{"id":470,"date":"2025-01-17T01:19:00","date_gmt":"2025-01-17T01:19:00","guid":{"rendered":"https:\/\/pinglex.ai\/?p=470"},"modified":"2025-01-17T01:19:02","modified_gmt":"2025-01-17T01:19:02","slug":"%e3%80%8a%e5%b0%88%e5%88%a9%e8%a8%b4%e8%a8%9f%e4%b8%ad%e7%9a%84%e4%b8%bb%e9%a1%8c%e5%88%86%e6%9e%90%e6%a1%86%e6%9e%b6%e5%8f%8a%e5%85%b6-agentic-system-%e7%9a%84%e9%96%8b%e7%99%bc%e6%96%b9%e5%90%91","status":"publish","type":"post","link":"https:\/\/pinglex.ai\/?p=470","title":{"rendered":"\u300a\u5c08\u5229\u8a34\u8a1f\u4e2d\u7684\u4e3b\u984c\u5206\u6790\u6846\u67b6\u53ca\u5176 Agentic System \u7684\u958b\u767c\u65b9\u5411\u300b \uff08\u8207\u5927\u6a21\u578b\u5354\u4f5c\uff09"},"content":{"rendered":"\n<p class=\"\">1. \u7814\u7a76\u80cc\u666f\u8207\u76ee\u7684<\/p>\n\n\n\n<p class=\"\">\u96a8\u8457\u79d1\u6280\u767c\u5c55\uff0c\u5c08\u5229\u8a34\u8a1f\u5728\u6280\u8853\u7af6\u722d\u4e2d\u6210\u70ba\u4f01\u696d\u7684\u91cd\u8981\u6230\u7565\u624b\u6bb5\u3002\u5c24\u5176\u662f\u5728\u5feb\u901f\u589e\u9577\u7684\u6280\u8853\u9818\u57df\uff08\u5982\u7121\u4eba\u6a5f\uff09\uff0c\u5c08\u5229\u7cfe\u7d1b\u7684\u983b\u7387\u548c\u8907\u96dc\u6027\u5927\u5e45\u63d0\u9ad8\u3002\u8a72\u8ad6\u6587\u57fa\u65bc\u5c08\u5229\u548c\u8a34\u8a1f\u6578\u64da\uff0c\u63d0\u51fa\u4e86\u4e00\u5957\u81ea\u52d5\u5316\u4e3b\u984c\u5206\u6790\u6846\u67b6\uff0c\u7d50\u5408\u52d5\u614b\u4e3b\u984c\u5efa\u6a21\uff08Dynamic Topic Modeling, DTM\uff09\u8207\u79d1\u6280\u529f\u80fd\u77e9\u9663\uff08Technology Function Matrix, 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class=\"\">\u8a72\u8ad6\u6587\u7684\u6838\u5fc3\u8ca2\u737b\u5728\u65bc\u63d0\u51fa\u4e00\u5957\u57fa\u65bc\u6578\u64da\u9a45\u52d5\u7684\u4e3b\u984c\u5206\u6790\u6846\u67b6\uff0c\u7d50\u5408 DTM\u3001TFM \u548c\u8a9e\u7fa9\u5206\u6790\u5de5\u5177\uff08\u5982 KeyBERT\u3001CorEx\uff09\u5c0d\u5c08\u5229\u8207\u8a34\u8a1f\u6578\u64da\u9032\u884c\u7d50\u69cb\u5316\u8655\u7406\u8207\u5206\u6790\u3002<\/p>\n\n\n\n<p class=\"\">2.1 \u5b8f\u89c0\u5c64\u9762\u5206\u6790<\/p>\n\n\n\n<p class=\"\">2.1.1\u8b58\u5225\u6280\u8853\u8da8\u52e2\u8207\u95dc\u9375\u6280\u8853\u9818\u57df\uff08\u5982\u5c0e\u822a\u7cfb\u7d71\u3001\u901a\u4fe1\u6280\u8853\uff09\u3002<\/p>\n\n\n\n<p class=\"\">2.1.2\u63d0\u53d6\u5c08\u5229\u7533\u8acb\u91cf\u3001\u6280\u8853\u5206\u4f48\u8207\u4e3b\u8981\u7533\u8acb\u4eba\uff08\u5982 DJI\u3001\u5927\u7586\u5275\u65b0\uff09\u3002<\/p>\n\n\n\n<p class=\"\">2.2 \u5fae\u89c0\u5c64\u9762\u5206\u6790<\/p>\n\n\n\n<p class=\"\">2.2.1\u805a\u7126\u5177\u9ad4\u5c08\u5229\u7684\u8a34\u8a1f\u7126\u9ede\uff0c\u901a\u904e\u4e3b\u984c\u5efa\u6a21\u5206\u6790\u722d\u8b70\u6280\u8853\u8207\u5c08\u5229\u7bc4\u570d\u3002<\/p>\n\n\n\n<p class=\"\">2.2.2\u5c07\u8a34\u8a1f\u904e\u7a0b\u8207\u6280\u8853\u767c\u5c55\u8da8\u52e2\u7d50\u5408\uff0c\u9810\u6e2c\u672a\u4f86\u53ef\u80fd\u7684\u98a8\u96aa\u9ede\u3002<\/p>\n\n\n\n<p class=\"\">3. \u4f7f\u7528\u5927\u8a9e\u8a00\u6a21\u578b\u53ef\u4ee5\u6539\u9032\u7684\u65b9\u5411<\/p>\n\n\n\n<p