{"id":4094,"date":"2025-07-14T16:35:50","date_gmt":"2025-07-14T08:35:50","guid":{"rendered":"https:\/\/www.ihub1.com\/?p=4094"},"modified":"2025-07-14T16:38:04","modified_gmt":"2025-07-14T08:38:04","slug":"%e8%bf%99%e4%b8%aaai%e7%b2%be%e5%87%86%e6%a8%a1%e6%8b%9f%e4%ba%ba%e7%b1%bb%e8%a1%8c%e4%b8%ba%e5%a4%a7%e8%84%91%e7%8a%b6%e6%80%81%ef%bc%8c%e4%b8%8anature%e4%ba%86","status":"publish","type":"post","link":"https:\/\/www.ihub1.com\/index.php\/2025\/07\/14\/%e8%bf%99%e4%b8%aaai%e7%b2%be%e5%87%86%e6%a8%a1%e6%8b%9f%e4%ba%ba%e7%b1%bb%e8%a1%8c%e4%b8%ba%e5%a4%a7%e8%84%91%e7%8a%b6%e6%80%81%ef%bc%8c%e4%b8%8anature%e4%ba%86\/","title":{"rendered":"\u8fd9\u4e2aAI\u7cbe\u51c6\u6a21\u62df\u4eba\u7c7b\u884c\u4e3a\u5927\u8111\u72b6\u6001\uff0c\u4e0aNature\u4e86"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4094\" class=\"elementor elementor-4094\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4b48d00 e-flex e-con-boxed e-con e-parent\" data-id=\"4b48d00\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-85bc039 elementor-widget elementor-widget-text-editor\" data-id=\"85bc039\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u9996\u4e2a<\/strong>\u80fd\u8de8\u9886\u57df\u7cbe\u51c6\u9884\u6d4b\u4eba\u7c7b\u8ba4\u77e5\u7684\u57fa\u7840\u6a21\u578b\u8bde\u751f\uff01<\/p><p>\u4e0d\u4ec5\u53ef\u4ee5\u5b8c\u5168\u9884\u5224\u4f60\u7684\u884c\u4e3a\uff0c\u8fd8\u80fd\u77e5\u9053\u4f60\u662f\u5982\u4f55\u601d\u8003\u3001\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u601d\u8003\u3002<\/p><p><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/q7.itc.cn\/q_70\/images03\/20250714\/505ab8f7952e480dba304dc115eddeb7.jpeg\" width=\"506\" height=\"506\" 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\/><\/p><p>Centaur\u73b0\u5728\u5c31\u50cf\u4e00\u540d\u4e13\u4e1a\u7684\u5fc3\u7406\u5b66\u5bb6\uff0c\u53ea\u9700\u4f20\u7edf\u6a21\u578bLlama\u76840.15%\u53c2\u6570\uff0c\u5c31\u53ef\u4ee5\u5b8c\u7f8e\u6a21\u62df\u4eba\u7c7b\u5728<strong>160\u9879<\/strong>\u5fc3\u7406\u5b66\u5b9e\u9a8c\u4e2d\u7684\u884c\u4e3a\uff0c\u7406\u89e3\u4eba\u7c7b\u5982\u4f55\u5b66\u4e60\u3001\u51b3\u7b56\u751a\u81f3\u72af\u9519\u3002<\/p><p>\u4e0d\u4ec5\u4ec5\u53d7\u9650\u4e8e\u5355\u4e00\u9886\u57df\uff0c\u800c\u662f\u771f\u6b63\u7684\u591a\u4efb\u52a1\u5168\u80fd\u9009\u624b\uff0c\u6027\u80fd\u5168\u9762\u8d85\u8d8a\u4f20\u7edf\u7684\u7279\u5b9a\u9886\u57df\u8ba4\u77e5\u6a21\u578b\u3002<\/p><p>\u66f4\u60ca\u4eba\u7684\u662f\uff0c\u5176\u795e\u7ecf\u8868\u5f81\u7adf\u4e0e\u771f\u4ebafMRI\uff08\u529f\u80fd\u6027\u78c1\u5171\u632f\u6210\u50cf\uff09\u626b\u63cf\u7ed3\u679c\u9ad8\u5ea6\u543b\u5408\u3002<\/p><p>AI\uff0c\u6b63\u5728\u6210\u4e3a\u6700\u61c2\u4eba\u7c7b\u7684<strong>\u201c\u8bfb\u5fc3\u8005\u201d<\/strong>\u3002<\/p><p><img