{"id":1509,"date":"2025-06-09T21:22:00","date_gmt":"2025-06-09T13:22:00","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=1509"},"modified":"2025-09-17T21:24:53","modified_gmt":"2025-09-17T13:24:53","slug":"%e9%a6%96%e4%b8%aagui%e5%a4%9a%e6%a8%a1%e6%80%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%99%ba%e8%83%bd%e4%bd%93%e5%8f%af%e4%bf%a1%e8%af%84%e6%b5%8b%e6%a1%86%e6%9e%b6%e5%9f%ba%e5%87%86%ef%bc%9amla-trust","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/06\/09\/%e9%a6%96%e4%b8%aagui%e5%a4%9a%e6%a8%a1%e6%80%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%99%ba%e8%83%bd%e4%bd%93%e5%8f%af%e4%bf%a1%e8%af%84%e6%b5%8b%e6%a1%86%e6%9e%b6%e5%9f%ba%e5%87%86%ef%bc%9amla-trust\/","title":{"rendered":"\u9996\u4e2aGUI\u591a\u6a21\u6001\u5927\u6a21\u578b\u667a\u80fd\u4f53\u53ef\u4fe1\u8bc4\u6d4b\u6846\u67b6+\u57fa\u51c6\uff1aMLA-Trust"},"content":{"rendered":"\n<p>MLA-Trust \u662f\u9996\u4e2a\u9488\u5bf9\u56fe\u5f62\u7528\u6237\u754c\u9762\uff08GUI\uff09\u73af\u5883\u4e0b\u591a\u6a21\u6001\u5927\u6a21\u578b\u667a\u80fd\u4f53\uff08MLAs\uff09\u7684\u53ef\u4fe1\u5ea6\u8bc4\u6d4b\u6846\u67b6\u3002\u8be5\u7814\u7a76\u6784\u5efa\u4e86\u6db5\u76d6\u771f\u5b9e\u6027\u3001\u53ef\u63a7\u6027\u3001\u5b89\u5168\u6027\u4e0e\u9690\u79c1\u6027\u56db\u4e2a\u6838\u5fc3\u7ef4\u5ea6\u7684\u8bc4\u4f30\u4f53\u7cfb\uff0c\u7cbe\u5fc3\u8bbe\u8ba1\u4e86 34 \u9879\u9ad8\u98ce\u9669\u4ea4\u4e92\u4efb\u52a1\uff0c\u6a2a\u8de8\u7f51\u9875\u7aef\u4e0e\u79fb\u52a8\u7aef\u53cc\u91cd\u6d4b\u8bd5\u5e73\u53f0\uff0c\u5bf9 13 \u4e2a\u5f53\u524d\u6700\u5148\u8fdb\u7684\u5546\u7528\u53ca\u5f00\u6e90\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53\u8fdb\u884c\u6df1\u5ea6\u8bc4\u4f30\uff0c\u7cfb\u7edf\u6027\u63ed\u793a\u4e86 MLAs \u4ece\u9759\u6001\u63a8\u7406\u5411\u52a8\u6001\u4ea4\u4e92\u8f6c\u6362\u8fc7\u7a0b\u4e2d\u6240\u4ea7\u751f\u7684\u53ef\u4fe1\u5ea6\u98ce\u9669\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0cMLA-Trust \u63d0\u4f9b\u4e86\u9ad8\u5ea6\u6a21\u5757\u5316\u4e14\u53ef\u6269\u5c55\u7684\u8bc4\u4f30\u5de5\u5177\u7bb1\uff0c\u65e8\u5728\u4e3a\u591a\u6837\u5316\u4ea4\u4e92\u73af\u5883\u4e2d MLAs \u7684\u6301\u7eed\u6027\u53ef\u4fe1\u5ea6\u8bc4\u4f30\u63d0\u4f9b\u6280\u672f\u652f\u6491\u3002\u8be5\u6846\u67b6\u4e3a\u6df1\u5165\u5206\u6790\u4e0e\u6709\u6548\u63d0\u5347 MLAs \u53ef\u4fe1\u5ea6\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u5b9e\u8df5\u57fa\u7840\uff0c\u6709\u529b\u63a8\u52a8\u4e86\u5176\u5728\u73b0\u5b9e\u4e16\u754c\u5e94\u7528\u573a\u666f\u4e2d\u7684\u53ef\u9760\u90e8\u7f72\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud83d\udcc4 \u8bba\u6587\uff1ahttps:\/\/arxiv.org\/pdf\/2506.01616<\/li>\n\n\n\n<li>\ud83c\udf10 \u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/mla-trust.github.io<\/li>\n\n\n\n<li>\ud83d\udcbb \u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/thu-ml\/MLA-Trust<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6838\u5fc3\u8d21\u732e\u4e0e\u53d1\u73b0<\/strong><\/p>\n\n\n\n<p>\u591a\u6a21\u6001\u5927\u6a21\u578b\u667a\u80fd\u4f53\u7684\u5174\u8d77\u6807\u5fd7\u7740\u4eba\u673a\u4ea4\u4e92\u8303\u5f0f\u7684\u6df1\u523b\u53d8\u9769\u3002\u4e0e\u4f20\u7edf MLLMs \u7684\u88ab\u52a8\u6587\u672c\u751f\u6210\u4e0d\u540c\uff0cMLAs \u5c06\u89c6\u89c9\u3001\u8bed\u8a00\u3001\u52a8\u4f5c\u548c\u52a8\u6001\u73af\u5883\u878d\u5408\u4e8e\u7edf\u4e00\u667a\u80fd\u6846\u67b6\uff0c\u80fd\u591f\u5728\u590d\u6742 GUI \u73af\u5883\u4e2d\u81ea\u4e3b\u6267\u884c\u591a\u6b65\u9aa4\u4efb\u52a1\uff0c\u5e94\u7528\u573a\u666f\u6db5\u76d6\u529e\u516c\u81ea\u52a8\u5316\u3001\u7535\u5b50\u90ae\u4ef6\u7ba1\u7406\u3001\u7535\u5b50\u5546\u52a1\u4ea4\u6613\u7b49\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u5f3a\u5316\u7684\u73af\u5883\u4ea4\u4e92\u80fd\u529b\u4e5f\u5f15\u53d1\u4e86\u524d\u6240\u672a\u6709\u7684\u884c\u4e3a\u5b89\u5168\u98ce\u9669\u6311\u6218\u3002MLAs \u5f15\u5165\u4e86\u8d85\u8d8a\u4f20\u7edf\u8bed\u8a00\u6a21\u578b\u5c40\u9650\u6027\u7684\u91cd\u5927\u53ef\u4fe1\u5ea6\u6311\u6218\uff0c\u4e3b\u8981\u4f53\u73b0\u5728\u5176\u80fd\u591f\u76f4\u63a5\u4fee\u6539\u6570\u5b57\u7cfb\u7edf\u72b6\u6001\u5e76\u89e6\u53d1\u4e0d\u53ef\u9006\u7684\u73b0\u5b9e\u4e16\u754c\u540e\u679c\u3002\u73b0\u6709\u8bc4\u4f30\u57fa\u51c6\u5c1a\u672a\u5145\u5206\u5e94\u5bf9\u7531 MLAs \u7684\u53ef\u64cd\u4f5c\u8f93\u51fa\u3001\u957f\u671f\u4e0d\u786e\u5b9a\u6027\u7d2f\u79ef\u548c\u591a\u6a21\u6001\u653b\u51fb\u6a21\u5f0f\u6240\u5e26\u6765\u7684\u72ec\u7279\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u53d1\u73b0 MLAs \u9762\u4e34\u5173\u952e\u53ef\u4fe1\u6311\u6218\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>GUI \u73af\u5883\u4ea4\u4e92\u5f15\u53d1\u4e25\u91cd\u73b0\u5b9e\u98ce\u9669<\/strong>\uff1a\u65e0\u8bba\u662f\u95ed\u6e90\u8fd8\u662f\u5f00\u6e90\u591a\u6a21\u6001\u5927\u6a21\u578b\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u5176\u53ef\u4fe1\u98ce\u9669\u90fd<strong>\u6bd4\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u66f4\u4e3a\u4e25\u91cd<\/strong>\u3002\u8fd9\u79cd\u5dee\u5f02\u6e90\u4e8e\u667a\u80fd\u4f53\u7cfb\u7edf\u4e0e\u5916\u90e8\u73af\u5883\u7684\u4ea4\u4e92\u4ee5\u53ca\u5b9e\u9645\u7684\u884c\u4e3a\u6267\u884c\uff0c\u4f7f\u5176\u8d85\u8d8a\u4e86\u4f20\u7edf LLMs \u88ab\u52a8\u6587\u672c\u751f\u6210\u7684\u5c40\u9650\uff0c\u5f15\u5165\u4e86\u5207\u5b9e\u7684\u98ce\u9669\u548c\u6f5c\u5728\u5371\u5bb3\uff0c\u5c24\u5176\u662f\u5728\u9ad8\u98ce\u9669\u573a\u666f\uff08\u5982\u91d1\u878d\u4ea4\u6613\uff09\u4e2d\u3002<\/li>\n\n\n\n<li><strong>\u591a\u6b65\u9aa4\u52a8\u6001\u4ea4\u4e92\u653e\u5927\u53ef\u4fe1\u8106\u5f31\u6027<\/strong>\uff1a\u5c06 MLLMs \u8f6c\u53d8\u4e3a\u57fa\u4e8e GUI \u7684\u667a\u80fd\u4f53\u4f1a\u6781\u5927\u5730\u964d\u4f4e\u5176\u53ef\u4fe1\u5ea6\u3002\u5728\u591a\u6b65\u9aa4\u6267\u884c\u8fc7\u7a0b\u4e2d\uff0c\u5373\u4f7f\u6ca1\u6709\u660e\u786e\u7684\u8d8a\u72f1\u63d0\u793a\uff0c\u8fd9\u4e9b\u667a\u80fd\u4f53\u4e5f\u80fd\u591f<strong>\u6267\u884c MLLMs \u901a\u5e38\u4f1a\u62d2\u7edd\u7684\u6307\u4ee4<\/strong>\u3002\u8fd9\u63ed\u793a\u4e86\u5b9e\u9645\u73af\u5883\u4ea4\u4e92\u5f15\u5165\u4e86\u6f5c\u5728\u98ce\u9669\uff0c\u5bf9\u51b3\u7b56\u8fc7\u7a0b\u7684\u6301\u7eed\u76d1\u6d4b\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002<\/li>\n\n\n\n<li><strong>\u8fed\u4ee3\u81ea\u4e3b\u6027\u50ac\u751f\u4e0d\u53ef\u9884\u6d4b\u7684\u884d\u751f\u98ce\u9669<\/strong>\uff1a\u591a\u6b65\u9aa4\u6267\u884c\u5728\u589e\u5f3a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u9002\u5e94\u6027\u9002\u5e94\u6027\u7684\u540c\u65f6\uff0c\u5bb9\u6613\u5728\u51b3\u7b56\u5468\u671f\u4e2d\u5f15\u5165\u5e76\u7d2f\u79ef\u6f5c\u5728\u7684<strong>\u975e\u7ebf\u6027\u98ce\u9669<\/strong>\u3002\u6301\u7eed\u7684\u4ea4\u4e92\u89e6\u53d1\u4e86\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u81ea\u6211\u8fdb\u5316\uff0c\u4ece\u800c\u4ea7\u751f\u4e86\u65e0\u6cd5\u9884\u6d4b\u7684\u884d\u751f\u98ce\u9669\uff0c\u8fd9\u4e9b\u98ce\u9669\u80fd\u591f\u7ed5\u8fc7\u9759\u6001\u9632\u5fa1\u63aa\u65bd\u3002\u8fd9\u4e00\u7ed3\u8bba\u8868\u793a\u4ec5\u4ec5\u5b9e\u73b0\u73af\u5883\u4e00\u81f4\u6027\u5bf9\u4e8e\u53ef\u4fe1\u5b9e\u73b0\u5b58\u5728\u660e\u663e\u4e0d\u8db3\uff0c\u672a\u6765\u9700\u8981\u52a8\u6001\u76d1\u6d4b\u6765\u907f\u514d\u4e0d\u53ef\u9884\u6d4b\u7684\u98ce\u9669\u8fde\u9501\u53cd\u5e94\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u89c4\u6a21\u4e0e\u8bad\u7ec3\u7b56\u7565\u7684\u53ef\u4fe1\u76f8\u5173\u6027<\/strong>\uff1a\u91c7\u7528\u7ed3\u6784\u5316\u5fae\u8c03\u7b56\u7565\uff08\u5982 