class=\"\">\u8a72\u6846\u67b6\u4ee5\u50b3\u7d71\u7684\u6578\u64da\u5206\u6790\u6280\u8853\u70ba\u6838\u5fc3\uff0c\u4f46\u5c1a\u672a\u6574\u5408\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u4ee5\u9032\u4e00\u6b65\u63d0\u5347\u81ea\u52d5\u5316\u80fd\u529b\u3002\u672c\u6587\u5efa\u8b70\u5728\u8a72\u6846\u67b6\u57fa\u790e\u4e0a\u5f15\u5165 LLM\uff0c\u5be6\u73fe\u4ee5\u4e0b\u6539\u9032\uff1a<\/p>\n\n\n\n<p class=\"\">3.1 \u77e5\u8b58\u672c\u9ad4\u69cb\u5efa<\/p>\n\n\n\n<p class=\"\">3.1.1\u4f7f\u7528 LLM \u5206\u6790\u5c08\u5229\u8207\u8a34\u8a1f\u6587\u672c\uff0c\u69cb\u5efa\u5c08\u5229\u8a34\u8a1f\u7684\u77e5\u8b58\u5716\u8b5c\u3002<\/p>\n\n\n\n<p class=\"\">3.1.2\u7cbe\u78ba\u63d0\u53d6\u6280\u8853\u8207\u6cd5\u5f8b\u8981\u9ede\uff0c\u63d0\u5347\u8a9e\u7fa9\u7406\u89e3\u7684\u7cbe\u78ba\u6027\u3002<\/p>\n\n\n\n<p class=\"\">3.2 \u95dc\u9375\u8a5e\u63d0\u53d6\u8207\u4e3b\u984c\u805a\u985e<\/p>\n\n\n\n<p class=\"\">3.2.1\u7d50\u5408 KeyBERT \u63d0\u53d6\u95dc\u9375\u8a5e\uff0c\u8f14\u52a9\u6a21\u578b\u9032\u884c\u6280\u8853\u4e3b\u984c\u5206\u985e\u3002<\/p>\n\n\n\n<p class=\"\">3.2.2\u5229\u7528 CorEx \u63d0\u9ad8\u6280\u8853\u548c\u6cd5\u5f8b\u6587\u672c\u7684\u53ef\u89e3\u91cb\u6027\u3002<\/p>\n\n\n\n<p class=\"\">\u4e0a\u8ff0\u6539\u9032\u80fd\u5927\u5e45\u63d0\u5347\u4e3b\u984c\u5206\u6790\u6846\u67b6\u7684\u667a\u80fd\u5316\u8207\u5be6\u7528\u6027\uff0c\u70ba\u69cb\u5efa Agentic System \u63d0\u4f9b\u6280\u8853\u57fa\u790e\u3002<\/p>\n\n\n\n<p class=\"\">4. Agentic System \u7684\u69cb\u60f3<\/p>\n\n\n\n<p class=\"\">\u57fa\u65bc\u8a72\u8ad6\u6587\u63d0\u51fa\u7684\u4e3b\u984c\u5206\u6790\u6846\u67b6\uff0c\u672c\u6587\u5efa\u8b70\u958b\u767c\u4e00\u500b Agentic System\uff0c\u7d50\u5408 LLM \u8207\u81ea\u52d5\u5316\u5206\u6790\u6280\u8853\uff0c\u5be6\u73fe\u5c08\u5229\u8a34\u8a1f\u7684\u5168\u6d41\u7a0b\u652f\u6301\uff0c\u6db5\u84cb\u8a34\u8a1f\u524d\u7684\u98a8\u96aa\u9810\u6e2c\u8207\u5e03\u5c40\u3001\u8a34\u8a1f\u4e2d\u7684\u7126\u9ede\u63d0\u53d6\u8207\u5206\u6790\u3001\u4ee5\u53ca\u8a34\u8a1f\u5f8c\u7684\u7b56\u7565\u512a\u5316\u3002<\/p>\n\n\n\n<p class=\"\">4.1 \u7cfb\u7d71\u76ee\u6a19<\/p>\n\n\n\n<p class=\"\">4.1.1\u8a34\u8a1f\u524d\uff1a\u98a8\u96aa\u9810\u6e2c\u8207\u6280\u8853\u5e03\u5c40<\/p>\n\n\n\n<p class=\"\">1\uff09\u5206\u6790\u7af6\u722d\u5c0d\u624b\u7684\u5c08\u5229\u7d44\u5408\u8207\u6b77\u53f2\u8a34\u8a1f\u884c\u70ba\uff0c\u9810\u6e2c\u6f5b\u5728\u98a8\u96aa\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u5e6b\u52a9\u4f01\u696d\u512a\u5316\u7814\u767c\u7b56\u7565\uff0c\u907f\u514d\u4fb5\u6b0a\u98a8\u96aa\u3002<\/p>\n\n\n\n<p class=\"\">4.1.2\u8a34\u8a1f\u4e2d\uff1a\u4e3b\u984c\u63d0\u53d6\u8207\u6848\u4f8b\u652f\u6301<\/p>\n\n\n\n<p class=\"\">1\uff09\u81ea\u52d5\u63d0\u53d6\u6cd5\u5f8b\u6587\u672c\u722d\u8b70\u7126\u9ede\uff0c\u95dc\u806f\u6b77\u53f2\u6848\u4f8b\uff0c\u63d0\u4f9b\u6c7a\u7b56\u652f\u6301\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u901a\u904e\u4e3b\u984c\u5efa\u6a21\u8ddf\u8e64\u6848\u4ef6\u9032\u5c55\uff0c\u751f\u6210\u5373\u6642\u5206\u6790\u5831\u544a\u3002<\/p>\n\n\n\n<p