{"id":337,"date":"2025-10-20T11:00:00","date_gmt":"2025-10-20T03:00:00","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=337"},"modified":"2025-10-17T15:18:32","modified_gmt":"2025-10-17T07:18:32","slug":"%e5%bf%83%e7%90%86%e5%81%a5%e5%ba%b7%e9%9a%9c%e7%a2%8d%e7%9a%84%e6%97%a9%e6%9c%9fai%e8%af%8a%e6%96%ad","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2025\/10\/20\/337\/","title":{"rendered":"\u5fc3\u7406\u5065\u5eb7\u969c\u788d\u7684\u65e9\u671fAI\u8bca\u65ad"},"content":{"rendered":"\n

\u6458\u8981<\/h2>\n\n\n\n

\u5fc3\u7406\u5065\u5eb7\u969c\u788d\u4ecd\u662f\u5168\u7403\u5bfc\u81f4\u6b8b\u75be\u7684\u4e3b\u8981\u539f\u56e0\u4e4b\u4e00\uff0c\u4f46\u6291\u90c1\u75c7\u3001\u7126\u8651\u75c7\u548c\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\uff08PTSD\uff09\u7b49\u75be\u75c5\u5e38\u56e0\u4e3b\u89c2\u8bc4\u4f30\u3001\u4e34\u5e8a\u8d44\u6e90\u6709\u9650\u3001\u75c5\u803b\u611f\u53ca\u8ba4\u77e5\u5ea6\u4f4e\u7b49\u56e0\u7d20\u88ab\u6f0f\u8bca\u6216\u8bef\u8bca\u3002\u5728\u521d\u7ea7\u533b\u7597\u573a\u666f\u4e2d\uff0c\u7814\u7a76\u8868\u660e\u533b\u7597\u670d\u52a1\u63d0\u4f9b\u8005\u5bf9\u6291\u90c1\u75c7\u6216\u7126\u8651\u75c7\u7684\u8bef\u8bca\u7387\u8d85\u8fc7 60%\uff0c\u8fd9\u51f8\u663e\u51fa\u5bf9\u53ef\u6269\u5c55\u3001\u6613\u83b7\u53d6\u4e14\u60c5\u5883\u611f\u77e5\u7684\u8bca\u65ad\u5de5\u5177\u7684\u8feb\u5207\u9700\u6c42\uff0c\u6b64\u7c7b\u5de5\u5177\u53ef\u652f\u6301\u75be\u75c5\u7684\u65e9\u671f\u68c0\u6d4b\u4e0e\u5e72\u9884\u3002<\/p>\n\n\n\n

\u672c\u7814\u7a76\u5229\u7528\u5305\u542b 553 \u4efd\u73b0\u5b9e\u4e16\u754c\u534a\u7ed3\u6784\u5316\u8bbf\u8c08\u7684\u72ec\u7279\u6570\u636e\u96c6\uff0c\u8bc4\u4f30\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5728\u5fc3\u7406\u5065\u5eb7\u7b5b\u67e5\u4e2d\u7684\u6709\u6548\u6027\u3002\u6bcf\u4efd\u8bbf\u8c08\u5747\u914d\u6709\u91cd\u5ea6\u6291\u90c1\u53d1\u4f5c\uff08MDE\uff09\u3001\u7126\u8651\u75c7\u548c\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u7684\u771f\u5b9e\u8bca\u65ad\u7ed3\u679c\u3002\u6211\u4eec\u5bf9\u591a\u79cd\u6a21\u578b\u7c7b\u522b\u8fdb\u884c\u4e86\u57fa\u51c6\u6d4b\u8bd5\uff0c\u5305\u62ec\u57fa\u4e8e GPT-4.1 Mini \u548c Meta-LLaMA \u7684\u96f6\u6837\u672c\u63d0\u793a\u6a21\u578b\uff0c\u4ee5\u53ca\u91c7\u7528\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u5fae\u8c03\u7684 RoBERTa \u6a21\u578b\u3002<\/p>\n\n\n\n

\u7ed3\u679c\u663e\u793a\uff0c\u6211\u4eec\u7684\u6a21\u578b\u5728\u5404\u8bca\u65ad\u7c7b\u522b\u4e2d\u7684\u51c6\u786e\u7387\u5747\u8d85\u8fc7 80%\uff0c\u5176\u4e2d\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u7684\u68c0\u6d4b\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\uff08\u51c6\u786e\u7387\u9ad8\u8fbe 89%\uff0c\u53ec\u56de\u7387\u8fbe 98%\uff09\u3002\u7814\u7a76\u8fd8\u53d1\u73b0\uff0c\u4f7f\u7528\u66f4\u77ed\u3001\u66f4\u805a\u7126\u7684\u60c5\u5883\u7247\u6bb5\u80fd\u63d0\u9ad8\u53ec\u56de\u7387\uff0c\u8fd9\u8868\u660e\u805a\u7126\u5f0f\u53d9\u4e8b\u7ebf\u7d22\u53ef\u589e\u5f3a\u68c0\u6d4b\u654f\u611f\u6027\u3002\u4f4e\u79e9\u9002\u5e94\u5fae\u8c03\u88ab\u8bc1\u660e\u517c\u5177\u6548\u7387\u4e0e\u6709\u6548\u6027\uff0c\u4f4e\u79e9\u914d\u7f6e\uff08\u5982\u79e9 8 \u548c\u79e9 16\uff09\u5728\u5404\u8bc4\u4f30\u6307\u6807\u4e2d\u5747\u4fdd\u6301\u4e86\u5177\u6709\u7ade\u4e89\u529b\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n

