{"id":34112,"date":"2024-11-30T14:56:26","date_gmt":"2024-11-30T06:56:26","guid":{"rendered":"https:\/\/17aitech.com\/?p=34112"},"modified":"2024-11-30T14:56:26","modified_gmt":"2024-11-30T06:56:26","slug":"%e6%b8%85%e5%8d%8e%e7%ad%89%e9%ab%98%e6%a0%a1%e6%8e%a8%e5%87%ba%e9%a6%96%e4%b8%aa%e5%bc%80%e6%ba%90%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%b0%b4%e5%8d%b0%e5%b7%a5%e5%85%b7%e5%8c%85markllm%ef%bc%8c%e6%94%af","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34112","title":{"rendered":"\u6e05\u534e\u7b49\u9ad8\u6821\u63a8\u51fa\u9996\u4e2a\u5f00\u6e90\u5927\u6a21\u578b\u6c34\u5370\u5de5\u5177\u5305MarkLLM\uff0c\u652f\u6301\u8fd110\u79cd\u6700\u65b0\u6c34\u5370\u7b97\u6cd5"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-18-2\" target=\"_blank\">\u6e05\u534e\u7b49\u9ad8\u6821\u63a8\u51fa\u9996\u4e2a\u5f00\u6e90\u5927\u6a21\u578b\u6c34\u5370\u5de5\u5177\u5305MarkLLM\uff0c\u652f\u6301\u8fd110\u79cd\u6700\u65b0\u6c34\u5370\u7b97\u6cd5<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f8b08ad08c3320b1c266395730c5b660.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f8b08ad08c3320b1c266395730c5b660.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u6587\u7531<mark data-type=\"institutions\" data-id=\"4349d6b9-40ff-4e23-a237-f9ace91c6c81\">\u6e05\u534e\u5927\u5b66<\/mark>\u3001\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u3001\u6089\u5c3c\u5927\u5b66\u3001UCSB\u3001\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u8054\u5408\u5b8c\u6210\u3002\u4e3b\u8981\u4f5c\u8005\u5305\u62ec\uff1a\u6f58\u4e50\u6021\uff08\u7b2c\u4e00\u4f5c\u8005\uff09\uff0c<mark data-type=\"institutions\" data-id=\"4349d6b9-40ff-4e23-a237-f9ace91c6c81\">\u6e05\u534e\u5927\u5b66<\/mark>\u672c\u79d1\u751f\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u5927\u6a21\u578b\u6c34\u5370\u7b49\uff1b\u5218\u7477\u73ae\uff0c<mark data-type=\"institutions\" data-id=\"4349d6b9-40ff-4e23-a237-f9ace91c6c81\">\u6e05\u534e\u5927\u5b66<\/mark>\u535a\u58eb\u751f\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u5b89\u5168\u53ef\u4fe1\u5927\u6a21\u578b\u7b49\uff1b\u4f55\u5fd7\u5a01\uff0c\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u535a\u58eb\u751f\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u5927\u6a21\u578b\u6c34\u5370\u3001\u5927\u6a21\u578b\u667a\u80fd\u4f53\u7b49;\u9ad8\u6893\u6dfb\uff0c\u6089\u5c3c\u5927\u5b66\u672c\u79d1\u751f\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u5927\u6a21\u578b\u6c34\u5370\uff1b\u8d75\u5ba3\u680b\uff0cUCSB\u535a\u58eb\u751f\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u53ef\u4fe1\u751f\u6210\u5f0fAI\u7b49\uff1b\u80e1\u65ed\u660e\uff0c\u9999\u6e2f\u79d1\u6280\u5927\u5b66\/\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u52a9\u7406\u6559\u6388\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u5b89\u5168\u53ef\u4fe1\u5927\u6a21\u578b\u3001<mark