class=\"\">4.1.2\u8a34\u8a1f\u5f8c\uff1a\u8da8\u52e2\u5206\u6790\u8207\u7b56\u7565\u512a\u5316<\/p>\n\n\n\n<p class=\"\">1\uff09\u5206\u6790\u88c1\u6c7a\u7d50\u679c\u5c0d\u6280\u8853\u767c\u5c55\u7684\u5f71\u97ff\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u5e6b\u52a9\u4f01\u696d\u512a\u5316\u5c08\u5229\u7d44\u5408\uff0c\u8b58\u5225\u6f5b\u5728\u6280\u8853\u5e03\u5c40\u6a5f\u6703\u3002<\/p>\n\n\n\n<p class=\"\">4.2 \u7cfb\u7d71\u7d44\u6210<\/p>\n\n\n\n<p class=\"\">4.2.1\u6578\u64da\u8655\u7406\u6a21\u7d44\uff1a\u652f\u6301\u591a\u8a9e\u8a00\u5c08\u5229\u8207\u6cd5\u5f8b\u6587\u6a94\u7684\u6578\u64da\u6293\u53d6\u3001\u6e05\u6d17\u8207\u7d50\u69cb\u5316\u8655\u7406\u3002<\/p>\n\n\n\n<p class=\"\">4.2.2\u4e3b\u984c\u5efa\u6a21\u6a21\u7d44\uff1a\u57fa\u65bc DTM \u548c CorEx \u6355\u6349\u6280\u8853\u8207\u6cd5\u5f8b\u4e3b\u984c\u7684\u6642\u5e8f\u8b8a\u5316\u3002<\/p>\n\n\n\n<p class=\"\">4.2.3\u667a\u80fd\u5206\u6790\u6a21\u7d44\uff1a\u4f7f\u7528\u5fae\u8abf\u7684 LLM \u81ea\u52d5\u751f\u6210\u6280\u8853\u5206\u6790\u5831\u544a\u8207\u8a34\u8a1f\u98a8\u96aa\u8a55\u4f30\u3002<\/p>\n\n\n\n<p class=\"\">4.2.4\u7528\u6236\u754c\u9762\uff08UI\uff09\uff1a\u7c21\u55ae\u76f4\u89c0\u7684\u64cd\u4f5c\u754c\u9762\uff0c\u652f\u6301\u6cd5\u5f8b\u5c08\u5bb6\u8f38\u5165\u6848\u4ef6\u8cc7\u6599\u4e26\u7372\u53d6\u5206\u6790\u7d50\u679c\u3002<\/p>\n\n\n\n<p class=\"\">5. \u958b\u767c Agentic System \u7684\u5efa\u8b70\u8def\u7dda\u5716<\/p>\n\n\n\n<p class=\"\">5.1 \u5718\u968a\u7d44\u6210<\/p>\n\n\n\n<p class=\"\">5.1.1\u6cd5\u5f8b\u5c08\u5bb6\uff1a \u8ca0\u8cac\u9700\u6c42\u5b9a\u7fa9\u8207\u7d50\u679c\u9a57\u8b49\u3002<\/p>\n\n\n\n<p class=\"\">5.1.2\u6a5f\u5668\u5b78\u7fd2\u5de5\u7a0b\u5e2b\uff1a \u958b\u767c\u8207\u5fae\u8abf\u4e3b\u984c\u5efa\u6a21\u548c\u8a9e\u7fa9\u5206\u6790\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"\">5.1.3\u6578\u64da\u79d1\u5b78\u5bb6\uff1a \u8ca0\u8cac\u5c08\u5229\u8207\u6cd5\u5f8b\u6578\u64da\u7684\u8655\u7406\uff0c\u78ba\u4fdd\u6578\u64da\u8cea\u91cf\u3002<\/p>\n\n\n\n<p class=\"\">5.1.4\u8edf\u4ef6\u5de5\u7a0b\u5e2b\uff1a \u958b\u767c\u7528\u6236\u754c\u9762\u8207\u7cfb\u7d71\u96c6\u6210\u3002<\/p>\n\n\n\n<p class=\"\">5.2 \u958b\u767c\u968e\u6bb5<\/p>\n\n\n\n<p class=\"\">5.2.1\u521d\u671f\uff080-3 \u500b\u6708\uff09\uff1a<\/p>\n\n\n\n<p class=\"\">1\uff09\u5efa\u7acb\u6578\u64da\u7ba1\u9053\uff0c\u5b8c\u6210\u57fa\u790e\u6578\u64da\u6e05\u6d17\u8207\u7d50\u69cb\u5316\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u904b\u884c KeyBERT \u548c DTM \u6a21\u578b\u9032\u884c\u521d\u6b65\u5206\u6790\u3002<\/p>\n\n\n\n<p class=\"\">5.2.2\u4e2d\u671f\uff084-9 \u500b\u6708\uff09\uff1a<\/p>\n\n\n\n<p class=\"\">1\uff09\u5fae\u8abf LLM\uff08\u5982 LLaMA-7B\uff09\u4ee5\u9069\u61c9\u6cd5\u5f8b\u8207\u6280\u8853\u6587\u672c\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u958b\u767c TFM \u9032\u884c\u8de8\u9818\u57df\u4e3b\u984c\u5206\u6790\u3002<\/p>\n\n\n\n<p class=\"\">5.2.3\u5f8c\u671f\uff0810-18 \u500b\u6708\uff09\uff1a<\/p>\n\n\n\n<p