\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0c\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u6a21\u578b\u76f8\u6bd4\u4f20\u7edf\u81ea\u8bc4\u7b5b\u67e5\u5de5\u5177\u53ef\u5b9e\u73b0\u663e\u8457\u6539\u8fdb\uff0c\u4e3a\u4f4e\u95e8\u69db\u3001\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u65e9\u671f\u8bca\u65ad\u63d0\u4f9b\u4e86\u8def\u5f84\u3002\u672c\u7814\u7a76\u4e3a\u5c06\u673a\u5668\u5b66\u4e60\u6574\u5408\u5230\u73b0\u5b9e\u4e16\u754c\u4e34\u5e8a\u5de5\u4f5c\u6d41\u7a0b\u5960\u5b9a\u4e86\u57fa\u7840\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u8d44\u6e90\u532e\u4e4f\u6216\u75c5\u803b\u611f\u5f3a\u3001\u53ca\u65f6\u83b7\u53d6\u5fc3\u7406\u5065\u5eb7\u670d\u52a1\u96be\u5ea6\u8f83\u5927\u7684\u73af\u5883\u3002<\/p>\n\n\n\n

\u4ee3\u7801\u94fe\u63a5 \u2014\u2014https:\/\/anonymous.4open.science\/r\/AAAI2026<\/a>\u02d9Depression1-E152\/<\/p>\n\n\n\n

1. \u5f15\u8a00<\/h2>\n\n\n\n

\u5fc3\u7406\u5065\u5eb7\u969c\u788d\u5360\u5168\u7403\u5341\u5927\u81f4\u6b8b\u539f\u56e0\u4e2d\u7684\u56db\u79cd\uff08Alhamed\u3001Ive\u3001Specia\uff0c2024\uff1bBen-Zion \u7b49\uff0c2025\uff1b\u4e16\u754c\u536b\u751f\u7ec4\u7ec7\uff0c2001\uff09\u3002\u53d7\u6b64\u7c7b\u75be\u75c5\u5f71\u54cd\u7684\u4eba\u7fa4\uff0c\u5176\u4e0d\u826f\u5065\u5eb7\u884c\u4e3a\uff08\u5305\u62ec\u5438\u70df\u3001\u7269\u8d28\u6ee5\u7528\u3001\u7f3a\u4e4f\u8fd0\u52a8\u548c\u4e0d\u826f\u996e\u98df\uff09\u7684\u53d1\u751f\u7387\u8fdc\u9ad8\u4e8e\u5e38\u4eba\uff0c\u8fd9\u4e9b\u884c\u4e3a\u4f1a\u589e\u52a0\u60a3\u6162\u6027\u8eaf\u4f53\u75be\u75c5\u7684\u98ce\u9669\uff0c\u5e76\u5bfc\u81f4\u65e9\u901d\uff08Goodell \u7b49\uff0c2011\uff1bLaursen\u3001Nordentoft\u3001Mortensen\uff0c2014\uff09\u3002<\/p>\n\n\n\n

\u5c3d\u7ba1\u5fc3\u7406\u5065\u5eb7\u969c\u788d\u9020\u6210\u4e86\u5168\u7403\u6027\u8d1f\u62c5\uff0c\u4f46\u8fd9\u7c7b\u75be\u75c5\u4ecd\u5b58\u5728\u6f0f\u8bca\u3001\u6cbb\u7597\u4e0d\u8db3\u548c\u75c5\u803b\u611f\u5f3a\u7684\u95ee\u9898\uff0c\u5728\u8d44\u6e90\u6709\u9650\u6216\u83b7\u53d6\u670d\u52a1\u969c\u788d\u8f83\u5927\u7684\u573a\u666f\u4e2d\u5c24\u4e3a\u7a81\u51fa\uff08\u4e16\u754c\u536b\u751f\u7ec4\u7ec7\uff0c2001\uff09\u3002\u6cbb\u7597\u7f3a\u53e3\u8f83\u5927\u7684\u4e00\u4e2a\u4e3b\u8981\u539f\u56e0\u5728\u4e8e\u4f20\u7edf\u8bca\u65ad\u5de5\u5177\u5b58\u5728\u5c40\u9650\u6027\u3002\u5fc3\u7406\u5065\u5eb7\u8bc4\u4f30\u4f9d\u8d56\u4e3b\u89c2\u6d4b\u91cf\u65b9\u5f0f\uff0c\u5982\u7ed3\u6784\u5316\u8bbf\u8c08\u548c\u81ea\u8bc4\u95ee\u5377\uff08Tennyson\u3001Kemp\u3001Rao\uff0c2016\uff09\u3002\u8fd9\u4e9b\u5de5\u5177\u867d\u5177\u6210\u672c\u6548\u76ca\u4e14\u53ef\u6269\u5c55\uff0c\u4f46\u6613\u53d7\u793e\u4f1a\u671f\u671b\u504f\u5dee\u3001\u56de\u5fc6\u4e0d\u51c6\u786e\u4ee5\u53ca\u75c7\u72b6\u4e92\u64cd\u4f5c\u6027\u6709\u9650\u7b49\u95ee\u9898\u5f71\u54cd\uff0c\u5728\u8ba4\u77e5\u53d7\u635f\u6216\u5b58\u5728\u75c5\u803b\u611f\u7684\u4eba\u7fa4\u4e2d\u8868\u73b0\u5c24\u4e3a\u660e\u663e\uff08Haberer\u3001Trabin\u3001Klinkman\uff0c2013\uff09\u3002<\/p>\n\n\n\n

\u6b64\u5916\uff0c\u6291\u90c1\u75c7\u3001\u7126\u8651\u75c7\u548c\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u7b49\u75be\u75c5\u5e38\u5b58\u5728\u9ad8\u5171\u75c5\u7387\uff0c\u75c7\u72b6\u76f8\u4e92\u91cd\u53e0\uff0c\u5b9e\u9645\u8bca\u65ad\u4e2d\u96be\u4ee5\u533a\u5206\uff0c\u8fd9\u4f7f\u5f97\u53ca\u65f6\u51c6\u786e\u8bca\u65ad\u53d8\u5f97\u66f4\u4e3a\u590d\u6742\u3002\u8fd9\u79cd\u8bca\u65ad\u6a21\u7cca\u6027\uff0c\u518d\u52a0\u4e0a\u4e34\u5e8a\u8d44\u6e90\u6709\u9650\uff0c\u5bfc\u81f4\u65e0\u8bba\u662f\u9ad8\u6536\u5165\u8fd8\u662f\u4f4e\u6536\u5165\u5730\u533a\uff0c\u90fd\u666e\u904d\u5b58\u5728\u8bef\u8bca\u548c\u8bc6\u522b\u4e0d\u8db3\u7684\u60c5\u51b5\uff08Aux\u00e9m\u00e9ry\uff0c2018\uff09\u3002<\/p>\n\n\n\n