data-type=\"tech_tasks\" data-id=\"ec0b0595-c797-4111-99b3-b533b4fca9c1\">\u4fe1\u606f\u62bd\u53d6<\/mark>\u7b49\uff1b\u95fb\u7acb\u6770\uff0c <mark data-type=\"institutions\" data-id=\"4349d6b9-40ff-4e23-a237-f9ace91c6c81\">\u6e05\u534e\u5927\u5b66<\/mark>\u957f\u8058\u526f\u6559\u6388\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u6d41\u7a0b\u6316\u6398\uff0c<mark data-type=\"tech_tasks\" data-id=\"c8ff5114-6cbb-49ca-8a89-3ee2826be0b4\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark> \u3002<\/strong><\/p>\n<p>\u672c\u2f42\u4ecb\u7ecd\u7531\u6e05\u534e\u7b49\u2fbc\u6821\u8054\u5408\u63a8\u51fa\u7684\u2fb8\u4e2a\u5f00\u6e90\u7684\u2f24\u6a21\u578b\u2f54\u5370\u2f2f\u5177\u5305 MarkLLM\u3002MarkLLM \u63d0\u4f9b\u4e86\u7edf\u2f00\u7684\u2f24\u6a21\u578b\u2f54\u5370\u7b97\u6cd5\u5b9e\u73b0\u6846\u67b6\u3001\u76f4\u89c2\u7684\u2f54\u5370\u7b97\u6cd5\u673a\u5236\u53ef\u89c6\u5316\u2f45\u6848\u4ee5\u53ca\u7cfb\u7edf\u6027\u7684\u8bc4\u4f30\u6a21\u5757\uff0c\u65e8\u5728\u2f40\u6301\u7814\u7a76\u2f08\u5458\u2f45\u4fbf\u5730\u5b9e\u9a8c\u3001\u7406\u89e3\u548c\u8bc4\u4f30\u6700\u65b0\u7684\u2f54\u5370\u6280\u672f\u8fdb\u5c55\u3002\u901a\u8fc7 MarkLLM\uff0c\u4f5c\u8005\u671f\u671b\u5728\u7ed9\u7814\u7a76\u8005\u63d0\u4f9b\u4fbf\u5229\u7684\u540c\u65f6\u52a0\u6df1\u516c\u4f17\u5bf9\u2f24\u6a21\u578b\u2f54\u5370\u6280\u672f\u7684\u8ba4\u77e5\uff0c\u63a8\u52a8\u8be5\u9886\u57df\u7684\u5171\u8bc6\u5f62\u6210\uff0c\u8fdb\u2f7d\u4fc3\u8fdb\u76f8\u5173\u7814\u7a76\u7684\u53d1\u5c55\u548c\u63a8\u2f34\u5e94\u2f64\u3002\u00a0<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a4efddc7bf50576d1742ebc2acc312d9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a4efddc7bf50576d1742ebc2acc312d9.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u2f42\u540d\u79f0\uff1aMarkLLM: An Open-Source Toolkit for LLM Watermarking<\/p>\n<\/li>\n<li>\n<p>\u8bba\u2f42\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2405.10051<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/THU- BPM\/MarkLLM<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u2f24\u6a21\u578b\u2f54\u5370\u6280\u672f\u7684\u53d1\u5c55\u73b0\u72b6 &amp; \u4ecd\u7136\u2faf\u4e34\u7684\u95ee\u9898<\/strong>\u00a0<\/p>\n<p>\u2f24\u6a21\u578b\u2f54\u5370\u662f\u8fd1\u671f\u65b0\u5174\u7684\u2f00\u9879\u6280\u672f\uff0c\u901a\u8fc7\u5728\u6a21\u578b\u2f63\u6210\u2f42\u672c\u8fc7\u7a0b\u4e2d\u690d\u2f0a\u7279\u5b9a\u7684\u7279\u5f81\uff0c\u6765\u5b9e\u73b0\u673a\u2f63\u2f42\u672c\u7684\u8fa8\u522b\u548c\u6765\u6e90\u8ffd\u6eaf\u3002\u5b83\u53ef\u2f64\u4e8e\u865a\u5047\u65b0\u95fb\u68c0\u6d4b\u3001\u7ef4\u62a4\u5b66 \u672f\u8bda\u4fe1\u3001\u6570\u636e\u548c\u6a21\u578b\u7248\u6743\u4fdd\u62a4\u7b49\u573a\u666f\u3002<\/p>\n<p>\u2f6c\u524d\u4e3b\u6d41\u7684\u2f24\u6a21\u578b\u2f54\u5370\u7b97\u6cd5\u662f\u5728\u2f24\u6a21\u578b\u63a8\u7406\u9636\u6bb5\u690d\u2f0a\u2f54\u5370\uff0c\u8fd9\u7c7b\u2f45\u6cd5\u4e3b\u8981\u5206\u4e3a\u4e24\u2f24\u7b97\u6cd5\u5bb6\u65cf\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-62fd5af999d2b2b7ac07712556312bdf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-62fd5af999d2b2b7ac07712556312bdf.png\"><\/a><\/p>\n<ul>\n<li>\n<p>KGW \u5bb6\u65cf\uff1a\u901a\u8fc7\u2f32\u9884\u6253\u5206\u5411\u91cf\u6dfb\u52a0\u2f54\u5370\uff0c\u5c06\u8bcd\u8868\u5206\u4e3a\u7ea2\u7eff\u5217\u8868\uff0c\u7ed9\u7eff\u2f8a\u8bcd\u52a0\u504f\u7f6e\uff0c\u4f7f\u8f93\u51fa\u504f\u597d\u7eff\u2f8a\u8bcd\u6c47\uff1b\u00a0<\/p>\n<\/li>\n<li>\n<p>Christ \u5bb6\u65cf\uff1a\u5728\u6253\u5206\u5411\u91cf\u2f63\u6210\u540e\uff0c\u2f64\u4f2a\u968f\u673a\u6570\u2f32\u9884\u91c7\u6837\u8fc7\u7a0b\uff0c\u4f7f\u2f54\u5370\u2f42\u672c\u4e0e\u8be5\u968f\u673a\u6570\u66f4\u76f8\u5173\uff0c\u4ee5\u6b64\u690d\u2f0a\u2f54\u5370\u3002\u00a0<\/p>\n<\/li>\n<\/ul>\n<p>\u7136\u2f7d\uff0c\u5c31\u50cf\u6240\u6709\u65b0\u5174\u6280\u672f\u2f00\u6837\uff0c\u2f24\u8bed\u2f94\u6a21\u578b\u2f54\u5370\u6280\u672f\u5728\u4f7f\u2f64\u548c\u7406\u89e3\u4e0a\u4e5f\u2faf\u4e34\u2f00\u4e9b\u6311\u6218\u3002\u00a0<\/p>\n<p>1. \u5982\u4f55\u4fbf\u6377\u5730\u4f7f\u2f64\u5404\u4e2a\u2f24\u6a21\u578b\u2f54\u5370\u7b97\u6cd5\u8fdb\u2f8f\u2f54\u5370\u6dfb\u52a0\u548c\u68c0\u6d4b\uff1f<\/p>\n<p>\u5404\u7c7b\u2f24\u6a21\u578b\u2f54\u5370\u7b97\u6cd5\u4e0d\u65ad\u6d8c\u73b0\u3002\u7136\u2f7d\u5b83\u4eec\u7684\u5b9e\u73b0\u2f24\u90fd\u57fa\u4e8e\u4f5c\u8005\u2f83\u2f9d\u7684\u9700\u6c42\uff0c\u7f3a\u4e4f\u7edf\u2f00\u7684\u7c7b\u548c\u8c03\u2f64\u63a5\u2f1d\u8bbe\u8ba1\uff0c\u4f7f\u5f97\u7814\u7a76\u2f08\u5458\u548c\u2f24\u4f17\u9700\u8981\u6295\u2f0a\u2f24\u91cf\u7cbe\u2f12\u53bb\u4f7f\u2f64\u548c\u590d\u73b0\u8fd9\u4e9b\u7b97\u6cd5\u3002\u00a0<\/p>\n<p>2. \u5982\u4f55\u76f4\u89c2\u5730\u7406\u89e3\u5404\u4e2a\u2f24\u6a21\u578b\u2f54\u5370\u7b97\u6cd5\u7684\u5185\u90e8\u673a\u5236\uff1f<\/p>\n<p>\u2f24\u6a21\u578b\u2f54\u5370\u7b97\u6cd5\u7684\u5e95\u5c42\u673a\u5236\u76f8\u5bf9\u590d\u6742\uff0c\u6d89\u53ca\u5bf9\u2f24\u6a21\u578b\u2f63\u6210\u2f42\u672c\u8fc7\u7a0b\u4e2d\u6253\u5206\u5411\u91cf\u2f63\u6210\u4ee5\u53ca\u91c7\u6837\u8fc7\u7a0b\u7684\u2f32\u9884\uff0c\u4e0d\u4fbf\u4e8e\u7814\u7a76\u8005\u548c\u2f24\u4f17\u7406\u89e3\u3002\u00a0<\/p>\n<p>3. \u5982\u4f55\u4fbf\u6377\u3001\u5168\u2faf\u7684\u8bc4\u4f30\u5404\u4e2a\u2f24\u6a21\u578b\u2f54\u5370\u7b97\u6cd5\uff1f<\/p>\n<p>\u8bc4\u4f30\u2ec6\u5ea6\u548c\u6307\u6807\u591a\u6837\uff08\u5305\u542b\u53ef\u68c0\u6d4b\u6027\u3001\u9c81\u68d2\u6027\u3001\u5bf9\u2f42\u672c\u8d28\u91cf\u7684\u5f71\u54cd\u7b49\uff09\uff0c\u4e14\u2f00\u6b21\u8bc4\u4f30\u6d89\u53ca\u591a\u6b65\u9aa4\uff0c\u5168\u2faf\u5feb\u901f\u8bc4\u4f30\u7b97\u6cd5\u6027\u80fd\u6781\u5177\u6311\u6218\u3002\u00a0<\/p>\n<p><strong>MarkLLM\uff1a\u2fb8\u4e2a\u5f00\u6e90\u2f24\u6a21\u578b\u2f54\u5370\u591a\u529f\u80fd\u2f2f\u5177\u5305<\/strong><\/p>\n<p>\u9488\u5bf9\u521a\u624d\u63d0\u5230\u7684 3 \u4e2a\u95ee\u9898\uff0c\u4f5c\u8005\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e86\u2faf\u5411\u2f24\u8bed\u2f94\u6a21\u578b\u2f54\u5370\u6280\u672f\u7684\u2f2f\u5177\u5305 MarkLLM\u3002<\/p>\n<p>MarkLLM \u7684\u4e3b\u8981\u8d21\u732e\u53ef\u603b\u7ed3\u5982\u4e0b\uff1a<\/p>\n<p><strong>1. \u529f\u80fd\u2ec6\u5ea6<\/strong><\/p>\n<ul>\n<li>\n<p>\u7edf\u2f00\u7684\u2f24\u6a21\u578b\u2f54\u5370\u7b97\u6cd5\u5b9e\u73b0\u6846\u67b6\uff1a\u2f40\u6301\u4e24\u4e2a\u5173\u952e\u2f54\u5370\u7b97\u6cd5\u5bb6\u65cf\uff08KGW \u5bb6\u65cf\u548c Christ \u5bb6\u65cf\uff09\u7684 9 \u79cd\u5177\u4f53\u7b97\u6cd5\u3002<\/p>\n<\/li>\n<li>\n<p>\u2f00\u81f4\u3001\u2f64\u2f3e\u53cb\u597d\u7684\u9876\u5c42\u8c03\u2f64\u63a5\u2f1d\uff1a1 \u2f8f\u4ee3\u7801\u5b9e\u73b0\u6dfb\u52a0\u2f54\u5370\u3001\u68c0\u6d4b\u2f54\u5370\u7b49\u5404\u7c7b\u64cd\u4f5c\u3002<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-6e797a435894a0dedfaf11e4f6bfdef7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-6e797a435894a0dedfaf11e4f6bfdef7.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u5b9a\u5236\u5316\u7684\u2f24\u6a21\u578b\u2f54\u5370\u7b97\u6cd5\u673a\u5236\u53ef\u89c6\u5316\u89e3\u51b3\u2f45\u6848\uff1a\u4f7f\u2f64\u2f3e\u80fd\u591f\u5728\u5404\u79cd\u914d\u7f6e\u4e0b\u53ef\u89c6\u5316\u4e0d\u540c\u2f24\u6a21\u578b\u2f54\u5370\u7b97\u6cd5\u7684\u5185\u90e8\u673a\u5236\u3002<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-48f37e34613a02e5616026babfd870ad.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-48f37e34613a02e5616026babfd870ad.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u5168\u2faf\u3001\u7cfb\u7edf\u7684\u2f24\u6a21\u578b\u2f54\u5370\u7b97\u6cd5\u8bc4\u4f30\u6a21\u5757\uff1a\u5305\u542b\u8986\u76d6 3 \u4e2a\u8bc4\u4f30\u2ec6\u5ea6\u7684\u5171 12 \u4e2a\u8bc4\u4f30\u2f2f\u5177\uff0c\u4ee5\u53ca\u4e24\u7c7b\u2f83\u52a8\u5316\u8bc4\u4f30\u6d41\u2f54\u7ebf\u3002<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-426fa69c754a75f0d7f00f8c9d37cbb1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-426fa69c754a75f0d7f00f8c9d37cbb1.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-feee753172f6cda2a10db8f8ca2ba079.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-feee753172f6cda2a10db8f8ca2ba079.png\"><\/a><\/p>\n<p><strong>2. \u8bbe\u8ba1\u2ec6\u5ea6<\/strong>\uff1a\u6a21\u5757\u5316\u3001\u677e\u8026\u5408\u67b6\u6784\u8bbe\u8ba1\uff0c\u5177\u6709\u6781\u2fbc\u7684\u53ef\u6269\u5c55\u6027\u548c\u7075\u6d3b\u6027\u3002<\/p>\n<p><strong>3. \u5b9e\u9a8c\u2ec6\u5ea6<\/strong>\uff1a\u4f5c\u8005\u2f64 MarkLLM \u4f5c\u4e3a\u7814\u7a76\u2f2f\u5177\uff0c\u5bf9\u2f40\u6301\u7684 9 \u79cd\u7b97\u6cd5\u505a\u4e86 3 \u4e2a\u8bc4\u4f30\u2ec6\u5ea6\u7684\u5168\u2faf\u5b9e\u9a8c\uff0c\u5728\u8bc1\u660e MarkLLM \u7684\u5b9e\u2f64\u6027\u7684\u540c\u65f6\uff0c\u4e3a\u540e\u7eed\u7814\u7a76\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u6570\u636e\u53c2\u8003\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-158e98e4733cbad9259517c0479051e2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-158e98e4733cbad9259517c0479051e2.png\"><\/a><\/p>\n<p><strong>4. \u5bf9\u5f00\u6e90\u793e\u533a\u7684\u5f71\u54cd\u2f12<\/strong>\uff1aMarkLLM \u5728 GitHub \u4e0a\u7ebf \u4ee5\u6765\u5df2\u7ecf\u83b7\u5f97\u4e86\u8f83\u591a\u5173\u6ce8\uff0c\u2f6c\u524d\u5df2\u6709 <strong>140+ stars<\/strong>\uff0c \u5e76\u5438\u5f15\u4e86\u540c\u2f8f\u901a\u8fc7 Pull Request \u8fdb\u2f8f\u4ee3\u7801\u8d21\u732e\uff0c\u4ee5\u53ca\u5728 issue \u680f\u2f6c\u8fdb\u2f8f\u4ea4\u6d41\u8ba8\u8bba\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-fb06cc32f335c1ac7d693a4d57ea70c4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-fb06cc32f335c1ac7d693a4d57ea70c4.png\"><\/a><\/p>\n<p>\u4f5c\u8005\u8877\u2f3c\u5e0c\u671b MarkLLM \u2f2f\u5177\u5305\u5728\u4e3a\u7814\u7a76\u2f08\u5458\u63d0\u4f9b\u4fbf\u5229\u7684\u540c\u65f6\uff0c\u63d0\u2fbc\u2f24\u4f17\u5bf9\u2f24\u8bed\u2f94\u6a21\u578b\u2f54\u5370\u6280\u672f\u7684\u7406\u89e3\u548c\u53c2\u4e0e\u5ea6\uff0c\u4fc3\u8fdb\u5b66\u672f\u754c\u548c\u516c\u4f17\u4e4b\u95f4\u5c31\u8be5\u6280\u672f\u8fbe\u6210\u5171\u8bc6\uff0c\u63a8\u52a8\u2f24\u8bed\u2f94\u6a21\u578b\u2f54\u5370\u7814\u7a76\u548c\u5e94\u2f64\u7684\u8fdb\u2f00\u6b65\u53d1\u5c55\uff0c\u4e3a\u2f24\u8bed\u2f94\u6a21\u578b\u4f7f\u2f64\u5b89\u5168\u8d21\u732e\u2f12\u91cf\u3002<\/p>\n<p>\u4f5c\u8005\u771f\u8bda\u6b22\u8fce\u2f24\u5bb6\u63d0\u51fa\u5b9d\u8d35\u610f\u2ec5\u3001\u76f8\u4e92\u4ea4\u6d41\u5b66\u4e60\uff0c \u4e5f\u2f17\u5206\u6b22\u8fce\u901a\u8fc7 pull request \u8d21\u732e\u4ee3\u7801\uff0c\u901a\u8fc7\u2f24\u5bb6\u7684\u5171\u540c\u52aa\u2f12\u7ef4\u62a4\u66f4\u597d\u7684\u2f24\u6a21\u578b\u2f54\u5370\u6280\u672f\u2f63\u6001\uff01<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-18-2\" target=\"_blank\">\u6e05\u534e\u7b49\u9ad8\u6821\u63a8\u51fa\u9996\u4e2a\u5f00\u6e90\u5927\u6a21\u578b\u6c34\u5370\u5de5\u5177\u5305MarkLLM\uff0c\u652f\u6301\u8fd110\u79cd\u6700\u65b0\u6c34\u5370\u7b97\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u6e05\u534e\u7b49\u9ad8\u6821\u63a8\u51fa\u9996\u4e2a\u5f00\u6e90 [&hellip;]<\/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":[68,67],"class_list":["post-34112","post","type-post","status-publish","format-standard","hentry","category-news","tag-68","tag-67"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u6e05\u534e\u7b49\u9ad8\u6821\u63a8\u51fa\u9996\u4e2a\u5f00\u6e90\u5927\u6a21\u578b\u6c34\u5370\u5de5\u5177\u5305MarkLLM\uff0c\u652f\u6301\u8fd110\u79cd\u6700\u65b0\u6c34\u5370\u7b97\u6cd5 - \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=34112\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=34112\",\"url\":\"https:\/\/17aitech.com\/?p=34112\",\"name\":\"\u6e05\u534e\u7b49\u9ad8\u6821\u63a8\u51fa\u9996\u4e2a\u5f00\u6e90\u5927\u6a21\u578b\u6c34\u5370\u5de5\u5177\u5305MarkLLM\uff0c\u652f\u6301\u8fd110\u79cd\u6700\u65b0\u6c34\u5370\u7b97\u6cd5 