class=\"\">1\uff09\u5b8c\u6210\u7cfb\u7d71\u96c6\u6210\uff0c\u63d0\u4f9b\u5be6\u6642\u8a34\u8a1f\u98a8\u96aa\u8a55\u4f30\u529f\u80fd\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u901a\u904e\u7528\u6236\u6e2c\u8a66\u512a\u5316\u7cfb\u7d71\u6027\u80fd\u8207\u754c\u9762\u3002<\/p>\n\n\n\n<p class=\"\">6. \u7e3d\u7d50\u8207\u672a\u4f86\u5c55\u671b<\/p>\n\n\n\n<p class=\"\">6.1\u8a72\u8ad6\u6587\u63d0\u51fa\u7684\u4e3b\u984c\u5206\u6790\u6846\u67b6\u70ba\u5c08\u5229\u8a34\u8a1f\u7684\u6578\u64da\u8655\u7406\u8207\u8da8\u52e2\u5206\u6790\u63d0\u4f9b\u4e86\u6709\u529b\u5de5\u5177\u3002\u672c\u6587\u9032\u4e00\u6b65\u5efa\u8b70\u958b\u767c Agentic System\uff0c\u5c07\u8a72\u6846\u67b6\u8207 LLM \u7d50\u5408\uff0c\u5be6\u73fe\u5c08\u5229\u8a34\u8a1f\u7684\u5168\u9762\u81ea\u52d5\u5316\u5206\u6790\uff0c\u52a9\u529b\u4f01\u696d\u5728\u6280\u8853\u7af6\u722d\u4e2d\u53d6\u5f97\u512a\u52e2\u3002<\/p>\n\n\n\n<p class=\"\">6.2\u672a\u4f86\u6539\u9032\u65b9\u5411\u5305\u62ec\uff1a<\/p>\n\n\n\n<p class=\"\">6.2.1\u5f37\u5316 LLM \u5728\u591a\u8a9e\u8a00\u5c08\u5229\u8207\u8a34\u8a1f\u6578\u64da\u8655\u7406\u4e2d\u7684\u61c9\u7528\uff0c\u63d0\u5347\u8de8\u8a9e\u8a00\u8a9e\u7fa9\u5206\u6790\u7684\u6e96\u78ba\u6027\u3002<\/p>\n\n\n\n<p class=\"\">6.2.2\u5f15\u5165\u591a\u6a21\u614b\u6578\u64da\uff08\u5982\u5c08\u5229\u5716\u50cf\u8207\u6587\u672c\uff09\uff0c\u62d3\u5c55\u6846\u67b6\u7684\u5206\u6790\u7bc4\u570d\u8207\u5be6\u7528\u6027\u3002<\/p>\n\n\n\n<p class=\"\">6.2.3\u6301\u7e8c\u512a\u5316 Agentic System \u7684\u6a21\u578b\u6027\u80fd\uff0c\u78ba\u4fdd\u5176\u7a69\u5b9a\u6027\u8207\u7cbe\u5ea6\uff0c\u4e26\u63d0\u5347\u5176\u5728\u5be6\u969b\u61c9\u7528\u4e2d\u7684\u50f9\u503c\u3002<\/p>\n\n\n\n<p class=\"\">\u300aPatent litigation mining using a large language model\u2014Taking unmanned aerial vehicle development as the case domain\u300b<\/p>\n\n\n\n<p class=\"\"><a href=\"https:\/\/authors.elsevier.com\/a\/1kKNodA7TlyRJ\">https:\/\/authors.elsevier.com\/a\/1kKNodA7TlyRJ<\/a><\/p>\n\n\n\n<p class=\"\">\u88dc\u8a9e\uff1a<\/p>\n\n\n\n<p class=\"\">\u4e00\u3001\u8ad6\u6587\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u7a2e\u65b9\u6cd5\u8ad6\uff0c\u900f\u904e <a href=\"https:\/\/www.facebook.com\/hashtag\/%E6%A7%8B%E5%BB%BA%E6%9C%AC%E9%AB%94?__eep__=6&amp;__cft__[0]=AZWgMotNAQPfBL_8Sy3HJlshvels3RmGWcTPoxnuRESBE_oUqJXhzJ6s4r8wn4IpvSaGeUL2_mLXkfs1HyBqZH8oraGcpnb1r6KzY3i0RbsOCIjC9pzStb3Mzz5dzGoyp37nI-ShCuADUNcUG_BWeHjXxc33XngL-v2uRX9Y5vWq2A&amp;__tn__=*NK-R\">#\u69cb\u5efa\u672c\u9ad4<\/a>\uff08ontology\uff09\u4e26\u4f7f\u7528 K-means \u548c CorEx <a href=\"https:\/\/www.facebook.com\/hashtag\/%E4%B8%BB%E9%A1%8C%E6%A8%A1%E5%9E%8B?__eep__=6&amp;__cft__[0]=AZWgMotNAQPfBL_8Sy3HJlshvels3RmGWcTPoxnuRESBE_oUqJXhzJ6s4r8wn4IpvSaGeUL2_mLXkfs1HyBqZH8oraGcpnb1r6KzY3i0RbsOCIjC9pzStb3Mzz5dzGoyp37nI-ShCuADUNcUG_BWeHjXxc33XngL-v2uRX9Y5vWq2A&amp;__tn__=*NK-R\">#\u4e3b\u984c\u6a21\u578b<\/a> \u4f86\u5206\u6790 <a href=\"https:\/\/www.facebook.com\/hashtag\/%E5%B0%88%E5%88%A9%E8%A8%B4%E8%A8%9F%E6%95%B8%E6%93%9A?