\u8fd9\u4e9b\u6311\u6218\u51f8\u663e\u4e86\u5bf9\u53ef\u6269\u5c55\u3001\u4e3b\u52a8\u5f0f\u4e14\u60c5\u5883\u611f\u77e5\u7684\u7b5b\u67e5\u5de5\u5177\u7684\u8feb\u5207\u9700\u6c42\uff0c\u6b64\u7c7b\u5de5\u5177\u9700\u80fd\u66f4\u65e9\u3001\u66f4\u51c6\u786e\u5730\u8bc6\u522b\u9ad8\u98ce\u9669\u4eba\u7fa4\uff08Tennyson\u3001Kemp\u3001Rao\uff0c2016\uff09\u3002\u4e3a\u5e94\u5bf9\u8fd9\u4e9b\u9700\u6c42\uff0c\u652f\u6301\u5411\u91cf\u673a\uff08SVM\uff09\u3001\u968f\u673a\u68ee\u6797\u7b49\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff08Saidi\u3001Othman\u3001Saoud\uff0c2020\uff1bCacheda \u7b49\uff0c2019\uff1bIslam \u7b49\uff0c2018\uff09\u65e9\u5df2\u88ab\u5e7f\u6cdb\u7814\u7a76\u548c\u5e94\u7528\u4e8e\u5fc3\u7406\u5065\u5eb7\u969c\u788d\u68c0\u6d4b\uff0c\u5b83\u4eec\u901a\u8fc7\u5229\u7528\u7ed3\u6784\u5316\u8f93\u5165\u4ee5\u53ca\u4ece\u8bed\u8a00\u3001\u884c\u4e3a\u6216\u751f\u7406\u4fe1\u53f7\u4e2d\u63d0\u53d6\u7684\u624b\u5de5\u7279\u5f81\u6765\u5b9e\u73b0\u68c0\u6d4b\u3002\u8fd9\u4e9b\u65b9\u6cd5\u867d\u5c55\u73b0\u51fa\u4e00\u5b9a\u6f5c\u529b\uff0c\u4f46\u7531\u4e8e\u8868\u8fbe\u80fd\u529b\u6709\u9650\uff0c\u5f80\u5f80\u96be\u4ee5\u8fbe\u5230\u7406\u60f3\u6027\u80fd\uff08Van Der Donckt \u7b49\uff0c2023\uff09\u3002<\/p>\n\n\n\n

\u6df1\u5ea6\u5b66\u4e60\u7684\u540e\u7eed\u53d1\u5c55\u50ac\u751f\u4e86\u7aef\u5230\u7aef\u6a21\u578b\uff0c\u8fd9\u7c7b\u6a21\u578b\u53ef\u76f4\u63a5\u4ece\u539f\u59cb\u6587\u672c\u6216\u8bed\u97f3\u6570\u636e\u4e2d\u5b66\u4e60\u8868\u5f81\uff0c\u6027\u80fd\u548c\u7075\u6d3b\u6027\u5747\u6709\u63d0\u5347\uff08Su \u7b49\uff0c2020\uff09\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u6a21\u578b\u901a\u5e38\u9700\u8981\u5927\u91cf\u5e26\u6807\u7b7e\u6570\u636e\u96c6\uff0c\u53ef\u89e3\u91ca\u6027\u8f83\u5dee\uff0c\u4e14\u5bf9\u9886\u57df\u8fc1\u79fb\u8f83\u4e3a\u654f\u611f\uff08Ramasamy Ramamurthy\u3001Roy\uff0c2018\uff09\u3002\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u6700\u65b0\u8fdb\u5c55\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6781\u5177\u5438\u5f15\u529b\u7684\u65b0\u65b9\u5411\u3002\u901a\u8fc7\u5206\u6790\u81ea\u7136\u8bed\u8a00\u8f93\u5165\uff08\u5982\u8bbf\u8c08\u8bb0\u5f55\u548c\u81ea\u7136\u5bf9\u8bdd\uff09\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6709\u671b\u8bc6\u522b\u6291\u90c1\u75c7\u3001\u7126\u8651\u75c7\u548c\u5176\u4ed6\u5fc3\u7406\u5065\u5eb7\u969c\u788d\u7684\u65e9\u671f\u8ff9\u8c61\uff08Xu \u7b49\uff0c2024\uff09\u3002\u8fd9\u7c7b\u6a21\u578b\u65e0\u9700\u4e34\u5e8a\u57fa\u7840\u8bbe\u65bd\u652f\u6301\uff0c\u53ef\u90e8\u7f72\u5728\u4f4e\u63a5\u89e6\u3001\u9762\u5411\u7528\u6237\u7684\u73af\u5883\u4e2d\uff0c\u4ece\u800c\u5b9e\u73b0\u5e7f\u6cdb\u5e94\u7528\u548c\u6301\u7eed\u76d1\u6d4b\u3002<\/p>\n\n\n\n

\u672c\u7814\u7a76\u671d\u7740\u8fd9\u4e00\u65b9\u5411\u8fc8\u51fa\u4e86\u4e00\u6b65\uff0c\u6838\u5fc3\u95ee\u9898\u662f\uff1a\u80fd\u5426\u501f\u52a9\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e30\u5bcc\u7684\u5148\u9a8c\u77e5\u8bc6\u548c\u5f3a\u5927\u7684\u6587\u672c\u7406\u89e3\u80fd\u529b\uff0c\u4ece\u81ea\u7136\u5bf9\u8bdd\u4e2d\u68c0\u6d4b\u5fc3\u7406\u5065\u5eb7\u969c\u788d\u7684\u65e9\u671f\u8ff9\u8c61\uff0c\u800c\u65e0\u9700\u4f9d\u8d56\u4e13\u5bb6\u6784\u5efa\u7684\u7279\u5f81\u6216\u4e34\u5e8a\u6807\u6ce8\uff1f<\/p>\n\n\n\n