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=34112#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=34112#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f8b08ad08c3320b1c266395730c5b660.png\",\"datePublished\":\"2024-11-30T06:56:26+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=34112#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=34112\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=34112#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f8b08ad08c3320b1c266395730c5b660.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f8b08ad08c3320b1c266395730c5b660.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=34112#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u6e05\u534e\u7b49\u9ad8\u6821\u63a8\u51fa\u9996\u4e2a\u5f00\u6e90\u5927\u6a21\u578b\u6c34\u5370\u5de5\u5177\u5305MarkLLM\uff0c\u652f\u6301\u8fd110\u79cd\u6700\u65b0\u6c34\u5370\u7b97\u6cd5\"}]},{\"@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":"\u6e05\u534e\u7b49\u9ad8\u6821\u63a8\u51fa\u9996\u4e2a\u5f00\u6e90\u5927\u6a21\u578b\u6c34\u5370\u5de5\u5177\u5305MarkLLM\uff0c\u652f\u6301\u8fd110\u79cd\u6700\u65b0\u6c34\u5370\u7b97\u6cd5 - \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=34112","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=34112","url":"https:\/\/17aitech.com\/?p=34112","name":"\u6e05\u534e\u7b49\u9ad8\u6821\u63a8\u51fa\u9996\u4e2a\u5f00\u6e90\u5927\u6a21\u578b\u6c34\u5370\u5de5\u5177\u5305MarkLLM\uff0c\u652f\u6301\u8fd110\u79cd\u6700\u65b0\u6c34\u5370\u7b97\u6cd5 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=34112#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=34112#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f8b08ad08c3320b1c266395730c5b660.png","datePublished":"2024-11-30T06:56:26+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=34112#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=34112"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=34112#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f8b08ad08c3320b1c266395730c5b660.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f8b08ad08c3320b1c266395730c5b660.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=34112#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u6e05\u534e\u7b49\u9ad8\u6821\u63a8\u51fa\u9996\u4e2a\u5f00\u6e90\u5927\u6a21\u578b\u6c34\u5370\u5de5\u5177\u5305MarkLLM\uff0c\u652f\u6301\u8fd110\u79cd\u6700\u65b0\u6c34\u5370\u7b97\u6cd5"}]},{"@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\/34112","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=34112"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/34112\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=34112"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=34112"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=34112"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}