{"id":7477,"date":"2024-10-22T02:54:27","date_gmt":"2024-10-21T18:54:27","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=7477"},"modified":"2024-10-22T02:55:02","modified_gmt":"2024-10-21T18:55:02","slug":"6zhouchengweitishigongai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/6zhouchengweitishigongai\/","title":{"rendered":"6\u5468\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u7684\u5b66\u4e60\u8def\u5f84\uff08\u8f6c\uff09"},"content":{"rendered":"<h2 id=\"_1\">\u4ecb\u7ecd<\/h2>\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u9886\u57df\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u63d0\u793a\u5de5\u7a0b\u5df2\u6210\u4e3a\u4e00\u9879\u9887\u5177\u524d\u666f\u7684\u804c\u4e1a\u3002\u5982\u4eca\uff0c\u8bb8\u591a\u4eba\u90fd\u5728\u52aa\u529b\u638c\u63e1\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6709\u6548\u4ea4\u4e92\u7684\u6280\u80fd\u3002\u4f60\u662f\u5426\u4e5f\u6709\u540c\u6837\u7684\u613f\u671b\uff1f\u662f\u5426\u5728\u601d\u8003\u4ece\u54ea\u91cc\u5f00\u59cb\u4ee5\u53ca\u5982\u4f55\u8fdb\u884c\uff1f\u6211\u4eec\u63d0\u4f9b\u4e86\u8fd9\u4e2a\u5b66\u4e60\u8def\u5f84\uff0c\u5e2e\u52a9\u4f60\u6210\u4e3a\u4e00\u540d\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u3002\u8fd9\u4e2a\u5168\u9762\u7684\u6307\u5357\u65e8\u5728\u5e2e\u52a9\u4f60\u4ece\u57fa\u7840\u5230\u9ad8\u7ea7\u6280\u5de7\uff0c\u9010\u6b65\u638c\u63e1\u63d0\u793a\u5de5\u7a0b\u3002\u65e0\u8bba\u4f60\u662f\u521d\u5b66\u8005\u8fd8\u662f\u6709\u7ecf\u9a8c\u7684\uff0c\u8fd9\u4e2a\u7ed3\u6784\u5316\u7684\u5b66\u4e60\u8def\u5f84\u5c06\u4e3a\u4f60\u63d0\u4f9b\u638c\u63e1 LLM \u6240\u9700\u7684\u77e5\u8bc6\u548c\u5b9e\u8df5\u6280\u80fd\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7478\" title=\"6\u5468\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u7684\u5b66\u4e60\u8def\u5f84-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/fa05ed86fac6b73.jpg\" alt=\"6\u5468\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u7684\u5b66\u4e60\u8def\u5f84-1\" width=\"2560\" height=\"1439\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/fa05ed86fac6b73.jpg 2560w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/fa05ed86fac6b73-300x169.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/fa05ed86fac6b73-1024x576.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/fa05ed86fac6b73-768x432.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/fa05ed86fac6b73-1536x863.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/fa05ed86fac6b73-2048x1151.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<h4 id=\"_4\">\u6982\u8ff0<\/h4>\n<ul>\n<li>\u7406\u89e3\u4ec0\u4e48\u662f\u63d0\u793a\u5de5\u7a0b\u3002<\/li>\n<li>\u5b66\u4e60\u5982\u4f55\u5728 6 \u5468\u5185\u638c\u63e1\u63d0\u793a\u5de5\u7a0b\u3002<\/li>\n<li>\u4e86\u89e3\u6bcf\u5468\u9700\u8981\u5b66\u4e60\u7684\u5185\u5bb9\u4ee5\u53ca\u5982\u4f55\u8fdb\u884c\u7ec3\u4e60\u3002<\/li>\n<\/ul>\n<h2 id=\"_6\">\u76ee\u5f55<\/h2>\n<ol>\n<li>\u7b2c 1 \u5468\uff1a\u63d0\u793a\u5de5\u7a0b\u7b80\u4ecb<\/li>\n<li>\u7b2c 2 \u5468\uff1a\u4e3a\u63d0\u793a\u8bbe\u7f6e LLM<\/li>\n<li>\u7b2c 3 \u5468\uff1a\u7f16\u5199\u6709\u6548\u7684\u63d0\u793a<\/li>\n<li>\u7b2c 4 \u5468\uff1a\u7406\u89e3\u63d0\u793a\u6a21\u5f0f<\/li>\n<li>\u7b2c 5 \u5468\uff1a\u9ad8\u7ea7\u63d0\u793a\u6280\u5de7<\/li>\n<li>\u7b2c 6 \u5468\uff1a\u9ad8\u7ea7\u63d0\u793a\u7b56\u7565<\/li>\n<li>\u5e38\u89c1\u95ee\u9898<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2 id=\"_8\">\u7b2c 1 \u5468\uff1a\u63d0\u793a\u5de5\u7a0b\u7b80\u4ecb<\/h2>\n<p>\u5728\u63d0\u793a\u5de5\u7a0b\u4e4b\u65c5\u7684\u7b2c\u4e00\u5468\uff0c\u91cd\u70b9\u5b66\u4e60\u4ee5\u4e0b\u4e3b\u9898<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7479\" title=\"6\u5468\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u7684\u5b66\u4e60\u8def\u5f84-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/1e47edc91d4d09d.webp\" alt=\"6\u5468\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u7684\u5b66\u4e60\u8def\u5f84-2\" width=\"600\" height=\"300\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/1e47edc91d4d09d.webp 600w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/1e47edc91d4d09d-300x150.webp 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<h4 id=\"_11\">\u4ec0\u4e48\u662f\u63d0\u793a\u5de5\u7a0b\uff1f<\/h4>\n<ul>\n<li>\u4e86\u89e3NLP\u00a0\u4e2d\u63d0\u793a\u5de5\u7a0b\u7684\u6982\u5ff5\u53ca\u5176\u91cd\u8981\u6027\u3002<\/li>\n<li>\u7406\u89e3\u5982\u4f55\u7f16\u5199\u6709\u6548\u7684\u63d0\u793a\u53ca\u5176\u5bf9\u8bed\u8a00\u6a21\u578b\u8f93\u51fa\u7684\u5f71\u54cd\u3002<\/li>\n<li>\u5b66\u4e60\u63d0\u793a\u5de5\u7a0b\u7684\u5386\u53f2\u80cc\u666f\u548c\u53d1\u5c55\u6f14\u53d8\uff0c\u4e86\u89e3\u5176\u5982\u4f55\u9010\u6b65\u53d1\u5c55\u3002<\/li>\n<\/ul>\n<h4 