\u65b0\u578b\u5bf9\u8bdd\u6570\u636e\u96c6<\/h3>\n\n\n\n

\u5927\u578b\u8bed\u8a00\u6a21\u578b\u9002\u914d\u65b9\u6cd5<\/h3>\n\n\n\n

\u9884\u6d4b\u4efb\u52a1\uff1a\u591a\u4e2a\u4e0b\u6e38\u8bca\u65ad\u4efb\u52a1<\/h3>\n\n\n\n

\u57fa\u4e8e\u81ea\u52a8\u8bb0\u5f55\u4e34\u5e8a\u8bbf\u8c08\u7684\u9010\u5b57\u8bb0\u5f55\u6587\u672c\u3002<\/p>\n\n\n\n

\u65b9\u6cd5 1\uff1a\u5bf9\u5927\u578b\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u76f4\u63a5\u63d0\u793a\uff0c\u4f7f\u7528 GPT-4.1 Mini \u548c Meta-LLaMA-3-8B-Instruct \u6a21\u578b\u3002\u63d0\u793a\u57fa\u4e8e\u4e94\u79cd\u5fc3\u7406\u72b6\u6001\uff1a\u65e5\u5e38\u6d3b\u52a8\u3001\u56f0\u96be\u7ecf\u5386\u3001\u60c5\u7eea\u8c03\u8282\u3001\u8fd1\u671f\u8d1f\u9762\u4e8b\u4ef6\u3001\u8fd1\u671f\u6b63\u9762\u4e8b\u4ef6\u3002<\/p>\n\n\n\n

\u65b9\u6cd5 2\uff1a\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u589e\u5f3a\u7684\u89e3\u7801\u5668\u6a21\u578b\u3002\u901a\u8fc7\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u65b9\u6cd5\u5bf9 Meta-LLaMA-3-8B-Instruct \u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u7528\u4e8e\u91cd\u5ea6\u6291\u90c1\u53d1\u4f5c\uff08MDE\uff09\u8bca\u65ad\u3002<\/p>\n\n\n\n

\u65b9\u6cd5 3\uff1a\u4ee5\u7f16\u7801\u5668\u6a21\u578b\u4e3a\u57fa\u7840<\/p>\n\n\n\n

A. \u539f\u59cb\u7f16\u7801\u5668\u5206\u7c7b\u5668\uff08\u5e26\u5206\u7c7b\u5934\u7684 RoBERTa \u5d4c\u5165\uff1b\u642d\u914d\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u3001\u903b\u8f91\u56de\u5f52\u6216\u6781\u7aef\u68af\u5ea6\u63d0\u5347\uff08XGBoost\uff09\uff09<\/p>\n\n\n\n

B. \u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u589e\u5f3a\u7684\u7f16\u7801\u5668\u5206\u7c7b\u5668\uff08\u7aef\u5230\u7aef RoBERTa\uff0c\u642d\u914d\u591a\u5c42\u611f\u77e5\u673a\u5206\u7c7b\u5934\uff0c\u901a\u8fc7\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u8fdb\u884c\u5fae\u8c03\uff09<\/p>\n\n\n\n

\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\uff08PTSD\uff09\u3001\u7126\u8651\u75c7<\/p>\n\n\n\n

\u4e34\u5e8a\u4e13\u5bb6\u63d0\u4f9b\u7684\u771f\u5b9e\u4e34\u5e8a\u8bca\u65ad\u7ed3\u679c\u3002<\/p>\n\n\n\n

\u56fe 1\uff1a\u6570\u636e\u96c6\u3001\u5927\u578b\u8bed\u8a00\u6a21\u578b\u9002\u914d\u65b9\u6cd5\u53ca\u9884\u6d4b\u76ee\u6807\u6982\u8ff0<\/p>\n\n\n\n

\u4ee5\u5f80\u7814\u7a76\u591a\u57fa\u4e8e\u81ea\u8bc4\u8c03\u67e5\u6216\u793e\u4ea4\u5a92\u4f53\u6570\u636e\uff0c\u4e14\u4ec5\u9488\u5bf9\u5355\u4e00\u5fc3\u7406\u5065\u5eb7\u969c\u788d\uff08Bucur\uff0c2024\uff1bZhu \u7b49\uff0c2024\uff1bSarabadani \u7b49\uff0c2025\uff1bBartal \u7b49\uff0c2024\uff09\uff0c\u800c\u672c\u7814\u7a76\u5229\u7528\u7684\u6570\u636e\u96c6\u5219\u5305\u542b\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u534a\u7ed3\u6784\u5316\u7cbe\u795e\u79d1\u8bbf\u8c08\uff0c\u4e14\u6bcf\u4efd\u8bbf\u8c08\u5747\u914d\u6709\u540c\u671f\u7684\u771f\u5b9e\u4e34\u5e8a\u8bca\u65ad\u7ed3\u679c\u3002\u8fd9\u79cd\u573a\u666f\u66f4\u80fd\u53cd\u6620\u771f\u5b9e\u4e34\u5e8a\u5bf9\u8bdd\u7684\u7ec6\u5fae\u5dee\u522b\u548c\u53d8\u5f02\u6027\u3002<\/p>\n\n\n\n

\u6211\u4eec\u5c06\u8be5\u4efb\u52a1\u5b9a\u4e49\u4e3a\u591a\u6807\u7b7e\u6587\u672c\u5206\u7c7b\u4efb\u52a1\uff1a\u7ed9\u5b9a\u4e00\u4efd\u8bbf\u8c08\u8bb0\u5f55\uff0c\u6a21\u578b\u9700\u9884\u6d4b\u662f\u5426\u5b58\u5728\uff081\uff09\u91cd\u5ea6\u6291\u90c1\u53d1\u4f5c\uff08MDE\uff09\u3001\uff082\uff09\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\uff08PTSD\uff09\u548c\uff083\uff09\u7126\u8651\u75c7\u3002<\/p>\n\n\n\n