__eep__=6&amp;__cft__[0]=AZWgMotNAQPfBL_8Sy3HJlshvels3RmGWcTPoxnuRESBE_oUqJXhzJ6s4r8wn4IpvSaGeUL2_mLXkfs1HyBqZH8oraGcpnb1r6KzY3i0RbsOCIjC9pzStb3Mzz5dzGoyp37nI-ShCuADUNcUG_BWeHjXxc33XngL-v2uRX9Y5vWq2A&amp;__tn__=*NK-R\">#\u5c08\u5229\u8a34\u8a1f\u6578\u64da<\/a>\u3002\u5177\u9ad4\u4f86\u8aaa\uff0c\u4f5c\u8005\u4f7f\u7528\u4e86 <a href=\"https:\/\/www.facebook.com\/hashtag\/%E5%8B%95%E6%85%8B%E4%B8%BB%E9%A1%8C%E5%BB%BA%E6%A8%A1?__eep__=6&amp;__cft__[0]=AZWgMotNAQPfBL_8Sy3HJlshvels3RmGWcTPoxnuRESBE_oUqJXhzJ6s4r8wn4IpvSaGeUL2_mLXkfs1HyBqZH8oraGcpnb1r6KzY3i0RbsOCIjC9pzStb3Mzz5dzGoyp37nI-ShCuADUNcUG_BWeHjXxc33XngL-v2uRX9Y5vWq2A&amp;__tn__=*NK-R\">#\u52d5\u614b\u4e3b\u984c\u5efa\u6a21<\/a>\uff08Dynamic topic modeling\uff09\u548c <a href=\"https:\/\/www.facebook.com\/hashtag\/%E7%A7%91%E6%8A%80%E5%8A%9F%E8%83%BD%E7%9F%A9%E9%99%A3?__eep__=6&amp;__cft__[0]=AZWgMotNAQPfBL_8Sy3HJlshvels3RmGWcTPoxnuRESBE_oUqJXhzJ6s4r8wn4IpvSaGeUL2_mLXkfs1HyBqZH8oraGcpnb1r6KzY3i0RbsOCIjC9pzStb3Mzz5dzGoyp37nI-ShCuADUNcUG_BWeHjXxc33XngL-v2uRX9Y5vWq2A&amp;__tn__=*NK-R\">#\u79d1\u6280\u529f\u80fd\u77e9\u9663<\/a>\uff08Technology Function Matrix, TFM\uff09\u7b49\u6280\u8853\u624b\u6bb5\uff0c\u5c0d\u7121\u4eba\u6a5f\u884c\u696d\u7684\u5c08\u5229\u8cc7\u8a0a\u9032\u884c\u4e86\u5b8f\u89c0\u548c\u5fae\u89c0\u5c64\u9762\u7684\u5206\u6790\u3002<\/p>\n\n\n\n<p class=\"\">\u4e8c\u3001\u958b\u767c\u968e\u6bb5\uff08PLSoP\uff1aPipeline, LLM, Smart System, Optimization, Production\uff09<\/p>\n\n\n\n<p class=\"\">\u70ba\u78ba\u4fdd\u5404\u968e\u6bb5\u76ee\u6a19\u7684\u6709\u6548\u57f7\u884c\uff0c\u61c9\u57285.2 \u958b\u767c\u968e\u6bb5\u7684\u6bcf\u4e00\u968e\u6bb5\u4e2d\u660e\u78ba\u8a2d\u5b9a Benchmark\uff08\u57fa\u6e96\u6e2c\u8a66\uff09\u3001Milestone\uff08\u91cc\u7a0b\u7891\uff09 \u548c POC\uff08\u6982\u5ff5\u9a57\u8b49\uff09\u3002\u4ee5\u4e0b\u662f\u8a73\u7d30\u898f\u5283\uff1a<\/p>\n\n\n\n<p class=\"\">5.2.1\u521d\u671f\uff080-1 \u500b\u6708\uff09\uff1aPipeline \u5efa\u7acb\u8207\u57fa\u790e\u5206\u6790<\/p>\n\n\n\n<p class=\"\">5.2.1.1 \u4e3b\u8981\u76ee\u6a19\uff1a<\/p>\n\n\n\n<p class=\"\">1\uff09\u5efa\u7acb\u6578\u64da\u8655\u7406\u7ba1\u9053\uff0c\u5b8c\u6210\u57fa\u790e\u6578\u64da\u6e05\u6d17\u8207\u7d50\u69cb\u5316\u8655\u7406\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u4f7f\u7528\u73fe\u6709\u5de5\u5177\uff0c\u904b\u884c KeyBERT \u548c DTM \u6a21\u578b\u9032\u884c\u521d\u6b65\u5206\u6790\u4e3b\u984c\u5206\u6790\uff0c\u9a57\u8b49\u5206\u6790\u6846\u67b6\u7684\u53ef\u884c\u6027\u3002<\/p>\n\n\n\n<p class=\"\">5.2.1.2 Benchmark\uff1a<\/p>\n\n\n\n<p class=\"\">1\uff09\u6578\u64da\u6e05\u6d17\u6e96\u78ba\u7387\u9054 95%\uff08\u9a57\u8b49\u6578\u64da\u5b8c\u6574\u6027\u8207\u4e00\u81f4\u6027\uff09\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u95dc\u9375\u8a5e\u63d0\u53d6\u6a21\u578b\uff08KeyBERT\uff09\u7684\u7cbe\u78ba\u5ea6\u4e0d\u4f4e\u65bc 85%\u3002<\/p>\n\n\n\n<p class=\"\">5.2.1.3 Milestone\uff1a<\/p>\n\n\n\n<p class=\"\">1\uff09\u5efa\u7acb\u4e00\u689d\u7a69\u5b9a\u7684\u6578\u64da\u7ba1\u9053\uff0c\u53ef\u8655\u7406\u591a\u8a9e\u8a00\u5c08\u5229\u8207\u6cd5\u5f8b\u6578\u64da\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u5b8c\u6210\u5c08\u5229\u6578\u64da\u7684\u521d\u6b65\u4e3b\u984c\u63d0\u53d6\u548c\u7d50\u69cb\u5316\u5206\u6790\u3002<\/p>\n\n\n\n<p