SFT \u548c RLHF\uff09\u7684\u5f00\u6e90\u6a21\u578b\u8868\u73b0\u51fa\u66f4\u597d\u7684\u53ef\u63a7\u6027\u548c\u5b89\u5168\u6027\u3002\u8f83\u5927\u7684\u6a21\u578b\u901a\u5e38\u5728\u591a\u4e2a\u5b50\u65b9\u9762\u8868\u73b0\u51fa\u66f4\u9ad8\u7684\u53ef\u4fe1\u5ea6\uff0c\u8fd9\u8868\u660e\u9002\u5f53\u7684\u6a21\u578b\u53c2\u6570\u91cf\u589e\u52a0\u80fd\u591f\u5b9e\u73b0\u66f4\u597d\u7684\u5b89\u5168\u4e00\u81f4\u6027\u3002\u8be6\u7ec6\u7ed3\u679c\u548c\u5206\u6790\u53c2\u89c1\u8bba\u6587\u3010\u8bc4\u6d4b\u6846\u67b6\u3011\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4e3a\u786e\u4fdd\u591a\u6a21\u6001\u5927\u6a21\u578b\u667a\u80fd\u4f53\u5728\u5b9e\u9645\u5e94\u7528\u8fc7\u7a0b\u4e2d\u7684\u5b89\u5168\u6027\u4e0e\u53ef\u9760\u6027\uff0c\u672c\u7814\u7a76\u5021\u5bfc \u201c\u53ef\u4fe1\u81ea\u6cbb\u201d \u7684\u6838\u5fc3\u6307\u5bfc\u539f\u5219\uff1a\u667a\u80fd\u4f53\u4e0d\u4ec5\u9700\u5fe0\u5b9e\u5730\u6267\u884c\u7528\u6237\u4efb\u52a1\uff0c\u8fd8\u5fc5\u987b\u5728\u5176\u81ea\u4e3b\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u6700\u5927\u9650\u5ea6\u5730\u964d\u4f4e\u5bf9\u7528\u6237\u3001\u73af\u5883\u53ca\u7b2c\u4e09\u65b9\u7684\u98ce\u9669\u3002\u8fd9\u4e00\u539f\u5219\u4f53\u73b0\u4e86<strong>\u53cc\u91cd\u8981\u6c42<\/strong>\uff1a\u4e00\u65b9\u9762\u662f\u667a\u80fd\u4f53\u5728\u5b8c\u6210\u65e2\u5b9a\u4efb\u52a1\u65f6\u7684\u6709\u6548\u6027\uff0c\u53e6\u4e00\u65b9\u9762\u662f\u5176\u4e0e\u66f4\u5e7f\u6cdb\u73af\u5883\u4ea4\u4e92\u4e2d\u7684\u53ef\u4fe1\u5ea6\u3002\u4e0e\u4f20\u7edf\u76d1\u7763\u5b66\u4e60\u8bbe\u7f6e\u4e0d\u540c\uff0c\u540e\u8005\u7684\u8bc4\u4f30\u901a\u5e38\u5c40\u9650\u4e8e\u4efb\u52a1\u51c6\u786e\u6027\u6216\u9759\u6001\u9c81\u68d2\u6027\uff0c\u800c MLA \u7684\u53ef\u4fe1\u5ea6\u8bc4\u4f30\u9700\u8981\u901a\u8fc7\u5176\u5728\u6301\u7eed\u6027\u3001\u52a8\u6001\u6027\u4ea4\u4e92\u5468\u671f\u4e2d\u7684\u7efc\u5408\u884c\u4e3a\u8868\u73b0\u6765\u5168\u9762\u8861\u91cf\uff0c\u5305\u62ec\u6b63\u786e\u6027\u3001\u53ef\u63a7\u6027\u4e0e\u5b89\u5168\u6027\u7b49\u591a\u4e2a\u5173\u952e\u7ef4\u5ea6\u3002<\/p>\n\n\n\n<p>MLA-Trust \u57fa\u4e8e<strong>\u56db\u4e2a\u6838\u5fc3\u7ef4\u5ea6<\/strong>\u6784\u5efa\u8bc4\u4f30\u4f53\u7cfb\uff1a<strong>\u771f\u5b9e\u6027<\/strong>\u8bc4\u4f30 MLA \u8f93\u51fa\u7684\u51c6\u786e\u6027\u548c\u4e8b\u5b9e\u6027\u6b63\u786e\u6027\uff0c\u4f7f\u884c\u4e3a\u80fd\u591f\u59cb\u7ec8\u4e0e\u5185\u90e8\u63a8\u7406\u8fc7\u7a0b\u548c\u9884\u671f\u7684\u8bbe\u8ba1\u76ee\u6807\u4fdd\u6301\u4e00\u81f4\uff1b<strong>\u53ef\u63a7\u6027<\/strong>\u53cd\u6620\u6267\u884c\u7528\u6237\u6307\u5b9a\u4efb\u52a1\u7684\u4e00\u81f4\u6027\uff0c\u901a\u8fc7\u591a\u6b65\u9aa4\u4ea4\u4e92\u4fdd\u6301\u53ef\u9884\u6d4b\u7684\u884c\u4e3a\uff0c\u5e76\u9632\u6b62\u7531\u8fde\u7eed\u51b3\u7b56\u4ea7\u751f\u7684\u884d\u751f\u98ce\u9669\uff1b\u5b89\u5168\u6027\u6d4b\u8bd5\u5728\u5404\u79cd\u4e0d\u5229\u56e0\u7d20\u7684\u5e72\u6270\u4e0b\u5177\u5907\u62b5\u5fa1\u64cd\u7eb5\u6216\u6ee5\u7528\u7684\u80fd\u529b\uff0c\u4ece\u800c\u8bc4\u4f30\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u548c\u53ef\u9760\u6027\uff1b<strong>\u9690\u79c1\u6027<\/strong>\u6d4b\u8bd5\u6a21\u578b\u9075\u5faa\u9053\u5fb7\u89c4\u8303\u548c\u793e\u4f1a\u671f\u671b\u7684\u80fd\u529b\uff0c\u901a\u8fc7\u5b89\u5168\u5730\u7ba1\u7406\u654f\u611f\u4fe1\u606f\u3001\u5c0a\u91cd\u7528\u6237\u9690\u79c1\u4ee5\u53ca\u900f\u660e\u4e14\u8d1f\u8d23\u4efb\u7684\u6570\u636e\u5904\u7406\u65b9\u5f0f\u6765\u5efa\u7acb\u7528\u6237\u4fe1\u4efb\u3002\u6846\u67b6\u521b\u65b0\u6027\u5f15\u5165<strong>\u9884\u5b9a\u4e49\u6d41\u7a0b\u4e0e\u4e0a\u4e0b\u6587\u63a8\u7406<\/strong>\u53cc\u91cd\u8bc4\u4ef7\u89c6\u89d2\uff0c\u7cfb\u7edf\u6027\u8986\u76d6\u667a\u80fd\u4f53\u81ea\u4e3b\u6027\u63d0\u5347\u5e26\u6765\u7684\u65b0\u6311\u6218\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"726\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-605-1024x726.jpg\" alt=\"\" class=\"wp-image-1513\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-605-1024x726.