decoding=\"async\" src=\"https:\/\/q6.itc.cn\/q_70\/images03\/20250714\/c1e2334e03ea40ed8b8b35a1f9a92e2e.jpeg\" width=\"503\" height=\"505\" 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src=\"https:\/\/q9.itc.cn\/q_70\/images03\/20250714\/df5623493357408291f0acecefb738b8.png\" width=\"640\" height=\"334\" \/><\/p><p>\u7814\u7a76\u56e2\u961f\u9996\u5148\u4e3a\u4e4b\u6784\u5efa\u4e86\u53f2\u4e0a<strong>\u6700\u5927\u89c4\u6a21<\/strong>\u7684\u4eba\u7c7b\u884c\u4e3a\u6570\u636e\u96c6<strong>Psych-101<\/strong>\uff0c\u6db5\u76d6<strong>160\u9879<\/strong>\u5fc3\u7406\u5b66\u5b9e\u9a8c\uff0c\u6d89\u53ca<strong>60092\u540d<\/strong>\u53c2\u4e0e\u8005\u3001\u8d85<strong>1000\u4e07\u6b21<\/strong>\u9009\u62e9\uff0c\u4ee5\u53ca<strong>2\u4ebf\u591a\u4e2a<\/strong>\u6587\u672ctokens\u3002<\/p><p>\u6570\u636e\u96c6\u5305\u542b\u591a\u81c2\u8001\u864e\u673a\u3001\u51b3\u7b56\u5236\u5b9a\u3001\u8bb0\u5fc6\u3001\u903b\u8f91\u63a8\u7406\u3001\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b\u7b49\u591a\u79cd\u4efb\u52a1\u3002<\/p><p>\u6b64\u5916\u7814\u7a76\u4eba\u5458\u8fd8\u5c06\u5168\u90e8\u5b9e\u9a8c\u6570\u636e\u8f6c\u5316\u4e3a\u81ea\u7136\u8bed\u8a00\u5f62\u5f0f\uff0c\u4e3a\u4e0d\u540c\u5b9e\u9a8c\u8303\u5f0f\u63d0\u4f9b\u7edf\u4e00\u8868\u8fbe\u683c\u5f0f\u3002<\/p><p>\u800c\u6a21\u578b\u672c\u8eab\u57fa\u4e8e\u5f00\u6e90\u8bed\u8a00\u6a21\u578b<strong>Llama 3.1 70B<\/strong>\u6784\u5efa\uff0c\u91c7\u7528\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u6280\u672f<strong>QLoRA<\/strong>\uff08\u91cf\u5316\u4f4e\u79e9\u9002\u5e94\uff09\u8fdb\u884c\u8bad\u7ec3\u3002<\/p><p>\u5177\u4f53\u800c\u8a00\u662f\u5728\u51bb\u7ed3\u76844\u4f4d\u91cf\u5316\u57fa\u7840\u6a21\u578b\u4e0a\uff0c\u4e3a\u6240\u6709\u975e\u5d4c\u5165\u5c42\u6dfb\u52a0\u79e9\u4e3a8\u7684\u4f4e\u79e9\u9002\u914d\u5668\uff0c\u6700\u540e\u65b0\u589e\u53c2\u6570\u4ec5\u5360\u57fa\u7840\u6a21\u578b\u7684<strong>0.15%<\/strong>\u3002<\/p><p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q9.itc.cn\/q_70\/images03\/20250714\/9b3e6e801ba140068f77864d2fc903d3.png\" width=\"640\" height=\"396\" \/><\/p><p>\u7136\u540e\u5c06\u6a21\u578b\u7f6e\u4e8ePsych-101\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5fae\u8c03\uff0c\u4f7f\u7528\u6807\u51c6\u7684<strong>\u4ea4\u53c9\u71b5\u635f\u5931\u51fd\u6570<\/strong>\uff0c\u53ea\u4e13\u6ce8\u805a\u7126\u5728\u4eba\u7c7b\u54cd\u5e94token\u4e0a\u3002<\/p><p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u5728<strong>A100 80GB