class=\"\">5.2.1.4 POC\uff1a\u69cb\u5efa\u4e00\u500b\u5c0f\u898f\u6a21\u6982\u5ff5\u9a57\u8b49\u6578\u64da\u96c6\uff08\u5305\u542b 100 \u7bc7\u5c08\u5229\u6587\u4ef6\u8207 50 \u7bc7\u8a34\u8a1f\u6587\u672c\uff09\uff0c\u6e2c\u8a66\u6578\u64da\u6e05\u6d17\u548c\u521d\u6b65\u5206\u6790\u6846\u67b6\u7684\u6548\u80fd\u3002<\/p>\n\n\n\n<p class=\"\">5.2.2. \u4e2d\u671f\uff082-3 \u500b\u6708\uff09\uff1aLLM \u5fae\u8abf\u8207\u667a\u80fd\u9ad4\u7cfb\u7d71\u6e2c\u8a66<\/p>\n\n\n\n<p class=\"\">5.2.2.1 \u4e3b\u8981\u76ee\u6a19\uff1a<\/p>\n\n\n\n<p class=\"\">1\uff09\u5fae\u8abf\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff0c\u5982LLaMA-7B\uff09\uff0c\u4ee5\u9069\u61c9\u5c08\u5229\u8207\u6cd5\u5f8b\u6587\u672c\u7684\u7279\u5b9a\u9700\u6c42\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u958b\u767c\u79d1\u6280\u529f\u80fd\u77e9\u9663\uff08TFM\uff09\uff0c\u5b8c\u6210\u8de8\u9818\u57df\u4e3b\u984c\u5206\u6790\u529f\u80fd\u3002<\/p>\n\n\n\n<p class=\"\">3\uff09\u555f\u52d5\u667a\u80fd\u9ad4\u7cfb\u7d71\u7684\u5167\u90e8\u6e2c\u8a66\u8207\u5e02\u5834\u6e2c\u8a66\uff0c\u6536\u96c6\u7528\u6236\u53cd\u994b\u4e26\u512a\u5316\u7cfb\u7d71\u3002<\/p>\n\n\n\n<p class=\"\">5.2.2.2 Benchmark\uff1a<\/p>\n\n\n\n<p class=\"\">1\uff09\u5fae\u8abf\u5f8c\u7684 LLM \u80fd\u5920\u6e96\u78ba\u8b58\u5225 90% \u7684\u5c08\u5229\u8853\u8a9e\u8207\u6cd5\u5f8b\u8981\u9ede\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u4e3b\u984c\u5efa\u6a21\u5de5\u5177\uff08\u5982 DTM \u548c CorEx\uff09\u5728\u6642\u5e8f\u5206\u6790\u4e2d\u7684\u6e96\u78ba\u5ea6\u9054 88%\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u667a\u80fd\u9ad4\u7cfb\u7d71\u7684\u5e02\u5834\u6e2c\u8a66\u6eff\u610f\u5ea6\u4e0d\u4f4e\u65bc 80%\u3002<\/p>\n\n\n\n<p class=\"\">5.2.2.3 Milestone\uff1a<\/p>\n\n\n\n<p class=\"\">1\uff09\u5b8c\u6210\u57fa\u65bc\u5c08\u5229\u6578\u64da\u7684 LLM \u5fae\u8abf\uff08\u4f8b\u5982LLaMA-7B\uff09\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u958b\u767c\u4e26\u9a57\u8b49\u79d1\u6280\u529f\u80fd\u77e9\u9663\uff08TFM\uff09\u7684\u6e96\u78ba\u6027\u548c\u53ef\u89e3\u91cb\u6027\u3002<\/p>\n\n\n\n<p class=\"\">3\uff09\u555f\u52d5\u667a\u80fd\u9ad4\u7cfb\u7d71\u7684\u7b2c\u4e00\u8f2a\u5e02\u5834\u6e2c\u8a66\uff0c\u6536\u96c6\u4f86\u81ea 10-15 \u540d\u6e2c\u8a66\u7528\u6236\u7684\u53cd\u994b\u3002<\/p>\n\n\n\n<p class=\"\">5.2.2.4 POC\uff1a\u69cb\u5efa\u4e00\u500b\u5177\u5099\u5b8c\u6574\u529f\u80fd\u7684\u5c0f\u578b\u667a\u80fd\u9ad4\u7cfb\u7d71\u539f\u578b\uff0c\u5c0d\u81f3\u5c11 50 \u7bc7\u5c08\u5229\u548c 20 \u7bc7\u8a34\u8a1f\u6587\u672c\u9032\u884c\u98a8\u96aa\u8a55\u4f30\u6e2c\u8a66\u3002<\/p>\n\n\n\n<p class=\"\">5.2.3. \u5f8c\u671f\uff084-6 \u500b\u6708\uff09\uff1a\u7cfb\u7d71\u96c6\u6210\u8207\u512a\u5316<\/p>\n\n\n\n<p class=\"\">5.2.3.1 \u4e3b\u8981\u76ee\u6a19\uff1a<\/p>\n\n\n\n<p