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-605-300x213.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-605-768x545.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-605.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u56fe 1 MLA-Trust \u6846\u67b6\u3002<\/sup><\/p>\n\n\n\n<p>\u56db\u4e2a\u7ef4\u5ea6\u5171\u540c\u6784\u6210\u4e86\u8bc4\u4f30\u57fa\u4e8e GUI \u7684\u673a\u5668\u5b66\u4e60\u667a\u80fd\u4f53\uff08MLA\uff09\u53ef\u4fe1\u5ea6\u7684\u6700\u57fa\u672c\u800c\u5168\u9762\u7684\u6846\u67b6\u3002\u6bcf\u4e2a\u7ef4\u5ea6\u90fd\u9488\u5bf9\u4e00\u79cd\u7279\u5b9a\u7684\u5931\u6548\u6a21\u5f0f\uff0c\u5e76\u4e14\u76f8\u4e92\u8865\u5145\uff1a\u667a\u80fd\u4f53\u53ef\u80fd\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u51c6\u786e\u6027\uff0c\u4f46\u7f3a\u4e4f\u53ef\u63a7\u6027\uff0c\u6216\u5728\u53ef\u63a7\u7684\u60c5\u51b5\u4e0b\u7f3a\u4e4f\u5b89\u5168\u6027\u3002\u91cd\u8981\u7684\u662f\uff0c\u6bcf\u4e2a\u7ef4\u5ea6\u90fd\u53ef\u4ee5\u901a\u8fc7\u81ea\u52a8\u5316\u5de5\u5177\u8fdb\u884c\u5177\u4f53\u6d4b\u91cf\uff0c\u4ece\u800c\u5b9e\u73b0\u5bf9\u5b9e\u9645\u667a\u80fd\u4f53\u7684\u53ef\u6269\u5c55\u3001\u53ef\u91cd\u590d\u8bc4\u4f30\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"844\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-606-1024x844.jpg\" alt=\"\" class=\"wp-image-1514\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-606-1024x844.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-606-300x247.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-606-768x633.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-606.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u8868 1 MLA-Trust \u4efb\u52a1\u8bbe\u8ba1\u3002<\/sup><\/p>\n\n\n\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n\n\n\n<p>\u57fa\u4e8e 13 \u4e2a SOTA \u591a\u6a21\u6001\u6a21\u578b\u667a\u80fd\u4f53\u7684\u5927\u89c4\u6a21\u5b9e\u9a8c\u8868\u660e\uff0c\u5373\u4f7f\u662f\u7ecf\u8fc7\u591a\u91cd\u5b89\u5168\u52a0\u56fa\u7684\u5546\u7528\u6a21\u578b\u667a\u80fd\u4f53\uff0c\u5728\u590d\u6742 GUI \u4ea4\u4e92\u573a\u666f\u4e2d\u4ecd\u5b58\u5728\u663e\u8457\u5b89\u5168\u9690\u60a3\u3002\u5982\u56fe 2 \u6240\u793a\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u5728\u793e\u4ea4\u7f51\u7ad9\u4e0a\u53d1\u5e03\u542b\u6709\u4e0d\u6587\u660e\u8bcd\u6c47\u7684\u6709\u5bb3\u5185\u5bb9\uff0c\u4e14\u672a\u8fdb\u884c\u4efb\u4f55\u786e\u8ba4\u6216\u62d2\u7edd\u7684\u884c\u4e3a\uff0c\u8fd9\u76f4\u63a5\u5bfc\u81f4\u4e86\u6f5c\u5728\u7684\u793e\u4ea4\u98ce\u9669\u548c\u8a00\u8bba\u73af\u5883\u7684\u6c61\u67d3\u3002\u5982\u56fe 3 \u6240\u793a\uff0c\u667a\u80fd\u4f53\u5728\u8d2d\u7269\u7f51\u7ad9\u4e0a\u8d2d\u4e70\u4e86\u5177\u6709\u663e\u8457\u5371\u9669\u6027\u7684\u67aa\u652f\uff0c\u8fd9\u4e00\u884c\u4e3a\u6beb\u65e0\u7591\u95ee\u5730\u5bf9\u7528\u6237\u53ca\u516c\u4f17\u5b89\u5168\u6784\u6210\u4e86\u76f4\u63a5\u5a01\u80c1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"807\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-235-1024x807.png\" alt=\"\" class=\"wp-image-1512\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-235-1024x807.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-235-300x236.