id=\"_13\">LLM \u5982\u4f55\u5de5\u4f5c\uff1f<\/h4>\n<ul>\n<li>\u63a2\u7d22 LLM \u7684\u57fa\u672c\u539f\u7406\uff0c\u5e76\u7528\u7b80\u5355\u3001\u975e\u6280\u672f\u6027\u7684\u8bed\u8a00\u7406\u89e3\u5176\u5de5\u4f5c\u539f\u7406\u3002<\/li>\n<li>\u5b66\u4e60 LLM \u7684\u8bad\u7ec3\u548c\u5de5\u4f5c\u539f\u7406\uff0c\u7ed3\u5408\u7b80\u5355\u7684\u7c7b\u6bd4\u548c\u793a\u4f8b\u8fdb\u884c\u7406\u89e3\u3002<\/li>\n<li>\u4e86\u89e3\u4e0d\u540c\u7684 LLM\uff0c\u5982\u00a0GPT-4o\u3001Llama\u00a0\u548c\u00a0Mistral\uff0c\u4ee5\u53ca\u5b83\u4eec\u7684\u72ec\u7279\u529f\u80fd\u548c\u5e94\u7528\u573a\u666f\u3002<\/li>\n<\/ul>\n<h4 id=\"_15\">\u63d0\u793a\u5de5\u7a0b\u7684\u89d2\u8272<\/h4>\n<ul>\n<li>\u7406\u89e3\u63d0\u793a\u5de5\u7a0b\u5e08\u3001\u6570\u636e\u79d1\u5b66\u5bb6\u3001\u7b49\u804c\u4f4d\u7684\u5de5\u4f5c\u63cf\u8ff0\u53ca\u5176\u6240\u9700\u7684\u7279\u5b9a\u6280\u80fd\u3002<\/li>\n<li>\u901a\u8fc7\u5b9e\u9645\u9879\u76ee\u548c\u4efb\u52a1\u793a\u4f8b\uff0c\u4e86\u89e3\u63d0\u793a\u5de5\u7a0b\u7684\u5b9e\u9645\u5e94\u7528\u3002<\/li>\n<\/ul>\n<h4 id=\"_17\">\u63d0\u793a\u5de5\u7a0b\u7684\u5b9e\u9645\u5e94\u7528<\/h4>\n<ul>\n<li>\u7814\u7a76\u5c55\u793a\u63d0\u793a\u5de5\u7a0b\u5728\u5404\u884c\u4e1a\u6210\u529f\u5e94\u7528\u7684\u6848\u4f8b\u7814\u7a76\u3002<br \/>\n\u4f8b\u5982\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2303.07142\">LLMs \u5728\u5de5\u4f5c\u573a\u6240\uff1a\u5173\u4e8e\u63d0\u793a\u5de5\u7a0b\u7528\u4e8e\u804c\u4f4d\u5206\u7c7b\u7684\u6848\u4f8b\u7814\u7a76<\/a>\u3002<\/li>\n<li>\u8ba8\u8bba\u63d0\u793a\u5de5\u7a0b\u5bf9 AI \u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\uff0c\u5e76\u4e86\u89e3\u5176\u5982\u4f55\u63d0\u9ad8\u8fd9\u4e9b\u6a21\u578b\u7684\u6709\u6548\u6027\u3002<\/li>\n<\/ul>\n<h4 id=\"_19\">\u5b9e\u8df5<\/h4>\n<ol>\n<li><strong>\u63a2\u7d22 LLM \u6392\u884c\u699c<\/strong>\uff1a\u4e86\u89e3 MMLU-Pro\u3001HuamnEval\u3001Chatbot Arena \u7b49\u5404\u79cd\u57fa\u51c6\u6d4b\u8bd5\u3002\u63a2\u7d22\u4e0d\u540c\u7684 LLM \u6392\u884c\u699c\uff0c\u4e86\u89e3\u5728\u4e0d\u540c\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u76ee\u524d\u9886\u5148\u7684\u6a21\u578b\u3002<br \/>\n\u4f8b\u5982\uff1a<a href=\"https:\/\/huggingface.co\/spaces\/open-llm-leaderboard\/open_llm_leaderboard\">open-llm-leaderboard \u7684 Hugging Face Space<\/a>\u3001<a href=\"https:\/\/artificialanalysis.ai\/leaderboards\/models\">LLM \u6392\u884c\u699c | Artificial Analysis<\/a><\/li>\n<li><strong>\u8bc6\u522b\u5173\u952e\u6280\u80fd\u5e76\u5206\u6790\u63d0\u793a\u5de5\u7a0b\u6848\u4f8b\u7814\u7a76<\/strong>\uff1a\u9996\u5148\u901a\u8fc7\u67e5\u770b\u804c\u4f4d\u63cf\u8ff0\u548c\u4e13\u4e1a\u6863\u6848\uff0c\u8bc6\u522b\u63d0\u793a\u5de5\u7a0b\u5e08\u6240\u9700\u7684\u5e38\u89c1\u6280\u80fd\u548c\u8d44\u683c\u3002\u7814\u7a76\u5e76\u603b\u7ed3\u63d0\u793a\u5de5\u7a0b\u5728\u5404\u884c\u4e1a\u4e2d\u7684\u5b9e\u9645\u5e94\u7528\uff0c\u91cd\u70b9\u5173\u6ce8\u63d0\u793a\u7684\u8bbe\u8ba1\u65b9\u5f0f\u53ca\u5176\u5b9e\u73b0\u7684\u7ed3\u679c\u3002<br \/>\n\u4f8b\u5982\uff1a<a href=\"https:\/\/promptengineering.org\/tag\/case-study\/\">\u6848\u4f8b\u7814\u7a76\u2014\u2014\u63d0\u793a\u5de5\u7a0b<\/a>\u3001<a href=\"https:\/\/medium.com\/@aigeek_\/the-power-of-prompt-engineering-13-practical-examples-that-make-a-difference-ee0a63245b4c\">\u751f\u6210\u5f0f AI \u9a71\u52a8\u7684 AI \u5e94\u7528\u5728 13 \u4e2a\u5b9e\u9645\u7528\u4f8b\u4e2d\u7684\u5f71\u54cd<\/a>\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2 id=\"_21\">\u7b2c 2 \u5468\uff1a\u4e3a\u63d0\u793a\u8bbe\u7f6e\u5927\u8bed\u8a00\u6a21\u578b<\/h2>\n<p>\u672c\u5468\uff0c\u6211\u4eec\u5c06\u5b66\u4e60\u5982\u4f55\u901a\u8fc7\u4e0d\u540c\u65b9\u5f0f\u8bbe\u7f6e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6765\u8fdb\u884c\u63d0\u793a\u3002\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u4efb\u4f55\u63d0\u5230\u7684\u65b9\u6cd5\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7482\" title=\"6\u5468\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u7684\u5b66\u4e60\u8def\u5f84-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/ad16f7cfaccf450.jpg\" alt=\"6\u5468\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u7684\u5b66\u4e60\u8def\u5f84-3\" width=\"2560\" height=\"1439\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/ad16f7cfaccf450.jpg 2560w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/ad16f7cfaccf450-300x169.