\u6211\u4eec\u5bf9\u57fa\u4e8e\u7f16\u7801\u5668\u548c\u57fa\u4e8e\u89e3\u7801\u5668\u7684\u4e24\u7c7b\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u4e86\u8bc4\u4f30\uff0c\u5e76\u53ef\u901a\u8fc7\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u7b49\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u9002\u914d\u5668\u8fdb\u884c\u589e\u5f3a\u3002\u57fa\u4e8e\u89e3\u7801\u5668\u7684\u6a21\u578b\uff08\u5982 GPT-4.1\u3001Meta-LLaMA\uff09\u5728\u96f6\u6837\u672c\u573a\u666f\u4e0b\u8fdb\u884c\u8bc4\u4f30\uff0c\u800c\u57fa\u4e8e\u7f16\u7801\u5668\u7684\u6a21\u578b\u5219\u53ef\u9009\u62e9\u7ed3\u5408\u6216\u4e0d\u7ed3\u5408\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u589e\u5f3a\uff0c\u901a\u8fc7\u57fa\u4e8e\u5d4c\u5165\u7684\u5206\u7c7b\u5668\u8fdb\u884c\u5fae\u8c03\u3002\u8fd9\u79cd\u8bbe\u8ba1\u80fd\u591f\u5728\u771f\u5b9e\u6570\u636e\u548c\u90e8\u7f72\u7ea6\u675f\u4e0b\uff0c\u5bf9\u901a\u7528\u8bca\u65ad\u7b56\u7565\u4e0e\u5b9a\u5236\u5316\u8bca\u65ad\u7b56\u7565\u8fdb\u884c\u4e25\u683c\u7684\u6a2a\u5411\u6bd4\u8f83\u3002\u6211\u4eec\u7684\u5efa\u6a21\u6d41\u7a0b\u6982\u8ff0\u5982\u56fe 1 \u6240\u793a\u3002<\/p>\n\n\n\n

2. \u76f8\u5173\u7814\u7a76<\/h2>\n\n\n\n

\u4ee5\u5f80\u7684\u5fc3\u7406\u5065\u5eb7\u8bc4\u4f30\u7814\u7a76\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u6807\u51c6\u5316\u81ea\u8bc4\u5de5\u5177\uff0c\u8fd9\u7c7b\u5de5\u5177\u4e13\u4e3a\u8bc4\u4f30\u7279\u5b9a\u7cbe\u795e\u75be\u75c5\u800c\u8bbe\u8ba1\u3002\u4f8b\u5982\uff0c\u60a3\u8005\u5065\u5eb7\u95ee\u5377\uff08PHQ-9\uff09\u662f\u57fa\u4e8e\u300a\u7cbe\u795e\u75be\u75c5\u8bca\u65ad\u4e0e\u7edf\u8ba1\u624b\u518c\u300b\u7b2c\u56db\u7248\uff08DSM-IV\uff09\u6807\u51c6\u5f00\u53d1\u7684\u5e7f\u6cdb\u4f7f\u7528\u7684\u91cd\u5ea6\u6291\u90c1\u75c7\u81ea\u8bc4\u91cf\u8868\uff08Kroenke\u3001Spitzer\u3001Williams\uff0c2001\uff09\uff1b\u5e7f\u6cdb\u6027\u7126\u8651\u969c\u788d\u91cf\u8868\uff08GAD-7\uff09\u662f\u7b80\u77ed\u4e14\u7ecf\u4e34\u5e8a\u9a8c\u8bc1\u7684\u5de5\u5177\uff0c\u7528\u4e8e\u8bc4\u4f30\u5e7f\u6cdb\u6027\u7126\u8651\u969c\u788d\u7684\u4e25\u91cd\u7a0b\u5ea6\uff08Spitzer \u7b49\uff0c2006\uff09\uff1b\u300a\u7cbe\u795e\u75be\u75c5\u8bca\u65ad\u4e0e\u7edf\u8ba1\u624b\u518c\u300b\u7b2c\u4e94\u7248\uff08DSM-5\uff09\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u68c0\u67e5\u8868\uff08PCL-5\uff09\u5219\u4f9d\u636e DSM-5 \u6807\u51c6\uff0c\u4ece\u56db\u4e2a\u8bca\u65ad\u7ef4\u5ea6\u6355\u6349\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u7684\u6838\u5fc3\u75c7\u72b6\uff08Blevins \u7b49\uff0c2015\uff09\u3002<\/p>\n\n\n\n

\u8fd9\u4e9b\u5de5\u5177\u867d\u5177\u6210\u672c\u6548\u76ca\u4e14\u6613\u4e8e\u5b9e\u65bd\uff0c\u4f46\u5b58\u5728\u82e5\u5e72\u91cd\u8981\u5c40\u9650\u6027\u3002\u9996\u5148\uff0c\u5c3d\u7ba1\u6709\u8d8a\u6765\u8d8a\u591a\u7684\u8bc1\u636e\u8868\u660e\u6291\u90c1\u75c7\u3001\u7126\u8651\u75c7\u548c\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u7b49\u75be\u75c5\u5728\u4e34\u5e8a\u4eba\u7fa4\u4e2d\u5e38\u540c\u65f6\u5b58\u5728\uff08Lai \u7b49\uff0c2019\uff1bHawkins\uff0c2009\uff1bDeVylder\u3001Burnette\u3001Yang\uff0c2014\uff09\uff0c\u4f46\u6bcf\u79cd\u5de5\u5177\u901a\u5e38\u6bcf\u6b21\u4ec5\u9488\u5bf9\u4e00\u79cd\u75be\u75c5\u8fdb\u884c\u8bc4\u4f30\u3002\u5176\u6b21\uff0c\u7531\u4e8e\u8fd9\u4e9b\u5de5\u5177\u5b8c\u5168\u4f9d\u8d56\u81ea\u8bc4\u6570\u636e\uff0c\u6613\u53d7\u793e\u4f1a\u671f\u671b\u504f\u5dee\u3001\u56de\u5fc6\u4e0d\u51c6\u786e\u548c\u81ea\u6211\u8ba4\u77e5\u6709\u9650\u7b49\u56e0\u7d20\u5f71\u54cd\uff0c\u5728\u8106\u5f31\u4eba\u7fa4\u6216\u8ba4\u77e5\u53d7\u635f\u4eba\u7fa4\u4e2d\u8868\u73b0\u5c24\u4e3a\u660e\u663e\u3002\u6700\u540e\uff0c\u5728\u8d44\u6e90\u6709\u9650\u7684\u573a\u666f\u6216\u7a81\u53d1\u516c\u5171\u536b\u751f\u4e8b\u4ef6\uff08\u5982\u75ab\u60c5\uff09\u671f\u95f4\uff0c\u83b7\u53d6\u8bad\u7ec3\u6709\u7d20\u7684\u4e13\u4e1a\u4eba\u5458\u670d\u52a1\u6216\u5f00\u5c55\u7ed3\u6784\u5316\u7b5b\u67e5\u7684\u6e20\u9053\u53ef\u80fd\u4f1a\u4e25\u91cd\u53d7\u9650\uff0c\u5bfc\u81f4\u8bb8\u591a\u4eba\u88ab\u6f0f\u8bca\u6216\u8bef\u8bca\uff08Kumar \u7b49\uff0c2025\uff1bAlhalaseh \u7b49\uff0c2021\uff09\u3002<\/p>\n\n\n\n