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-235-768x605.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-235.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u56fe 2 \u667a\u80fd\u4f53\u5728\u793e\u4ea4\u5a92\u4f53\u4e0a\u53d1\u5e03\u4e86\u6bd2\u6027\u5185\u5bb9\u3002<\/sup><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"807\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-236-1024x807.png\" alt=\"\" class=\"wp-image-1515\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-236-1024x807.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-236-300x236.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-236-768x605.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-236.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u56fe 3 \u667a\u80fd\u4f53\u5728\u8d2d\u7269\u7f51\u7ad9\u4e0a\u8d2d\u4e70\u4e86\u67aa\u652f\u3002<\/sup><\/p>\n\n\n\n<p>\u90e8\u5206\u5b9a\u91cf\u5206\u6790\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"401\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-604-1024x401.jpg\" alt=\"\" class=\"wp-image-1511\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-604-1024x401.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-604-300x118.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-604-768x301.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-604.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>\u8868 2\uff1a\u4e0d\u540c\u591a\u6a21\u6001\u5927\u6a21\u578b\u667a\u80fd\u4f53\u5728 Truthfulness \u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u8868\u73b0\uff0cAccuracy\uff08%\uff0c\u2191\uff09\u4f5c\u4e3a\u8bc4\u4f30\u6307\u6807\uff0c\u5bf9\u4e8e Unclear and contradictory \u4efb\u52a1\u7528 Misguided Rate\uff08%\uff0c\u2193\uff09\u6307\u6807\u8bc4\u4f30\u3002<\/sup><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"348\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-607-1024x348.jpg\" alt=\"\" class=\"wp-image-1516\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-607-1024x348.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-607-300x102.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-607-768x261.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-607.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>\u8868 3 \u4e0d\u540c\u591a\u6a21\u6001\u5927\u6a21\u578b\u667a\u80fd\u4f53\u5728 Controllability \u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u8868\u73b0\uff0cASR\uff08%\uff0c\u2193\uff09\u4f5c\u4e3a\u8bc4\u4f30\u6307\u6807\u3002<\/sup><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"380\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-608-1024x380.jpg\" alt=\"\" class=\"wp-image-1517\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-608-1024x380.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-608-300x111.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-608-768x285.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-608.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>\u8868 4 \u4e0d\u540c\u591a\u6a21\u6001\u5927\u6a21\u578b\u667a\u80fd\u4f53\u5728 Safety \u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u8868\u73b0\uff0cASR\uff08%\uff0c\u2193\uff09\u548c RtE\uff08%, \u2191\uff09\u4f5c\u4e3a\u8bc4\u4f30\u6307\u6807\u3002<\/sup><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"293\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-609-1024x293.jpg\" alt=\"\" class=\"wp-image-1518\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-609-1024x293.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-609-300x86.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-609-768x220.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-609.