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/ad16f7cfaccf450-1024x576.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/ad16f7cfaccf450-768x432.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/ad16f7cfaccf450-1536x863.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/ad16f7cfaccf450-2048x1151.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<h4 id=\"_24\">\u76f4\u63a5\u5728 LLM \u7f51\u7ad9\u4e0a\u8bbf\u95ee<\/h4>\n<ul>\n<li>\u5b66\u4e60\u5982\u4f55\u901a\u8fc7 LLM \u7684\u7f51\u9875\u5e73\u53f0\u76f4\u63a5\u4f7f\u7528\u8fd9\u4e9b\u6a21\u578b\u3002<\/li>\n<li>\u4e86\u89e3\u5982\u4f55\u521b\u5efa\u8d26\u6237\u4ee5\u53ca\u5982\u4f55\u5728\u6d41\u884c\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5e73\u53f0\u4e0a\u5bfc\u822a\u754c\u9762\u3002<\/li>\n<\/ul>\n<h4 id=\"_26\">\u5728\u672c\u5730\u8fd0\u884c\u5f00\u6e90 LLM<\/h4>\n<ul>\n<li>\u63a2\u7d22\u5982\u4f55\u5728\u672c\u5730\u673a\u5668\u4e0a\u8fd0\u884c\u00a0\u5f00\u6e90 LLM\u00a0\uff08\u4f8b\u5982 Llama3\u3001Mistral\u3001Phi3 \u7b49\uff09 \u7684\u8bbe\u7f6e\u8fc7\u7a0b\uff0c\u4f7f\u7528 Hugging Face \u6216 <a href=\"https:\/\/www.kdjingpai.com\/en\/ollama\/\">Ollama<\/a> \u4ee5\u53ca msty.app \u6216 Open WebUI\u3002<\/li>\n<li>\u4e86\u89e3\u4e0d\u540c\u5f00\u6e90 LLM \u7684\u786c\u4ef6\u548c\u8f6f\u4ef6\u8981\u6c42\u3002<\/li>\n<\/ul>\n<h4 id=\"_28\">\u901a\u8fc7 API \u8fdb\u884c\u7f16\u7a0b\u8bbf\u95ee<\/h4>\n<ul>\n<li>\u5b66\u4e60\u5982\u4f55\u6ce8\u518c\u83b7\u53d6 API \u8bbf\u95ee\u6743\u9650\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u5e73\u53f0\u4e3a LLM \u63d0\u4f9b API \u8bbf\u95ee\u6743\u9650\uff0c\u50cf GPT-4o\u3001Claude\u3001Gemini\u00a0\u7b49\uff0c\u4ee5\u53ca\u4f7f\u7528 Hugging Face Inference API \u8bbf\u95ee Llama\u3001Phi\u3001Gemma \u7b49\u6a21\u578b\u3002<\/li>\n<li>\u5b66\u4e60\u5982\u4f55\u914d\u7f6e API \u5bc6\u94a5\uff0c\u5e76\u5c06\u5176\u96c6\u6210\u5230\u5404\u79cd\u5e94\u7528\u7a0b\u5e8f\u4e2d\u4ee5\u8fdb\u884c\u63d0\u793a\u751f\u6210\u3002<br \/>\n<a href=\"https:\/\/docs.aicontentlabs.com\/category\/setting-up-api-keys\/\">\u5728 AI Content Labs \u8bbe\u7f6e API \u5bc6\u94a5<\/a><\/li>\n<\/ul>\n<h4 id=\"_30\">\u5b9e\u8df5<\/h4>\n<ol>\n<li><strong>\u901a\u8fc7\u7f51\u7ad9\u8bbf\u95ee LLM<\/strong>\uff1a\u521b\u5efa\u8d26\u6237\u5e76\u5728 LLM \u7684\u7f51\u7ad9\u4e0a\u76f4\u63a5\u5c1d\u8bd5\u751f\u6210\u63d0\u793a\u3002<\/li>\n<li><strong>\u5728\u672c\u5730\u8bbe\u7f6e\u5f00\u6e90 LLM<\/strong>\uff1a\u6309\u7167\u6307\u5357\u4e0b\u8f7d\u3001\u5b89\u88c5\u548c\u914d\u7f6e\u672c\u5730\u7684\u5f00\u6e90 LLM\uff0c\u5e76\u4f7f\u7528\u5404\u79cd\u63d0\u793a\u8fdb\u884c\u6d4b\u8bd5\u3002<\/li>\n<li><strong>\u6ce8\u518c API \u5bc6\u94a5<\/strong>\uff1a\u5b8c\u6210\u4ece OpenAI \u7b49\u63d0\u4f9b\u5546\u5904\u83b7\u53d6 API \u5bc6\u94a5\u7684\u8fc7\u7a0b\uff0c\u5e76\u7f16\u5199\u4e00\u4e2a\u7b80\u5355\u7684\u811a\u672c\uff0c\u4f7f\u7528\u8be5\u5bc6\u94a5\u751f\u6210\u63d0\u793a\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2 id=\"_32\">\u7b2c 3 \u5468\uff1a\u7f16\u5199\u6709\u6548\u7684\u63d0\u793a<\/h2>\n<p>\u672c\u5468\u6211\u4eec\u5c06\u5b66\u4e60\u5982\u4f55\u521b\u5efa\u5404\u79cd\u63d0\u793a\u7c7b\u578b\uff0c\u4ee5\u6709\u6548\u5f15\u5bfc\u8bed\u8a00\u6a21\u578b\uff0c\u91cd\u70b9\u5173\u6ce8\u6e05\u6670\u7684\u6307\u4ee4\u3001\u793a\u4f8b\u3001\u8fed\u4ee3\u3001\u5206\u9694\u7b26\u3001\u7ed3\u6784\u5316\u683c\u5f0f\u4ee5\u53ca\u6e29\u5ea6\u53c2\u6570\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7480\" title=\"6\u5468\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u7684\u5b66\u4e60\u8def\u5f84-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/ff8dee58c10948f.jpg\" alt=\"6\u5468\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u7684\u5b66\u4e60\u8def\u5f84-4\" width=\"872\" height=\"490\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/ff8dee58c10948f.jpg 872w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/ff8dee58c10948f-300x169.