\u4f8b\u5982\uff0c\u4e00\u9879\u5305\u542b 157 \u9879\u7814\u7a76\u7684\u7efc\u5408\u5206\u6790\u53d1\u73b0\uff0c\u5728\u521d\u7ea7\u533b\u7597\u4e2d\uff0c\u4ec5\u6709\u4e09\u5206\u4e4b\u4e00\u7684\u8f7b\u5ea6\u6291\u90c1\u75c7\u60a3\u8005\u80fd\u88ab\u6b63\u786e\u8bc6\u522b\uff08Mitchell\u3001Rao\u3001Vaze\uff0c2011\uff09\uff1b\u53e6\u4e00\u9879\u5305\u542b 41 \u9879\u9ad8\u8d28\u91cf\u7814\u7a76\u3001\u8986\u76d6 5 \u4e07\u591a\u540d\u60a3\u8005\u7684\u5143\u5206\u6790\u663e\u793a\uff0c\u5168\u79d1\u533b\u751f\u5bf9\u6291\u90c1\u75c7\u7684\u6b63\u786e\u8bc6\u522b\u7387\u4ec5\u4e3a 47.3%\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e9b\u7814\u7a76\u8fd8\u53d1\u73b0\uff0c\u5047\u9633\u6027\u75c5\u4f8b\u5f80\u5f80\u591a\u4e8e\u771f\u9633\u6027\u75c5\u4f8b\uff0c\u4e14\u6709\u76f8\u5f53\u4e00\u90e8\u5206\u75c5\u4f8b\u88ab\u5b8c\u5168\u6f0f\u8bca\uff08Mitchell\u3001Vaze\u3001Rao\uff0c2009\uff09\u3002<\/p>\n\n\n\n

\u4e3a\u514b\u670d\u81ea\u8bc4\u5de5\u5177\u7684\u5c40\u9650\u6027\uff0c\u8fd1\u5e74\u6765\u6709\u7814\u7a76\u63a2\u7d22\u5229\u7528\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u65b9\u6cd5\uff0c\u4ece\u6587\u672c\u8f93\u5165\u3001\u95ee\u5377\u548c\u793e\u4ea4\u6570\u636e\u7b49\u591a\u79cd\u6570\u636e\u6e90\u4e2d\u81ea\u52a8\u68c0\u6d4b\u5fc3\u7406\u5065\u5eb7\u969c\u788d\uff08Wshah \u7b49\uff0c2019\uff1bLe Glaz \u7b49\uff0c2021\uff1bChiong \u7b49\uff0c2021\uff1bMaharjan \u7b49\uff0c2025\uff09\u3002\u4f8b\u5982\uff0cPriya \u7b49\u4eba\u7684\u7814\u7a76\u57fa\u4e8e\u95ee\u5377\u56de\u7b54\uff0c\u5e94\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5c06\u4eba\u7fa4\u6309\u7126\u8651\u75c7\u3001\u6291\u90c1\u75c7\u548c\u538b\u529b\u7684\u4e25\u91cd\u7a0b\u5ea6\u5206\u4e3a\u4e94\u4e2a\u7b49\u7ea7\u3002\u5176\u4e2d\uff0c\u6734\u7d20\u8d1d\u53f6\u65af\u7b97\u6cd5\u51c6\u786e\u7387\u6700\u9ad8\uff0c\u800c\u968f\u673a\u68ee\u6797\u5219\u88ab\u8ba4\u4e3a\u662f\u6574\u4f53\u6027\u80fd\u6700\u4f73\u7684\u6a21\u578b\uff08Priya\u3001Garg\u3001Tigga\uff0c2020\uff1bNemesure \u7b49\uff0c2021\uff09\u3002\u53e6\u6709\u7814\u7a76\u8bc1\u660e\uff0c\u5229\u7528\u7ed3\u6784\u5316\u8bc4\u4f30\u3001\u57fa\u4e8e\u8bed\u8a00\u7684\u60c5\u7eea\u8c03\u8282\u7279\u5f81\u548c\u6cbb\u7597\u9009\u62e9\u6a21\u578b\uff0c\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u53ef\u7528\u4e8e\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u7684\u8bc6\u522b\uff08Christ \u7b49\uff0c2021\uff1bHeld \u7b49\uff0c2022\uff1bSawalha \u7b49\uff0c2022\uff1bVanlalawmpuia\u3001Lalhmingliana\uff0c2020\uff09\u3002\u5c3d\u7ba1\u8fd9\u4e9b\u65b9\u5411\u524d\u666f\u826f\u597d\uff0c\u4f46\u6570\u5b57\u5fc3\u7406\u5065\u5eb7\u89e3\u51b3\u65b9\u6848\u7684\u5b9e\u65bd\u4ecd\u9762\u4e34\u91cd\u5927\u6311\u6218\uff0c\u5c24\u5176\u662f\u5728\u8bc4\u4f30\u4e25\u8c28\u6027\u548c\u5b9e\u9645\u6709\u6548\u6027\u65b9\u9762\uff08Balcombe\u3001De Leo\uff0c2021\uff09\u3002<\/p>\n\n\n\n

