cfb\u7edf\u3002SPFresh \u7684\u6838\u5fc3\u662f\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684\u589e\u91cf\u518d\u5e73\u8861\u534f\u8bae 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