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/ff8dee58c10948f-768x432.jpg 768w\" sizes=\"auto, (max-width: 872px) 100vw, 872px\" \/><\/p>\n<h4 id=\"_35\">\u7f16\u5199\u6e05\u6670\u4e14\u5177\u4f53\u7684\u6307\u4ee4<\/h4>\n<ul>\n<li>\u5b66\u4e60\u5982\u4f55\u7f16\u5199\u6e05\u6670\u4e14\u5177\u4f53\u7684\u6307\u4ee4\uff0c\u4ee5\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u9884\u671f\u8f93\u51fa\u3002<\/li>\n<li>\u4e86\u89e3\u6e05\u6670\u5ea6\u548c\u5177\u4f53\u6027\u5728\u907f\u514d\u6b67\u4e49\u548c\u63d0\u9ad8\u54cd\u5e94\u51c6\u786e\u6027\u65b9\u9762\u7684\u91cd\u8981\u6027\u3002<\/li>\n<\/ul>\n<h4 id=\"_37\">\u4f7f\u7528\u5177\u4f53\u793a\u4f8b<\/h4>\n<ul>\n<li>\u5b66\u4e60\u5728\u63d0\u793a\u4e2d\u4f7f\u7528\u5177\u4f53\u793a\u4f8b\u7684\u6280\u5de7\uff0c\u4ee5\u63d0\u4f9b\u4e0a\u4e0b\u6587\u5e76\u63d0\u9ad8\u6a21\u578b\u8f93\u51fa\u7684\u76f8\u5173\u6027\u3002<\/li>\n<li>\u4e86\u89e3\u5982\u4f55\u901a\u8fc7\u793a\u4f8b\u6765\u5c55\u793a\u9884\u671f\u7684\u683c\u5f0f\u6216\u54cd\u5e94\u7c7b\u578b\u3002<\/li>\n<\/ul>\n<h4 id=\"_39\">\u53d8\u6362\u63d0\u793a\u5e76\u8fdb\u884c\u8fed\u4ee3<\/h4>\n<ul>\n<li>\u63a2\u8ba8\u53d8\u6362\u63d0\u793a\u5e76\u8fdb\u884c\u8fed\u4ee3\uff0c\u4ee5\u6539\u8fdb\u8f93\u51fa\u8d28\u91cf\u7684\u4f18\u52bf\u3002<\/li>\n<li>\u4e86\u89e3\u63d0\u793a\u4e2d\u7684\u5c0f\u53d8\u5316\u5982\u4f55\u5bfc\u81f4\u7ed3\u679c\u7684\u663e\u8457\u6539\u5584\u3002<\/li>\n<\/ul>\n<h4 id=\"_41\">\u4f7f\u7528\u5206\u9694\u7b26<\/h4>\n<ul>\n<li>\u5b66\u4e60\u5982\u4f55\u5728\u63d0\u793a\u4e2d\u6709\u6548\u4f7f\u7528\u00a0\u5206\u9694\u7b26\u00a0\uff0c\u4ee5\u5206\u9694\u4e0d\u540c\u7684\u90e8\u5206\u6216\u8f93\u5165\u7c7b\u578b\u3002<\/li>\n<li>\u5b66\u4e60\u5982\u4f55\u901a\u8fc7\u793a\u4f8b\u4f7f\u7528\u5206\u9694\u7b26\u6765\u589e\u5f3a\u63d0\u793a\u7684\u7ed3\u6784\u548c\u53ef\u8bfb\u6027\u3002<\/li>\n<\/ul>\n<h4 id=\"_43\">\u6307\u5b9a\u7ed3\u6784\u5316\u8f93\u51fa\u683c\u5f0f<\/h4>\n<ul>\n<li>\u4e86\u89e3\u5728\u63d0\u793a\u4e2d\u6307\u5b9a\u7ed3\u6784\u5316\u8f93\u51fa\u683c\u5f0f\u7684\u91cd\u8981\u6027\uff0c\u4ee5\u786e\u4fdd\u54cd\u5e94\u7684\u4e00\u81f4\u6027\u548c\u7ec4\u7ec7\u6027\u3002<\/li>\n<li>\u5b66\u4e60\u6e05\u6670\u5b9a\u4e49\u9884\u671f\u8f93\u51fa\u683c\u5f0f\u7684\u6280\u5de7\u3002<\/li>\n<\/ul>\n<h4 id=\"_45\">\u4f7f\u7528\u6e29\u5ea6\u53c2\u6570<\/h4>\n<ul>\n<li>\u5b66\u4e60\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u6e29\u5ea6\u53c2\u6570\u6982\u5ff5\uff0c\u4ee5\u53ca\u5b83\u5982\u4f55\u5f71\u54cd\u8f93\u51fa\u7684\u521b\u9020\u6027\u548c\u968f\u673a\u6027\u3002<\/li>\n<li>\u5b66\u4e60\u5982\u4f55\u8c03\u6574\u6e29\u5ea6\u53c2\u6570\uff0c\u4ee5\u5728\u591a\u6837\u6027\u548c\u8fde\u8d2f\u6027\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u63a7\u5236\u6a21\u578b\u7684\u54cd\u5e94\u3002<\/li>\n<\/ul>\n<h4 id=\"_47\">\u5b9e\u8df5<\/h4>\n<ol>\n<li><strong>\u7f16\u5199\u6e05\u6670\u4e14\u5177\u4f53\u7684\u6307\u4ee4<\/strong>\uff1a\u521b\u5efa\u5177\u6709\u6e05\u6670\u4e14\u5177\u4f53\u6307\u4ee4\u7684\u63d0\u793a\uff0c\u5e76\u89c2\u5bdf\u6e05\u6670\u5ea6\u5982\u4f55\u5f71\u54cd\u6a21\u578b\u8f93\u51fa\u3002<\/li>\n<li><strong>\u4f7f\u7528\u5177\u4f53\u793a\u4f8b<\/strong>\uff1a\u5728\u63d0\u793a\u4e2d\u52a0\u5165\u5177\u4f53\u793a\u4f8b\uff0c\u6bd4\u8f83\u6709\u65e0\u793a\u4f8b\u65f6\u8f93\u51fa\u7684\u76f8\u5173\u6027\u5dee\u5f02\u3002<\/li>\n<li><strong>\u53d8\u6362\u63d0\u793a\u5e76\u8fdb\u884c\u8fed\u4ee3<\/strong>\uff1a\u5c1d\u8bd5\u53d8\u6362\u63d0\u793a\u5e76\u8fed\u4ee3\uff0c\u89c2\u5bdf\u5c0f\u53d8\u5316\u5982\u4f55\u6539\u5584\u7ed3\u679c\u3002<\/li>\n<li><strong>\u4f7f\u7528\u5206\u9694\u7b26<\/strong>\uff1a\u5728\u63d0\u793a\u4e2d\u4f7f\u7528\u5206\u9694\u7b26\u5206\u9694\u4e0d\u540c\u7684\u90e8\u5206\uff0c\u5e76\u5206\u6790\u5bf9\u54cd\u5e94\u7ed3\u6784\u548c\u53ef\u8bfb\u6027\u7684\u5f71\u54cd\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2 id=\"_49\">\u7b2c 4 \u5468\uff1a\u7406\u89e3\u63d0\u793a\u6a21\u5f0f<\/h2>\n<p>\u5728\u672c\u5468\uff0c\u6211\u4eec\u5c06\u5b66\u4e60\u63d0\u793a\u6a21\u5f0f\uff0c\u8fd9\u662f\u4e00\u79cd\u63d0\u4f9b\u53ef\u91cd\u7528\u4e14\u7ed3\u6784\u5316\u65b9\u6cd5\u7684\u9ad8\u7ea7\u6280\u672f\uff0c\u7528\u4e8e\u89e3\u51b3\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8f93\u51fa\u4e2d\u7684\u5e38\u89c1\u95ee\u9898\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7481\" title=\"6\u5468\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u7684\u5b66\u4e60\u8def\u5f84-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/8222dec2a3e2539.webp\" alt=\"6\u5468\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u7684\u5b66\u4e60\u8def\u5f84-5\" width=\"600\" height=\"337\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/8222dec2a3e2539.webp 600w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/8222dec2a3e2539-300x169.webp 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<h4 id=\"_52\">\u63d0\u793a\u6a21\u5f0f\u6982\u8ff0<\/h4>\n<ul>\n<li>\u4e86\u89e3\u63d0\u793a\u6a21\u5f0f\u7684\u6982\u5ff5\u53ca\u5176\u5728\u4e3a LLM\uff08\u5982 \uff09\u7f16\u5199\u6709\u6548\u63d0\u793a\u65f6\u7684\u4f5c\u7528\u3002<\/li>\n<li>\u5b66\u4e60\u63d0\u793a\u6a21\u5f0f\u4e0e\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684\u8bbe\u8ba1\u6a21\u5f0f\u7684\u76f8\u4f3c\u4e4b\u5904\uff0c\u63d0\u793a\u6a21\u5f0f\u4e3a\u7279\u5b9a\u4e14\u91cd\u590d\u51fa\u73b0\u7684\u95ee\u9898\u63d0\u4f9b\u4e86\u53ef\u91cd\u7528\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<li>\u63a2\u8ba8\u63d0\u793a\u6a21\u5f0f\u7684\u76ee\u6807\u662f\u901a\u8fc7\u63d0\u4f9b\u7f16\u5199\u63d0\u793a\u7684\u6846\u67b6\uff0c\u4f7f\u63d0\u793a\u5de5\u7a0b\u66f4\u52a0\u8f7b\u677e\uff0c\u5e76\u80fd\u91cd\u7528\u548c\u9002\u5e94\u4e0d\u540c\u573a\u666f\u3002<\/li>\n<\/ul>\n<h4 id=\"_54\">\u8f93\u5165\u8bed\u4e49<\/h4>\n<ul>\n<li>\u5b66\u4e60\u8f93\u5165\u8bed\u4e49\u7c7b\u522b\uff0c\u4e86\u89e3 LLM \u5982\u4f55\u7406\u89e3\u548c\u5904\u7406\u63d0\u4f9b\u7684\u8f93\u5165\u3002<\/li>\n<li>\u5b66\u4e60\u300c\u5143\u8bed\u8a00\u521b\u5efa\u300d\u63d0\u793a\u6a21\u5f0f\uff0c\u8be5\u6a21\u5f0f\u6d89\u53ca\u5b9a\u4e49\u4e0e LLM \u4e92\u52a8\u7684\u81ea\u5b9a\u4e49\u8bed\u8a00\u6216\u7b26\u53f7\u3002<\/li>\n<\/ul>\n<h4 id=\"_56\">\u8f93\u51fa\u5b9a\u5236\u5316<\/h4>\n<ul>\n<li>\u4e86\u89e3\u8f93\u51fa\u5b9a\u5236\u5316\u7c7b\u522b\uff0c\u91cd\u70b9\u662f\u6839\u636e\u7279\u5b9a\u9700\u6c42\u6216\u683c\u5f0f\u8c03\u6574 LLM \u7684\u8f93\u51fa\u3002<\/li>\n<li>\u63a2\u7d22\u300c\u6a21\u677f\u300d\u63d0\u793a\u6a21\u5f0f\uff0c\u786e\u4fdd LLM \u7684\u8f93\u51fa\u9075\u5faa\u51c6\u786e\u7684\u6a21\u677f\u6216\u683c\u5f0f\u3002<\/li>\n<li>\u5b66\u4e60\u300c\u89d2\u8272\u300d\u63d0\u793a\u6a21\u5f0f\uff0c\u5176\u4e2d LLM \u5728\u751f\u6210\u8f93\u51fa\u65f6\u626e\u6f14\u7279\u5b9a\u89d2\u8272\u6216\u89c6\u89d2\u3002<\/li>\n<\/ul>\n<h4 id=\"_58\">\u9519\u8bef\u8bc6\u522b<\/h4>\n<ul>\n<li>\u5b66\u4e60\u9519\u8bef\u8bc6\u522b\u7c7b\u522b\uff0c\u91cd\u70b9\u662f\u68c0\u6d4b\u5e76\u89e3\u51b3 LLM \u8f93\u51fa\u4e2d\u7684\u6f5c\u5728\u9519\u8bef\u3002<\/li>\n<li>\u4e86\u89e3\u300c\u4e8b\u5b9e\u68c0\u67e5\u6e05\u5355\u300d\u63d0\u793a\u6a21\u5f0f\uff0c\u751f\u6210\u8f93\u51fa\u4e2d\u7684\u4e8b\u5b9e\u5217\u8868\u4ee5\u8fdb\u884c\u9a8c\u8bc1\u3002<\/li>\n<li>\u63a2\u7d22\u300c\u53cd\u601d\u300d\u63d0\u793a\u6a21\u5f0f\uff0c\u63d0\u793a LLM \u53cd\u601d\u5176\u8f93\u51fa\u5e76\u8bc6\u522b\u6f5c\u5728\u9519\u8bef\u6216\u6539\u8fdb\u7684\u5730\u65b9\u3002<\/li>\n<\/ul>\n<h4 id=\"_60\">\u63d0\u793a\u4f18\u5316<\/h4>\n<ul>\n<li>\u5b66\u4e60\u63d0\u793a\u4f18\u5316\u7c7b\u522b\uff0c\u91cd\u70b9\u662f\u4f18\u5316\u53d1\u9001\u7ed9 LLM \u7684\u63d0\u793a\uff0c\u786e\u4fdd\u63d0\u793a\u8d28\u91cf\u3002<\/li>\n<li>\u5b66\u4e60\u300c\u95ee\u9898\u4f18\u5316\u300d\u63d0\u793a\u6a21\u5f0f\uff0c\u5f15\u5bfc LLM \u4f18\u5316\u7528\u6237\u95ee\u9898\u4ee5\u83b7\u53d6\u66f4\u51c6\u786e\u7684\u7b54\u6848\u3002<\/li>\n<li>\u63a2\u7d22\u300c\u66ff\u4ee3\u65b9\u6cd5\u300d\u63d0\u793a\u6a21\u5f0f\uff0c\u786e\u4fdd LLM \u63d0\u4f9b\u591a\u79cd\u5b8c\u6210\u4efb\u52a1\u6216\u89e3\u51b3\u95ee\u9898\u7684\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n<h4 id=\"_62\">\u4e92\u52a8\u4e0e\u4e0a\u4e0b\u6587\u63a7\u5236<\/h4>\n<ul>\n<li>\u4e86\u89e3\u4e92\u52a8\u7c7b\u522b\uff0c\u589e\u5f3a\u7528\u6237\u4e0e LLM \u4e4b\u95f4\u7684\u4e92\u52a8\u52a8\u6001\uff0c\u4f7f\u5bf9\u8bdd\u66f4\u5177\u53c2\u4e0e\u6027\u548c\u6709\u6548\u6027\u3002<\/li>\n<li>\u5b66\u4e60\u300c\u53cd\u5411\u4e92\u52a8\u300d\u63d0\u793a\u6a21\u5f0f\uff0c\u5728\u6b64\u6a21\u5f0f\u4e2d\uff0cLLM \u901a\u8fc7\u63d0\u95ee\u6765\u4e3b\u5bfc\u5bf9\u8bdd\u3002<\/li>\n<li>\u5b66\u4e60\u4e0a\u4e0b\u6587\u63a7\u5236\u7c7b\u522b\uff0c\u91cd\u70b9\u662f\u7ef4\u62a4\u548c\u7ba1\u7406\u5bf9\u8bdd\u4e2d\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/li>\n<li>\u63a2\u7d22\u300c\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u300d\u63d0\u793a\u6a21\u5f0f\uff0c\u786e\u4fdd\u6301\u7eed\u5bf9\u8bdd\u7684\u8fde\u8d2f\u6027\u548c\u76f8\u5173\u6027\u3002<\/li>\n<\/ul>\n<h4 id=\"_64\">\u7ec3\u4e60<\/h4>\n<ol>\n<li><strong>\u63a2\u7d22\u4e0d\u540c\u7684\u63d0\u793a\u6a21\u5f0f<\/strong>\uff1a\u7814\u7a76\u5404\u79cd\u63d0\u793a\u6a21\u5f0f\uff0c\u4e86\u89e3\u5b83\u4eec\u5982\u4f55\u89e3\u51b3 LLM \u8f93\u51fa\u4e2d\u7684\u7279\u5b9a\u3001\u91cd\u590d\u6027\u95ee\u9898\u3002<\/li>\n<li><strong>\u5206\u6790\u63d0\u793a\u6a21\u5f0f\u7684\u793a\u4f8b<\/strong>\uff1a\u7814\u7a76\u63d0\u793a\u6a21\u5f0f\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u4f7f\u7528\u793a\u4f8b\uff0c\u4e86\u89e3\u5b83\u4eec\u5982\u4f55\u5b9e\u73b0\u7279\u5b9a\u76ee\u6807\u548c\u7ed3\u679c\u3002<\/li>\n<li><strong>\u8bc6\u522b\u5e76\u5206\u7c7b\u63d0\u793a\u6a21\u5f0f<\/strong>\uff1a\u7ec3\u4e60\u5728\u7ed9\u5b9a\u793a\u4f8b\u4e2d\u8bc6\u522b\u4e0d\u540c\u7684\u63d0\u793a\u6a21\u5f0f\uff0c\u5e76\u5c06\u5b83\u4eec\u5206\u7c7b\u5230\u76f8\u5e94\u7684\u7c7b\u522b\u4e2d\u3002<\/li>\n<li><strong>\u7ec4\u5408\u591a\u79cd\u63d0\u793a\u6a21\u5f0f<\/strong>\uff1a\u63a2\u7d22\u5982\u4f55\u7ec4\u5408\u591a\u79cd\u63d0\u793a\u6a21\u5f0f\u4ee5\u5e94\u5bf9\u66f4\u590d\u6742\u7684\u63d0\u793a\u95ee\u9898\uff0c\u5e76\u6539\u5584\u6574\u4f53\u8f93\u51fa\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2 id=\"_66\">\u7b2c\u4e94\u5468\uff1a\u9ad8\u7ea7\u63d0\u793a\u6280\u672f<\/h2>\n<p>\u672c\u5468\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8\u9ad8\u7ea7\u63d0\u793a\u6280\u672f\uff0c\u4ee5\u8fdb\u4e00\u6b65\u589e\u5f3a\u63d0\u793a\u7684\u6709\u6548\u6027\u548c\u590d\u6742\u6027\u3002\u4ee5\u4e0b\u662f\u51e0\u4e2a\u793a\u4f8b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7483\" title=\"6\u5468\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u7684\u5b66\u4e60\u8def\u5f84-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/3f0fd790ea1c79d.jpg\" alt=\"6\u5468\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u7684\u5b66\u4e60\u8def\u5f84-6\" width=\"641\" height=\"361\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/3f0fd790ea1c79d.jpg 641w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/3f0fd790ea1c79d-300x169.jpg 300w\" sizes=\"auto, (max-width: 641px) 100vw, 641px\" \/><\/p>\n<h4 id=\"_69\">N-shot \u63d0\u793a<\/h4>\n<ul>\n<li>\u5b66\u4e60\u00a0N-shot \u63d0\u793a\uff0c\u8be5\u65b9\u6cd5\u6d89\u53ca\u63d0\u4f9b\u96f6\u4e2a\u3001\u4e00\u4e2a\u6216\u591a\u4e2a\u793a\u4f8b\uff08N-shot\uff09\u4ee5\u6307\u5bfc\u6a21\u578b\u7684\u54cd\u5e94\u3002<\/li>\n<li>\u4e86\u89e3\u901a\u8fc7\u63d0\u4f9b\u4e0a\u4e0b\u6587\u548c\u793a\u4f8b\uff0cN-shot \u63d0\u793a\u5982\u4f55\u63d0\u9ad8\u6a21\u578b\u8f93\u51fa\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002<\/li>\n<\/ul>\n<h4 id=\"_71\">\u601d\u7ef4\u94fe<\/h4>\n<ul>\n<li>\u63a2\u7d22\u00a0\u601d\u7ef4\u94fe\uff08COT\uff09\u00a0\u6280\u672f\uff0c\u901a\u8fc7\u5f15\u5bfc\u6a21\u578b\u9010\u6b65\u63a8\u7406\u95ee\u9898\u3002<\/li>\n<li>\u5b66\u4e60\u8be5\u65b9\u6cd5\u5982\u4f55\u5e2e\u52a9\u751f\u6210\u66f4\u52a0\u8fde\u8d2f\u548c\u903b\u8f91\u4e00\u81f4\u7684\u8f93\u51fa\u3002<\/li>\n<\/ul>\n<h4 id=\"_73\">\u81ea\u6211\u4e00\u81f4\u6027<\/h4>\n<ul>\n<li>\u4e86\u89e3\u81ea\u6211\u4e00\u81f4\u6027\u65b9\u6cd5\uff0c\u6d89\u53ca\u63d0\u793a\u6a21\u578b\u751f\u6210\u591a\u4e2a\u89e3\u51b3\u65b9\u6848\uff0c\u7136\u540e\u9009\u62e9\u6700\u4e00\u81f4\u7684\u4e00\u4e2a\u3002<\/li>\n<li>\u5b66\u4e60\u6b64\u6280\u672f\u5982\u4f55\u63d0\u9ad8\u751f\u6210\u54cd\u5e94\u7684\u53ef\u9760\u6027\u548c\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n<h4 id=\"_75\">\u601d\u7ef4\u6811<\/h4>\n<ul>\n<li>\u5b66\u4e60\u00a0\u601d\u7ef4\u6811\u00a0\u6280\u672f\uff0c\u9f13\u52b1\u6a21\u578b\u4e3a\u7ed9\u5b9a\u95ee\u9898\u8003\u8651\u591a\u79cd\u8def\u5f84\u548c\u6f5c\u5728\u7ed3\u679c\u3002<\/li>\n<li>\u5b66\u4e60\u5982\u4f55\u6784\u5efa\u63d0\u793a\u4ee5\u4fc3\u8fdb\u8fd9\u79cd\u5206\u652f\u601d\u7ef4\u8fc7\u7a0b\uff0c\u5e76\u6539\u5584\u51b3\u7b56\u80fd\u529b\u3002<\/li>\n<\/ul>\n<h4 id=\"_77\">\u601d\u7ef4\u56fe<\/h4>\n<ul>\n<li>\u63a2\u7d22\u601d\u7ef4\u56fe\u65b9\u6cd5\uff0c\u6a21\u578b\u5728\u6b64\u65b9\u6cd5\u4e2d\u6784\u5efa\u76f8\u4e92\u5173\u8054\u7684\u601d\u60f3\u548c\u6982\u5ff5\u7f51\u7edc\u3002<\/li>\n<li>\u4e86\u89e3\u5982\u4f55\u5229\u7528\u6b64\u6280\u672f\u751f\u6210\u66f4\u5168\u9762\u548c\u591a\u65b9\u9762\u7684\u54cd\u5e94\u3002<\/li>\n<\/ul>\n<h4 id=\"_79\">\u7ec3\u4e60<\/h4>\n<ol>\n<li><strong>\u5b9e\u65bd N-shot \u63d0\u793a<\/strong>\uff1a\u4e3a\u6a21\u578b\u63d0\u4f9b\u51e0\u4e2a\u793a\u4f8b\uff08N-shot\uff09\uff0c\u89c2\u5bdf\u5176\u5982\u4f55\u63d0\u9ad8\u54cd\u5e94\u7684\u76f8\u5173\u6027\u548c\u51c6\u786e\u6027\u3002<\/li>\n<li><strong>\u5c1d\u8bd5\u601d\u7ef4\u94fe<\/strong>\uff1a\u521b\u5efa\u5f15\u5bfc\u6a21\u578b\u9010\u6b65\u63a8\u7406\u95ee\u9898\u7684\u63d0\u793a\uff0c\u5e76\u5206\u6790\u8f93\u51fa\u7684\u8fde\u8d2f\u6027\u3002<\/li>\n<li><strong>\u5e94\u7528\u81ea\u6211\u4e00\u81f4\u6027<\/strong>\uff1a\u63d0\u793a\u6a21\u578b\u751f\u6210\u95ee\u9898\u7684\u591a\u4e2a\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u9009\u62e9\u6700\u4e00\u81f4\u7684\u4e00\u4e2a\u4ee5\u63d0\u9ad8\u53ef\u9760\u6027\u3002<\/li>\n<li><strong>\u4f7f\u7528\u601d\u7ef4\u6811<\/strong>\uff1a\u5f00\u53d1\u63d0\u793a\uff0c\u9f13\u52b1\u6a21\u578b\u8003\u8651\u591a\u79cd\u8def\u5f84\u548c\u7ed3\u679c\uff0c\u8bc4\u4f30\u5176\u51b3\u7b56\u8fc7\u7a0b\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2 