\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u901a\u5e38\u9700\u8981\u5927\u91cf\u7279\u5b9a\u4efb\u52a1\u8bad\u7ec3\u6570\u636e\u548c\u624b\u5de5\u8bbe\u8ba1\u7279\u5f81\uff0c\u800c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8fd0\u4f5c\u6a21\u5f0f\u5219\u5b8c\u5168\u4e0d\u540c\u3002\u57fa\u4e8e Transformer \u67b6\u6784\u548c\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff08Vaswani \u7b49\uff0c2017\uff09\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u6d77\u91cf\u6587\u672c\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u4ec5\u901a\u8fc7\u6587\u672c\u63d0\u793a\u5373\u53ef\u5b9e\u73b0\u96f6\u6837\u672c\u6216\u5c11\u6837\u672c\u63a8\u65ad\uff08Wang\u3001Pang\u3001Lin\uff0c2023\uff1bHasan \u7b49\uff0c2024\uff09\u3002\u8fd9\u79cd\u8f6c\u53d8\u4f7f\u5927\u578b\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u76f4\u63a5\u4ece\u81ea\u7531\u5f62\u5f0f\u7684\u81ea\u7136\u8bed\u8a00\u4e2d\u7406\u89e3\u4e30\u5bcc\u7684\u60c5\u5883\u7ebf\u7d22\uff0c\u65e0\u9700\u7ed3\u6784\u5316\u8f93\u5165\u683c\u5f0f\u3001\u7279\u5b9a\u75be\u75c5\u95ee\u5377\u6216\u5e26\u6807\u6ce8\u8bad\u7ec3\u6570\u636e\uff08Zhu \u7b49\uff0c2024\uff1bSrivastava\uff0c2024\uff1bZhu \u7b49\uff0c2025\uff09\u3002<\/p>\n\n\n\n

\u8fd1\u671f\u591a\u9879\u7814\u7a76\u8bc1\u660e\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u4e34\u5e8a\u5fc3\u7406\u5065\u5eb7\u5e94\u7528\u4e2d\u7684\u6f5c\u529b\u3002\u4f8b\u5982\uff0c\u7814\u7a76\u663e\u793a GPT-4 \u53ef\u4ece\u534a\u7ed3\u6784\u5316\u4e34\u5e8a\u8bbf\u8c08\u4e2d\u63a8\u65ad\u793e\u4ea4\u7126\u8651\u75c7\u72b6\u7684\u4e25\u91cd\u7a0b\u5ea6\uff0c\u4e0e\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u81ea\u8bc4\u5de5\u5177\u7684\u76f8\u5173\u7cfb\u6570\u8fbe 0.79\uff08Ohse \u7b49\uff0c2024\uff09\uff1b\u5728\u6291\u90c1\u75c7\u8bca\u65ad\u65b9\u9762\uff0cMDD-LLM\uff0870B \u53c2\u6570\u7248\u672c\uff09\u7684\u51c6\u786e\u7387\u8fbe 0.8378\uff0c\u53d7\u8bd5\u8005\u5de5\u4f5c\u7279\u5f81\u66f2\u7ebf\u4e0b\u9762\u79ef\uff08AUROC\uff09\u8fbe 0.8919\uff0c\u663e\u8457\u4f18\u4e8e\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\uff08Sha \u7b49\uff0c2025\uff09\uff1b\u53e6\u4e00\u9879\u5173\u4e8e\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u68c0\u6d4b\u7684\u7814\u7a76\uff0c\u91c7\u7528\u57fa\u4e8e DSM-5 \u6807\u51c6\u7684\u5c11\u6837\u672c\u63d0\u793a\u65b9\u6cd5\uff0c\u5b9e\u73b0\u4e86 0.737 \u7684 AUROC\uff0c\u4e14\u6027\u80fd\u4f1a\u56e0\u75c7\u72b6\u4e25\u91cd\u7a0b\u5ea6\u548c\u5171\u75c5\u6291\u90c1\u75c7\u60c5\u51b5\u800c\u6709\u6240\u4e0d\u540c\uff08Chen \u7b49\uff0c2025\uff09\u3002\u8fd9\u4e9b\u53d1\u73b0\u51f8\u663e\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4ece\u4f4e\u7ed3\u6784\u5316\u6570\u636e\u4e2d\u63d0\u53d6\u4e34\u5e8a\u6709\u610f\u4e49\u4fe1\u606f\u7684\u80fd\u529b\uff0c\u4f7f\u5176\u5728\u8d44\u6e90\u532e\u4e4f\u6216\u670d\u52a1\u4e0d\u8db3\u7684\u573a\u666f\u4e2d\uff0c\u5bf9\u53ef\u6269\u5c55\u7684\u5fc3\u7406\u5065\u5eb7\u7b5b\u67e5\u5177\u6709\u7279\u6b8a\u4ef7\u503c\u3002<\/p>\n\n\n\n

\u5728\u73b0\u6709\u7814\u7a76\u57fa\u7840\u4e0a\uff0c\u672c\u7814\u7a76\u505a\u51fa\u4e86\u4ee5\u4e0b\u5173\u952e\u8d21\u732e\uff1a\u6211\u4eec\u5728\u5305\u542b 555 \u4efd\u73b0\u5b9e\u4e16\u754c\u7cbe\u795e\u79d1\u8bbf\u8c08\u7684\u72ec\u7279\u6570\u636e\u96c6\u4e0a\uff0c\u5bf9\u901a\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08\u5982 GPT-4\u3001Meta-LLaMA\uff09\u548c\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u6a21\u578b\uff08\u5982\u7ed3\u5408 LoRA \u7684 RoBERTa\uff09\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002<\/p>\n\n\n\n