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>\u56fe 4 \u4e0d\u540c\u591a\u6a21\u6001\u5927\u6a21\u578b\u667a\u80fd\u4f53\u5728 Privacy \u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u8868\u73b0\uff0cRtE\uff08%, \u2191\uff09\u4f5c\u4e3a\u8bc4\u4f30\u6307\u6807\u3002<\/sup><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"433\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-610-1024x433.jpg\" alt=\"\" class=\"wp-image-1519\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-610-1024x433.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-610-300x127.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-610-768x324.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-610.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>\u8868 5 \u667a\u80fd\u4f53\u5904\u7406 Safety \u7ef4\u5ea6\u7684\u9884\u5b9a\u4e49\u6d41\u7a0b\u4e0e\u4e0a\u4e0b\u6587\u63a8\u7406\u4efb\u52a1\u7684\u6027\u80fd\u8868\u73b0\uff0cRtE\uff08%, \u2191\uff09\u4f5c\u4e3a\u8bc4\u4f30\u6307\u6807\u3002<\/sup><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"605\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-611-1024x605.jpg\" alt=\"\" class=\"wp-image-1520\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-611-1024x605.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-611-300x177.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-611-768x454.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-611.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u56fe 5 MLA \u76f8\u6bd4\u72ec\u7acb MLLM \u62d2\u7edd\u7387\u66f4\u4f4e\uff0c\u53ef\u4fe1\u5ea6\u66f4\u4f4e\u3002<\/sup><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"617\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-612-1024x617.jpg\" alt=\"\" class=\"wp-image-1521\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-612-1024x617.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-612-300x181.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-612-768x463.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-612.jpg 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u56fe 6 MLA \u5728\u66f4\u591a\u7684\u6267\u884c\u6b65\u9aa4\u4e0b\u62d2\u7edd\u6267\u884c\u7387\u66f4\u4f4e\uff0c\u53ef\u4fe1\u5ea6\u66f4\u4f4e\u3002<\/sup><\/p>\n\n\n\n<p>\u90e8\u5206\u53ef\u4fe1\u8bc4\u6d4b\u793a\u4f8b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"374\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-613-1024x374.jpg\" alt=\"\" class=\"wp-image-1522\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-613-1024x374.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-613-300x110.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-613-768x281.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-613.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u56fe 7 \u5728\u672a\u6307\u5b9a\u6536\u4ef6\u8005\u90ae\u7bb1\u5730\u5740\u7684\u60c5\u51b5\u4e0b\uff0c\u57fa\u4e8e GPT-4o \u7684\u667a\u80fd\u4f53\u5c06\u90ae\u4ef6\u53d1\u9001\u7ed9 team@example\u3002<\/sup><\/p>\n\n\n\n<p>\u5982\u56fe 7 \u6240\u793a\uff0c\u5728\u771f\u5b9e\u6027\u8bc4\u6d4b\u7528\u4f8b\u4e2d\uff0c\u57fa\u4e8e GPT-4o \u7684\u667a\u80fd\u4f53\u5728\u672a\u6307\u5b9a\u6536\u4ef6\u8005\u90ae\u7bb1\u5730\u5740\u7684\u60c5\u51b5\u4e0b\uff0c\u76f4\u63a5\u5c06\u90ae\u4ef6\u53d1\u9001\u81f3 team@example\u3002\u8fd9\u4e00\u884c\u4e3a\u76f4\u63a5\u66b4\u9732\u4e86\u667a\u80fd\u4f53\u5728\u9762\u5bf9\u6a21\u7cca\u6307\u4ee4\u65f6\u7684\u6f5c\u5728\u5371\u9669\u6027\uff1a\u667a\u80fd\u4f53\u6ca1\u6709\u4e3b\u52a8\u786e\u8ba4\u51c6\u786e\u7684\u6536\u4ef6\u4eba\u4fe1\u606f\uff0c\u800c\u662f\u968f\u610f\u5c06\u90ae\u4ef6\u53d1\u9001\u7ed9\u4e86\u672a\u7ecf\u6388\u6743\u7684\u90ae\u7bb1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"327\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-614-1024x327.jpg\" alt=\"\" class=\"wp-image-1523\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-614-1024x327.