id=\"_81\">\u7b2c 6 \u5468\uff1a\u9ad8\u7ea7\u63d0\u793a\u8bbe\u8ba1\u7b56\u7565<\/h2>\n<p>\u5728\u672c\u5468\uff0c\u6211\u4eec\u5c06\u63a2\u7d22\u9ad8\u7ea7\u63d0\u793a\u8bbe\u8ba1\u7b56\u7565\uff0c\u4ee5\u8fdb\u4e00\u6b65\u589e\u5f3a\u4e0e\u8bed\u8a00\u6a21\u578b\u4ea4\u4e92\u7684\u80fd\u529b\u548c\u7cbe\u51c6\u5ea6\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7484\" title=\"6\u5468\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u7684\u5b66\u4e60\u8def\u5f84-7\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/6fde70290b5a795.jpg\" alt=\"6\u5468\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u7684\u5b66\u4e60\u8def\u5f84-7\" width=\"873\" height=\"491\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/6fde70290b5a795.jpg 873w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/6fde70290b5a795-300x169.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/6fde70290b5a795-768x432.jpg 768w\" sizes=\"auto, (max-width: 873px) 100vw, 873px\" \/><\/p>\n<h4 id=\"_84\">React<\/h4>\n<ul>\n<li>\u5b66\u4e60 <a href=\"https:\/\/www.kdjingpai.com\/en\/react\/\">React<\/a> \u6280\u672f\uff0c\u901a\u8fc7\u8ba9\u6a21\u578b\u8fdb\u884c\u300c\u884c\u52a8\u300d\u548c\u300c\u63a8\u7406\u300d\u6765\u5b66\u4e60\u65b0\u4efb\u52a1\u5e76\u505a\u51fa\u51b3\u7b56\u6216\u63a8\u7406\u3002<\/li>\n<li>\u4e86\u89e3\u5982\u4f55\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\u751f\u6210\u66f4\u5177\u4e92\u52a8\u6027\u548c\u5438\u5f15\u529b\u7684\u8f93\u51fa\u3002<\/li>\n<\/ul>\n<h4 id=\"_86\">\u91cd\u8ff0\u4e0e\u54cd\u5e94\u63d0\u793a<\/h4>\n<ul>\n<li>\u7406\u89e3\u300c\u91cd\u8ff0\u4e0e\u54cd\u5e94\u300d\u6280\u672f\uff0c\u6d89\u53ca\u63d0\u793a\u6a21\u578b\u91cd\u8ff0\u7ed9\u5b9a\u8f93\u5165\uff0c\u7136\u540e\u505a\u51fa\u54cd\u5e94\u3002<\/li>\n<li>\u5b66\u4e60\u5982\u4f55\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\u63d0\u9ad8\u6e05\u6670\u5ea6\uff0c\u5e76\u4e3a\u540c\u4e00\u8f93\u5165\u63d0\u4f9b\u591a\u79cd\u89c2\u70b9\u3002<\/li>\n<\/ul>\n<h4 id=\"_88\">\u81ea\u6211\u4f18\u5316<\/h4>\n<ul>\n<li>\u63a2\u7d22\u300c\u81ea\u6211\u4f18\u5316\u300d\u65b9\u6cd5\uff0c\u63d0\u793a\u6a21\u578b\u5ba1\u67e5\u5e76\u6539\u8fdb\u5176\u81ea\u8eab\u7684\u54cd\u5e94\uff0c\u4ee5\u63d0\u9ad8\u51c6\u786e\u6027\u548c\u8fde\u8d2f\u6027\u3002<\/li>\n<li>\u7814\u7a76\u8fd9\u79cd\u6280\u672f\u5982\u4f55\u901a\u8fc7\u9f13\u52b1\u81ea\u6211\u8bc4\u4f30\u6765\u63d0\u9ad8\u8f93\u51fa\u8d28\u91cf\u3002<\/li>\n<\/ul>\n<h4 id=\"_90\">\u8fed\u4ee3\u63d0\u793a<\/h4>\n<ul>\n<li>\u5b66\u4e60\u300c\u8fed\u4ee3\u63d0\u793a\u300d\u65b9\u6cd5\uff0c\u901a\u8fc7\u53cd\u590d\u63d0\u793a\u548c\u53cd\u9988\uff0c\u4e0d\u65ad\u4f18\u5316\u6a21\u578b\u7684\u8f93\u51fa\u3002<\/li>\n<li>\u4e86\u89e3\u5982\u4f55\u901a\u8fc7\u8fd9\u79cd\u6280\u672f\u9010\u6b65\u63d0\u9ad8\u54cd\u5e94\u7684\u8d28\u91cf\u548c\u76f8\u5173\u6027\u3002<\/li>\n<\/ul>\n<h4 id=\"_92\">\u94fe\u5f0f\u6280\u672f<\/h4>\n<ul>\n<li><strong>\u9a8c\u8bc1\u94fe<\/strong>\uff1a\u4f7f\u7528\u9a8c\u8bc1\u95ee\u9898\u53ca\u5176\u7b54\u6848\u6765\u51cf\u5c11\u5e7b\u89c9\u73b0\u8c61\u3002<\/li>\n<li><strong>\u77e5\u8bc6\u94fe<\/strong>\uff1a\u521b\u5efa\u5efa\u7acb\u5728\u52a8\u6001\u77e5\u8bc6\u57fa\u7840\u4e0a\u7684\u63d0\u793a\uff0c\u4ee5\u751f\u6210\u5168\u9762\u7684\u54cd\u5e94\u3002<\/li>\n<li><strong>\u60c5\u611f\u94fe<\/strong>\uff1a\u5728\u63d0\u793a\u672b\u5c3e\u6dfb\u52a0\u60c5\u611f\u523a\u6fc0\uff0c\u4ee5\u5c1d\u8bd5\u589e\u5f3a\u6a21\u578b\u7684\u8868\u73b0\u3002<\/li>\n<li><strong>\u5bc6\u5ea6\u94fe<\/strong>\uff1a\u751f\u6210\u591a\u4e2a\u6458\u8981\uff0c\u4f7f\u5176\u9010\u6b65\u66f4\u52a0\u8be6\u7ec6\uff0c\u4f46\u957f\u5ea6\u4e0d\u589e\u52a0\u3002<\/li>\n<li><strong>\u7b26\u53f7\u94fe<\/strong>\uff1a\u901a\u8fc7\u5728\u94fe\u5f0f\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u4e2d\u4f7f\u7528\u51dd\u7ec3\u7684\u7b26\u53f7\u5316\u7a7a\u95f4\u8868\u793a\u6765\u8868\u793a\u590d\u6742\u73af\u5883\u3002<\/li>\n<\/ul>\n<h4 id=\"_94\">\u5b9e\u8df5<\/h4>\n<ol>\n<li><strong>\u5b9e\u65bd React \u6280\u672f<\/strong>\uff1a\u521b\u5efa\u63d0\u793a\uff0c\u8981\u6c42\u6a21\u578b\u5bf9\u7279\u5b9a\u523a\u6fc0\u505a\u51fa\u53cd\u5e94\u6216\u56de\u5e94\uff0c\u5e76\u8bc4\u4f30\u8f93\u51fa\u7684\u4e92\u52a8\u6027\u3002<\/li>\n<li><strong>\u4f7f\u7528\u91cd\u8ff0\u4e0e\u54cd\u5e94\u63d0\u793a<\/strong>\uff1a\u5c1d\u8bd5\u63d0\u793a\u6a21\u578b\u91cd\u8ff0\u8f93\u5165\u7136\u540e\u56de\u5e94\uff0c\u5e76\u5206\u6790\u8f93\u51fa\u7684\u6e05\u6670\u5ea6\u548c\u591a\u6837\u6027\u3002<\/li>\n<li><strong>\u5e94\u7528\u81ea\u6211\u4f18\u5316<\/strong>\uff1a\u5f00\u53d1\u63d0\u793a\uff0c\u9f13\u52b1\u6a21\u578b\u5ba1\u67e5\u548c\u6539\u8fdb\u5176\u54cd\u5e94\uff0c\u4ee5\u63d0\u9ad8\u51c6\u786e\u6027\u548c\u8fde\u8d2f\u6027\u3002<\/li>\n<li><strong>\u63a2\u7d22\u94fe\u5f0f\u6280\u672f<\/strong>\uff1a\u4f7f\u7528\u5404\u79cd\u94fe\u5f0f\u6280\u672f\uff08\u5982\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u94fe\u3001\u77e5\u8bc6\u94fe\uff09\u521b\u5efa\u4e00\u7cfb\u5217\u63d0\u793a\uff0c\u5e76\u8bc4\u4f30\u54cd\u5e94\u7684\u8fde\u8d2f\u6027\u548c\u6df1\u5ea6\u3002<\/li>\n<\/ol>\n<h2 id=\"_96\">\u7ed3\u8bba<\/h2>\n<p>\u901a\u8fc7\u9075\u5faa\u8fd9\u4e2a\u5b66\u4e60\u8def\u5f84\uff0c\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\u3002\u8fd9\u5c06\u4f7f\u4f60\u6df1\u5165\u4e86\u89e3\u5982\u4f55\u8bbe\u8ba1\u6709\u6548\u7684\u63d0\u793a\uff0c\u5e76\u4f7f\u7528\u9ad8\u7ea7\u6280\u672f\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6027\u80fd\u3002\u8fd9\u4e9b\u77e5\u8bc6\u5c06\u4f7f\u4f60\u80fd\u591f\u5e94\u5bf9\u590d\u6742\u4efb\u52a1\uff0c\u6539\u8fdb\u6a21\u578b\u8f93\u51fa\uff0c\u5e76\u4e3a\u65e5\u76ca\u589e\u957f\u7684 AI \u548c\u673a\u5668\u5b66\u4e60\u9886\u57df\u505a\u51fa\u8d21\u732e\u3002\u6301\u7eed\u7684\u7ec3\u4e60\u548c\u5bf9\u65b0\u65b9\u6cd5\u7684\u63a2\u7d22\u5c06\u8fdb\u4e00\u6b65\u786e\u4fdd\u4f60\u5904\u4e8e\u8fd9\u4e00\u52a8\u6001\u4e14\u4ee4\u4eba\u5174\u594b\u7684\u9886\u57df\u7684\u524d\u6cbf\u3002<\/p>\n<p>\u63d0\u793a\u5de5\u7a0b\u662f\u6784\u5efa\u548c\u8bad\u7ec3\u751f\u6210\u5f0f AI \u6a21\u578b\u7684\u6838\u5fc3\u90e8\u5206\u3002\u901a\u8fc7\u6211\u4eec\u7684\u5168\u9762\u4e14\u5b8c\u6574\u7684\u751f\u6210\u5f0f AI \u9876\u5cf0\u8ba1\u5212\uff0c\u638c\u63e1\u63d0\u793a\u5de5\u7a0b\u53ca\u751f\u6210\u5f0f AI \u7684\u5176\u4ed6\u5404\u65b9\u9762\u3002\u8be5\u8bfe\u7a0b\u6db5\u76d6\u4ece AI \u57fa\u7840\u5230\u9ad8\u7ea7\u6280\u672f\uff0c\u5e2e\u52a9\u4f60\u4e3a\u5404\u79cd\u9700\u6c42\u5fae\u8c03\u751f\u6210\u5f0f AI \u6a21\u578b\u3002\u7acb\u5373\u67e5\u770b\u8bfe\u7a0b\uff01<\/p>\n<h2 id=\"_99\">\u5e38\u89c1\u95ee\u9898<\/h2>\n<p><strong>Q1. \u4ec0\u4e48\u662f\u63d0\u793a\u5de5\u7a0b\uff1f\u4e3a\u4ec0\u4e48\u5b83\u5f88\u91cd\u8981\uff1f<\/strong><\/p>\n<p>A. \u63d0\u793a\u5de5\u7a0b\u662f\u6307\u8bbe\u8ba1\u8f93\u5165\u4ee5\u5f15\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u671f\u671b\u7684\u8f93\u51fa\u3002\u8fd9\u5bf9\u4e8e\u63d0\u9ad8 AI \u751f\u6210\u7684\u54cd\u5e94\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p><strong>Q2. \u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5e38\u89c1\u5de5\u5177\u548c\u5e73\u53f0\u6709\u54ea\u4e9b\uff1f<\/strong><\/p>\n<p>A. \u5e38\u7528\u7684\u5de5\u5177\u548c\u5e73\u53f0\u5305\u62ec OpenAI \u7684 GPT \u6a21\u578b\u3001Hugging Face\u3001Ollama\uff0c\u4ee5\u53ca Llama \u548c <a href=\"https:\/\/www.kdjingpai.com\/en\/le-chat-mistral\/\">Mistral<\/a> \u7b49\u5f00\u6e90\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p><strong>Q3. \u521d\u5b66\u8005\u5982\u4f55\u5f00\u59cb\u5b66\u4e60\u63d0\u793a\u5de5\u7a0b\uff1f<\/strong><\/p>\n<p>A. \u521d\u5b66\u8005\u53ef\u4ee5\u5148\u4e86\u89e3\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u548c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u7840\u77e5\u8bc6\uff0c\u5c1d\u8bd5\u4f7f\u7528\u7b80\u5355\u7684\u63d0\u793a\uff0c\u5e76\u9010\u6b65\u63a2\u7d22\u672c\u5b66\u4e60\u8def\u5f84\u4e2d\u63d0\u5230\u7684\u66f4\u9ad8\u7ea7\u6280\u672f\u3002<\/p>\n<p><strong>Q4. \u4ece\u4e8b\u63d0\u793a\u5de5\u7a0b\u9700\u8981\u54ea\u4e9b\u5173\u952e\u6280\u80fd\uff1f<\/strong><\/p>\n<p>A. \u5173\u952e\u6280\u80fd\u5305\u62ec NLP \u719f\u7ec3\u5ea6\u3001\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7406\u89e3\u3001\u8bbe\u8ba1\u6709\u6548\u63d0\u793a\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u719f\u6089\u7f16\u7a0b\u548c API \u96c6\u6210\u3002<\/p>\n<p><strong>Q5. \u63d0\u793a\u5de5\u7a0b\u5982\u4f55\u5f71\u54cd\u73b0\u5b9e\u4e16\u754c\u7684\u5e94\u7528\uff1f<\/strong><\/p>\n<p>A. \u6709\u6548\u7684\u63d0\u793a\u5de5\u7a0b\u53ef\u4ee5\u663e\u8457\u63d0\u5347 AI \u6a21\u578b\u5728\u591a\u4e2a\u884c\u4e1a\u4e2d\u7684\u8868\u73b0\uff0c\u4ece\u5ba2\u6237\u670d\u52a1\u3001\u5185\u5bb9\u751f\u6210\u5230\u6570\u636e\u5206\u6790\u548c\u51b3\u7b56\u652f\u6301\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4ecb\u7ecd 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