class=\"\">1\uff09\u5b8c\u6210\u667a\u80fd\u9ad4\u7cfb\u7d71\u7684\u96c6\u6210\u8207\u512a\u5316\uff0c\u5be6\u73fe\u8a34\u8a1f\u98a8\u96aa\u8a55\u4f30\u7684\u81ea\u52d5\u5316\u8207\u5373\u6642\u5206\u6790\u529f\u80fd\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u901a\u904e\u5168\u9762\u7528\u6236\u6e2c\u8a66\uff0c\u5b8c\u6210\u7cfb\u7d71\u6027\u80fd\u8207\u754c\u9762\u512a\u5316\u3002<\/p>\n\n\n\n<p class=\"\">3\uff09\u6b63\u5f0f\u63a8\u51fa\u7522\u54c1\u4e26\u9032\u884c\u65e9\u671f\u5ba2\u6236\u5c0e\u5165\u3002<\/p>\n\n\n\n<p class=\"\">5.2.3.2 Benchmark\uff1a<\/p>\n\n\n\n<p class=\"\">1\uff09\u7cfb\u7d71\u7684\u5168\u6d41\u7a0b\u81ea\u52d5\u5316\u6e96\u78ba\u7387\u4e0d\u4f4e\u65bc 92%\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u7cfb\u7d71\u754c\u9762\u53ef\u7528\u6027\u6e2c\u8a66\uff08Usability Testing\uff09\u5f97\u5206\u4e0d\u4f4e\u65bc 85 \u5206\u3002<\/p>\n\n\n\n<p class=\"\">3\uff09\u7cfb\u7d71\u5e73\u5747\u5206\u6790\u8655\u7406\u6642\u9593\u5c0f\u65bc 5 \u79d2\u3002<\/p>\n\n\n\n<p class=\"\">5.2.3.3 Milestone\uff1a<\/p>\n\n\n\n<p class=\"\">1\uff09\u5b8c\u6210\u667a\u80fd\u7cfb\u7d71\u7684\u5168\u529f\u80fd\u96c6\u6210\uff0c\u5305\u62ec\u6578\u64da\u8655\u7406\u3001\u4e3b\u984c\u5efa\u6a21\u548c\u98a8\u96aa\u8a55\u4f30\u6a21\u7d44\u3002<\/p>\n\n\n\n<p class=\"\">2\uff09\u7d93\u904e\u591a\u8f2a\u7528\u6236\u6e2c\u8a66\u5f8c\uff0c\u7cfb\u7d71\u6027\u80fd\u9054\u5230\u5546\u696d\u5316\u6a19\u6e96\u3002<\/p>\n\n\n\n<p class=\"\">3\uff09\u6210\u529f\u5c0e\u5165\u9996\u6279\u4f01\u696d\u7528\u6236\uff085-10 \u5bb6\uff09\uff0c\u4e26\u63d0\u4f9b\u6280\u8853\u652f\u6301\u8207\u61c9\u7528\u57f9\u8a13\u3002<\/p>\n\n\n\n<p class=\"\">5.2.3.4 POC\uff1a\u5728\u65e9\u671f\u5ba2\u6236\u5c0e\u5165\u74b0\u5883\u4e0b\uff0c\u5c0d 100 \u500b\u5c08\u5229\u6848\u4f8b\u548c 50 \u8d77\u8a34\u8a1f\u9032\u884c\u5b8c\u6574\u6e2c\u8a66\uff0c\u9a57\u8b49\u7cfb\u7d71\u7684\u5546\u696d\u53ef\u884c\u6027\u3002<\/p>\n\n\n\n<p class=\"\">5.2.4\u7e3d\u7d50\u898f\u5283<\/p>\n\n\n\n<p class=\"\">\u2022 Benchmark \u78ba\u4fdd\u6bcf\u968e\u6bb5\u7684\u6280\u8853\u6307\u6a19\u6e05\u6670\u53ef\u91cf\u5316\u3002<\/p>\n\n\n\n<p class=\"\">\u2022 Milestone \u70ba\u95dc\u9375\u9032\u5c55\u8a2d\u5b9a\u5177\u9ad4\u6210\u679c\u76ee\u6a19\uff0c\u8a55\u4f30\u9805\u76ee\u9032\u5c55\u60c5\u6cc1\u3002<\/p>\n\n\n\n<p class=\"\">\u2022 POC \u7528\u65bc\u5feb\u901f\u9a57\u8b49\u6982\u5ff5\u8207\u6280\u8853\u7684\u53ef\u884c\u6027\uff0c\u964d\u4f4e\u5f8c\u671f\u6280\u8853\u98a8\u96aa\u3002<\/p>\n\n\n\n<p class=\"\">\u8a72\u898f\u5283\u7d50\u5408 Benchmark\u3001Milestone \u548c POC\uff0c\u5efa\u7acb\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u958b\u767c\u6d41\u7a0b\uff0c\u78ba\u4fdd\u5728\u7e2e\u77ed\u6642\u7a0b\u7684\u540c\u6642\uff0c\u63d0\u5347\u958b\u767c\u904e\u7a0b\u4e2d\u7684\u8cea\u91cf\u63a7\u5236\u8207\u5546\u696d\u5316\u53ef\u884c\u6027\u3002<\/p>\n\n\n\n<p class=\"\">\u662f\u5426\u5275\u5efa\u4e86\u4e00\u500b\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u4f86\u5be6\u73fe\u9019\u4e00\u904e\u7a0b\u7684\u81ea\u52d5\u5316\u3002<\/p>\n\n\n\n<p class=\"\"><\/p>\n\n\n\n<div class=\"nfd-container nfd-p-md nfd-wb-gallery__gallery-1 wp-block-group