GPU<\/strong>\u4e0a\uff0c\u53ea\u8017\u65f6<strong>5\u5929<\/strong>\u65f6\u95f4\u3002<\/p><p>\u77ed\u77ed5\u5929\uff0c\u4e00\u4e2a\u901a\u7528\u7684LLM\u6a21\u578b\u5c31\u8715\u53d8\u6210\u4e86\u53ef\u4ee5\u771f\u6b63\u201c\u8bfb\u61c2\u201d\u4eba\u7c7b\u7684\u8ba4\u77e5\u6a21\u578b\uff0c\u751a\u81f3\u5168\u9762\u8d85\u8d8a\u4f20\u7edf\u6a21\u578b\u3002<\/p><p>\u8d85\u8d8a\u4f20\u7edf\u8ba4\u77e5\u6a21\u578b<\/p><p>\u7814\u7a76\u4eba\u5458\u4e3a\u4e86\u8003\u9a8cCentaur\u7684\u8ba4\u77e5\u80fd\u529b\uff0c\u8bbe\u8ba1\u4e86\u4e00\u7cfb\u5217\u5b9e\u9a8c\u9a8c\u8bc1\u3002<\/p><p>\u9996\u5148\u662f\u5bf9\u4eba\u7c7b\u884c\u4e3a\u7684\u6355\u6349\uff0c\u5224\u65ad\u5176\u80fd\u5426\u7cbe\u51c6\u5730\u9884\u6d4b\u4eba\u7c7b\u884c\u4e3a\u3002<\/p><p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q9.itc.cn\/q_70\/images03\/20250714\/b18adce2ffe643e3993ace5433a8a48f.jpeg\" width=\"640\" height=\"451\" \/><\/p><p>\u5b9e\u9a8c\u5c06\u53c2\u4e0e\u8005\u5206\u4e3a90%\u7684\u8bad\u7ec3\u7ec4\u548c10%\u7684\u6d4b\u8bd5\u7ec4\uff0c\u8d1f\u5bf9\u6570\u4f3c\u7136\u503c\u4f5c\u4e3a\u8861\u91cf\u6a21\u578b\u5bf9\u4eba\u7c7b\u9009\u62e9\u62df\u5408\u5ea6\u7684\u6307\u6807\u3002<\/p><p>\u7ed3\u679c\u663e\u793a\uff0cCentaur\u7684\u8d1f\u5bf9\u6570\u4f3c\u7136\u503c\u4e3a<strong>0.44<\/strong>\uff0c\u5728\u62df\u5408\u5ea6\u4e0a\u663e\u8457\u4f18\u4e8eLlama\u7684<strong>0.58<\/strong>\u3002<\/p><p>\u5728\u5bf9\u672a\u53c2\u4e0e\u8bad\u7ec3\u8005\u7684\u884c\u4e3a\u9884\u6d4b\u8868\u73b0\u4e5f\u4f18\u4e8e14\u79cd\u7ecf\u5178\u8ba4\u77e5\u6a21\u578b\uff08\u5982\u524d\u666f\u7406\u8bba\u3001\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\uff09\uff0c\u5e73\u5747\u5dee\u5f02\u8fbe<strong>0.13<\/strong>\uff0c\u4e14\u901a\u8fc7\u4e86\u663e\u8457\u6027\u68c0\u9a8c\u3002<\/p><p>\u5c06\u6a21\u578b\u81ea\u8eab\u54cd\u5e94\u53cd\u9988\u7ed9\u6a21\u578b\u672c\u8eab\u540e\uff0cCentaur\u8fd8\u8868\u73b0\u51fa\u4e86\u591a\u4e2a\u4e0e\u4eba\u7c7b\u76f8\u4f3c\u7684\u884c\u4e3a\u7279\u5f81\uff0c\u4f8b\u5982\u5728\u4e24\u6b65\u4efb\u52a1\uff08Two-Step Task\uff09\u4e2d\uff0c\u5b83\u590d\u73b0\u4e86\u4e0e\u4eba\u7c7b\u884c\u4e3a\u5206\u5e03\u9ad8\u5ea6\u4e00\u81f4\u7684\u8f68\u8ff9\u3002<\/p><p>\u6b64\u5916\u8fd8\u80fd\u533a\u522b\u4eba\u7c7b\u4e0e\u4eba\u5de5\u667a\u80fd\u4f53\u7684\u884c\u4e3a\uff0c\u9884\u6d4b\u4eba\u7c7b\u884c\u4e3a\u51c6\u786e\u7387\u9ad8\u8fbe<strong>64%<\/strong>\uff0c\u800c\u9884\u6d4b\u4eba\u5de5\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u51c6\u786e\u7387\u53ea\u670935%\u3002<\/p><p>\u57fa\u4e8e\u63cf\u8ff0\u9009\u62e9\u53cd\u5e94\u65f6\u95f4\u4e0e\u9009\u9879\u6570\u91cf\u5173\u7cfb\u7684\u5e0c\u514b\u5b9a\u5f8b\uff0c\u7814\u7a76\u4eba\u5458\u5206\u6790\u6a21\u578b\u5bf9\u4eba\u7c7b\u53cd\u5e94\u65f6\u95f4\u7684\u9884\u6d4b\u80fd\u529b\u3002<\/p><p>\u7ed3\u679c\u8868\u660e\uff0cCentaur \u7684\u54cd\u5e94\u71b5\u6240\u80fd\u89e3\u91ca\u7684\u53cd\u5e94\u65f6\u95f4\u65b9\u5dee\u6bd4\u4f8b\uff08\u6761\u4ef6 R\u00b2=0.87\uff09\u9ad8\u4e8e 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