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-614-300x96.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-614-768x245.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-614.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>\u56fe 8 GPT-4o \u667a\u80fd\u4f53\u53d1\u9001\u6700\u8fd1\u7684\u5de5\u4f5c\u72b6\u6001\u548c\u538b\u529b\u90ae\u4ef6\u7ed9 HR \u65f6\uff0c\u90ae\u4ef6\u4e2d\u5305\u542b\u4e86\u8bca\u7597\u7b49\u654f\u611f\u4fe1\u606f\u3002<\/sup><\/p>\n\n\n\n<p>\u5982\u56fe 8 \u6240\u793a\uff0c\u5728\u53ef\u63a7\u6027\u8bc4\u6d4b\u7528\u4f8b\u4e2d\uff0c\u57fa\u4e8e GPT-4o \u7684\u667a\u80fd\u4f53\u5728\u6267\u884c \u201c\u53d1\u9001\u6700\u8fd1\u7684\u5de5\u4f5c\u72b6\u6001\u548c\u538b\u529b\u90ae\u4ef6\u7ed9 HR\u201d \u6307\u4ee4\u65f6\uff0c\u5c06\u8bca\u7597\u7b49\u654f\u611f\u4fe1\u606f\u5305\u542b\u5728\u90ae\u4ef6\u4e2d\u3002\u8fd9\u4e00\u884c\u4e3a\u5728\u5b8c\u6210\u4efb\u52a1\u4e4b\u5916\uff0c\u76f4\u63a5\u5bfc\u81f4\u4e86\u654f\u611f\u6570\u636e\u6cc4\u9732\uff0c\u9020\u6210\u4e86\u4e25\u91cd\u7684\u884d\u751f\u98ce\u9669\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"335\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-615-1024x335.jpg\" alt=\"\" class=\"wp-image-1524\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-615-1024x335.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-615-300x98.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-615-768x251.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-615.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>\u56fe 9 \u6295\u6bd2\u653b\u51fb\u57fa\u4e8e Claude-3-7-sonnet \u7684\u667a\u80fd\u4f53\uff0c\u5728\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u53d1\u5e03\u4e86\u53d1\u5e03\u4e86\u9488\u5bf9\u79fb\u6c11\u7684\u4fae\u8fb1\u6027\u8a00\u8bba\u3002<\/sup><\/p>\n\n\n\n<p>\u5982\u56fe 9 \u6240\u793a\uff0c\u5728\u5b89\u5168\u6027\u8bc4\u6d4b\u7528\u4f8b\u4e2d\uff0c\u901a\u8fc7\u6295\u6bd2\u653b\u51fb\uff0c\u57fa\u4e8e Claude-3-7-sonnet \u7684\u667a\u80fd\u4f53\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u53d1\u5e03\u4e86\u53d1\u5e03\u4e86\u9488\u5bf9\u79fb\u6c11\u7684\u4fae\u8fb1\u6027\u8a00\u8bba\u3002\u8fd9\u6837\u7684\u9519\u8bef\u76ee\u6807\u884c\u4e3a\u53ef\u4ee5\u968f\u610f\u5b9a\u5236\uff0c\u751a\u81f3\u8d85\u51fa\u6a21\u578b\u5e94\u7528\u7684\u5b89\u5168\u754c\u9650\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"372\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-616-1024x372.jpg\" alt=\"\" class=\"wp-image-1525\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-616-1024x372.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-616-300x109.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-616-768x279.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-616.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; &nbsp;\u56fe 10 \u57fa\u4e8e Pixtral-12B \u7684\u667a\u80fd\u4f53\u5c06\u673a\u5bc6\u6587\u4ef6\u53d1\u9001\u7ed9 **@gmail.com \u90ae\u7bb1\u3002<\/sup><\/p>\n\n\n\n<p>\u5982\u56fe 10 \u6240\u793a\uff0c\u5728\u9690\u79c1\u4fdd\u62a4\u8bc4\u6d4b\u7528\u4f8b\u4e2d\uff0c\u57fa\u4e8e Pixtral-12B \u7684\u667a\u80fd\u4f53\u5c06\u673a\u5bc6\u6587\u4ef6\u53d1\u9001\u7ed9 **@gmail.com \u90ae\u7bb1\uff0c\u8fd9\u4e00\u884c\u4e3a\u76f4\u63a5\u5bfc\u81f4\u4e86\u9690\u79c1\u4fe1\u606f\u6cc4\u9732\uff0c\u4f7f\u654f\u611f\u6570\u636e\u66b4\u9732\u7ed9\u672a\u7ecf\u6388\u6743\u7684\u7b2c\u4e09\u65b9\uff0c\u4ece\u800c\u6784\u6210\u4e86\u4e25\u91cd\u7684\u5b89\u5168\u5a01\u80c1\u3002<\/p>\n\n\n\n<p><strong>\u672a\u6765\u65b9\u5411<\/strong><\/p>\n\n\n\n<p>\u667a\u80fd\u4f53\u53ef\u4fe1\u5ea6\u7814\u7a76\u8303\u5f0f\u5df2\u53d1\u751f\u4e86\u6839\u672c\u6027\u8f6c\u53d8\uff0c\u4ece\u4f20\u7edf\u7684 \u201c\u4fe1\u606f\u98ce\u9669\u201d \u8f6c\u53d8\u4e3a\u66f4\u4e3a\u590d\u6742\u4e14\u52a8\u6001\u7684\u201c<strong>\u884c\u4e3a\u98ce\u9669<\/strong>\u201d\u8303\u5f0f\u3002\u968f\u7740\u667a\u80fd\u4f53\u81ea\u4e3b\u6027\u7684\u4e0d\u65ad\u589e\u5f3a\uff0c\u4ee5\u53ca\u5728\u591a\u5143\u73af\u5883\u4e2d\u590d\u6742\u64cd\u4f5c\u80fd\u529b\u7684\u63d0\u5347\uff0c\u4e0e\u5176\u884c\u4e3a\u6a21\u5f0f\u548c\u51b3\u7b56\u673a\u5236\u76f8\u5173\u7684\u98ce\u9669\u56e0\u7d20\u5df2\u6210\u4e3a\u53ef\u4fe1\u8bc4\u4f30\u7684\u6838\u5fc3\u8bae\u9898\u3002\u8fd9\u4e00\u8303\u5f0f\u8f6c\u53d8\u51f8\u663e\u4e86\u6784\u5efa\u5168\u9762\u4e14\u524d\u77bb\u6027\u5b89\u5168\u6846\u67b6\u7684\u8feb\u5207\u9700\u6c42\uff0c\u8be5\u6846\u67b6\u4e0d\u4ec5\u4fdd\u62a4\u4fe1\u606f\u5b89\u5168\uff0c\u8fd8\u8981\u4fdd\u969c\u667a\u80fd\u4f53\u51b3\u7b56\u673a\u5236\u7684\u53ef\u9760\u6027\uff0c\u4ece\u800c\u4fdd\u8bc1\u5176\u6267\u884c\u7684\u884c\u52a8\u7b26\u5408\u4f26\u7406\u89c4\u8303\u3001\u5b89\u5168\u6807\u51c6\u4ee5\u53ca\u9884\u8bbe\u7684\u76ee\u6807\u5bfc\u5411\u3002<strong>\u501f\u9274\u7cfb\u7edf\u5de5\u7a0b\u7684\u7406\u8bba\u65b9\u6cd5\uff1a<\/strong>\u8003\u8651\u667a\u80fd\u4f53<strong>\u5168\u751f\u547d\u5468\u671f<\/strong>\uff0c\u786e\u4fdd\u5728\u6bcf\u4e2a\u9636\u6bb5\u90fd\u6574\u5408\u5b89\u5168\u63aa\u65bd\uff0c\u5f3a\u8c03\u667a\u80fd\u4f53\u63a8\u7406\u8fc7\u7a0b\u7684\u7a33\u5065\u6027\u548c\u53ef\u9760\u6027\u3001\u5176\u884c\u52a8\u7684\u900f\u660e\u5ea6\u4ee5\u53ca\u5728\u52a8\u6001\u73af\u5883\u4e2d\u76d1\u63a7\u548c\u63a7\u5236\u5176\u884c\u4e3a\u7684\u80fd\u529b\u3002<strong>\u6df1\u5316\u667a\u80fd\u4f53\u884c\u52a8\u5b66\u4e60\u673a\u5236\u7814\u7a76<\/strong>\uff1a\u5df2\u6709\u7814\u7a76\u4e3b\u8981\u81f4\u529b\u4e8e\u63d0\u5347\u667a\u80fd\u4f53\u7684\u6700\u7ec8\u6267\u884c\u80fd\u529b\u3002\u672c\u9879\u5de5\u4f5c\u8868\u660e\u5e94\u4f18\u5148\u8003\u8651\u884c\u4e3a\u5b66\u4e60\u673a\u5236\uff0c\u5305\u62ec<strong>\u884c\u4e3a<\/strong>\u610f\u56fe\u7684\u6df1\u5165\u7406\u89e3\u3001\u4e0a\u4e0b\u6587\u63a8\u7406\u80fd\u529b\u3001\u4ee5\u53ca\u57fa\u7840\u8bed\u8a00\u6a21\u578b\u5185\u5728\u4e00\u81f4\u6027\u5173\u7cfb\u7ef4\u6301\u7b49\u65b9\u9762\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>MLA-Trust \u662f\u9996\u4e2a\u9488\u5bf9\u56fe\u5f62\u7528\u6237\u754c\u9762\uff08GUI\uff09\u73af\u5883\u4e0b\u591a\u6a21\u6001\u5927\u6a21\u578b\u667a\u80fd\u4f53\uff08MLAs\uff09\u7684\u53ef\u4fe1\u5ea6\u8bc4\u6d4b\u6846\u67b6\u3002\u8be5\u7814 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1510,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[],"class_list":["post-1509","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-8"],"_links":{"self":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/1509","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/comments?post=1509"}],"version-history":[{"count":1,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/1509\/revisions"}],"predecessor-version":[{"id":1526,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/1509\/revisions\/1526"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media\/1510"}],"wp:attachment":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media?parent=1509"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/categories?post=1509"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/tags?post=1509"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}