has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-d7d455e7 wp-block-columns-is-layout-flex\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow 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src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 473px; --smush-placeholder-aspect-ratio: 473\/1024;\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-d7d455e7 wp-block-columns-is-layout-flex\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"905\" height=\"1024\" data-src=\"https:\/\/pinglex.ai\/wp-content\/uploads\/2025\/01\/image-3-905x1024.png\" alt=\"\" class=\"wp-image-474 lazyload\" data-srcset=\"https:\/\/pinglex.ai\/wp-content\/uploads\/2025\/01\/image-3-905x1024.png 905w, https:\/\/pinglex.ai\/wp-content\/uploads\/2025\/01\/image-3-265x300.png 265w, 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https:\/\/pinglex.ai\/wp-content\/uploads\/2025\/01\/image-4-300x130.png 300w, https:\/\/pinglex.ai\/wp-content\/uploads\/2025\/01\/image-4-768x332.png 768w, https:\/\/pinglex.ai\/wp-content\/uploads\/2025\/01\/image-4-600x259.png 600w, https:\/\/pinglex.ai\/wp-content\/uploads\/2025\/01\/image-4.png 1480w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/443;\" \/><\/figure>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>1. \u7814\u7a76\u80cc\u666f\u8207\u76ee\u7684 \u96a8\u8457\u79d1\u6280\u767c\u5c55\uff0c\u5c08\u5229\u8a34\u8a1f\u5728\u6280\u8853\u7af6\u722d\u4e2d\u6210\u70ba\u4f01\u696d\u7684\u91cd\u8981\u6230\u7565\u624b\u6bb5\u3002\u5c24\u5176\u662f\u5728\u5feb\u901f\u589e\u9577\u7684\u6280\u8853\u9818\u57df\uff08\u5982 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":145,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","iawp_total_views":4,"footnotes":""},"categories":[56,24,27],"tags":[34,28,83,74],"class_list":["post-470","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-56","category-news","category-llm","tag-ai","tag-chatgpt","tag-83","tag-74"],"_links":{"self":[{"href":"https:\/\/pinglex.ai\/index.php?rest_route=\/wp\/v2\/posts\/470","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pinglex.ai\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pinglex.ai\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/pinglex.ai\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/pinglex.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=470"}],"version-history":[{"count":1,"href":"https:\/\/pinglex.ai\/index.php?rest_route=\/wp\/v2\/posts\/470\/revisions"}],"predecessor-version":[{"id":476,"href":"https:\/\/pinglex.ai\/index.php?rest_route=\/wp\/v2\/posts\/470\/revisions\/476"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pinglex.ai\/index.php?rest_route=\/wp\/v2\/media\/145"}],"wp:attachment":[{"href":"https:\/\/pinglex.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=470"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pinglex.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=470"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pinglex.ai\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=470"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}