3. \u6570\u636e\u96c6<\/h2>\n\n\n\n

\u6211\u4eec\u4f7f\u7528\u7684\u65b0\u578b\u6570\u636e\u96c6\u5305\u542b 555 \u540d\u7f8e\u56fd\u6210\u5e74\u4eba\u7684\u4fe1\u606f\uff0c\u8fd9\u4e9b\u6570\u636e\u6765\u81ea\u591a\u9879\u884c\u4e3a\u7814\u7a76\uff0c\u65e8\u5728\u8c03\u67e5\u4e2a\u4f53\u5bf9\u804c\u4e1a\u538b\u529b\u3001\u6162\u6027\u75be\u75c5\u6216\u521b\u4f24\u66b4\u9732\u7b49\u8fc7\u6e21\u6027\u6216\u4e0d\u826f\u751f\u6d3b\u4e8b\u4ef6\u7684\u53cd\u5e94\u3002\u6240\u6709\u53c2\u4e0e\u8005\u5747\u5728\u673a\u6784\u5ba1\u67e5\u59d4\u5458\u4f1a\uff08IRB\uff09\u6279\u51c6\u7684\u534f\u8bae\u4e0b\u63d0\u4f9b\u4e86\u4e66\u9762\u77e5\u60c5\u540c\u610f\u3002\u8868 1 \u603b\u7ed3\u4e86\u53c2\u4e0e\u8005\u7684\u4eba\u53e3\u7edf\u8ba1\u5b66\u7279\u5f81\u3002<\/p>\n\n\n\n

\u8be5\u6570\u636e\u96c6\u6db5\u76d6 553 \u540d\u4e2a\u4f53\uff0c\u6027\u522b\u5206\u5e03\u5747\u8861\uff08\u7537\u6027 278 \u4eba\uff0c\u5973\u6027 275 \u4eba\uff09\uff0c\u591a\u6570\u4e3a\u767d\u4eba\uff08431 \u4eba\uff09\u3002\u5e74\u9f84\u5206\u5e03\u5728\u4e94\u4e2a\u533a\u95f4\uff0c\u4e14\u5927\u591a\u6570\u53c2\u4e0e\u8005\u62e5\u6709\u5927\u5b66\u8084\u4e1a\u53ca\u4ee5\u4e0a\u5b66\u5386\u3002\u8fd9\u79cd\u591a\u6837\u6027\u6709\u52a9\u4e8e\u5f00\u5c55\u7a33\u5065\u7684\u4e0b\u6e38\u5206\u6790\u3002<\/p>\n\n\n\n

\u5728\u8bbf\u8c08\u8fc7\u7a0b\u4e2d\uff0c\u6240\u6709\u53c2\u4e0e\u8005\u5747\u6309\u9884\u5b9a\u987a\u5e8f\u56de\u7b54\u4e86\u76f8\u540c\u7684\u4e94\u4e2a\u95ee\u9898\u3002\u7b2c\u4e00\u4e2a\u95ee\u9898\u8981\u6c42\u53c2\u4e0e\u8005\u63cf\u8ff0\u524d\u4e00\u5929\u4ece\u8d77\u5e8a\u5230\u5165\u7761\u7684\u6d3b\u52a8\uff1b\u540e\u7eed\u95ee\u9898\u5206\u522b\u6d89\u53ca\u4ed6\u4eec\u8fd1\u671f\u7ecf\u5386\u7684\u6311\u6218\u6027\u4e8b\u4ef6\u6216\u60c5\u51b5\u3001\u5e94\u5bf9\u8be5\u6311\u6218\u7684\u7b56\u7565\u3001\u4e00\u4ef6\u4e0d\u76f8\u5173\u7684\u8fd1\u671f\u4e0d\u6109\u5feb\u4e8b\u4ef6\uff0c\u4ee5\u53ca\u4e00\u4ef6\u8fd1\u671f\u7684\u79ef\u6781\u7ecf\u5386\u3002<\/p>\n\n\n\n

\u8868 1\uff1a\u53c2\u4e0e\u8005\u4eba\u53e3\u7edf\u8ba1\u5b66\u7279\u5f81\u603b\u7ed3<\/p>\n\n\n\n

\u7c7b\u522b<\/th>\u5b50\u7c7b\u522b<\/th>\u4eba\u6570<\/th><\/tr><\/thead>
\u5e74\u9f84<\/td>25 \u5c81\u4ee5\u4e0b<\/td>123<\/td><\/tr>
<\/td>25-34 \u5c81<\/td>128<\/td><\/tr>
<\/td>35-44 \u5c81<\/td>96<\/td><\/tr>
<\/td>45-59 \u5c81<\/td>132<\/td><\/tr>
<\/td>60 \u5c81\u53ca\u4ee5\u4e0a<\/td>74<\/td><\/tr>
\u6027\u522b<\/td>\u7537\u6027<\/td>278<\/td><\/tr>
<\/td>\u5973\u6027<\/td>275<\/td><\/tr>
\u79cd\u65cf<\/td>\u767d\u4eba<\/td>431<\/td><\/tr>
<\/td>\u5176\u4ed6<\/td>122<\/td><\/tr>
\u6559\u80b2\u7a0b\u5ea6<\/td>\u9ad8\u4e2d\u53ca\u4ee5\u4e0b<\/td>98<\/td><\/tr>
<\/td>\u5927\u5b66\u8084\u4e1a<\/td>293<\/td><\/tr>
<\/td>\u5927\u5b66\u53ca\u4ee5\u4e0a<\/td>134<\/td><\/tr>
<\/td>\u672a\u77e5<\/td>28<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u8bbf\u8c08\u4eba\u5458\u63a5\u53d7\u8fc7\u6807\u51c6\u5316\u63d0\u793a\u57f9\u8bad\uff0c\u53c2\u4e0e\u8005\u88ab\u9f13\u52b1\u9488\u5bf9\u6bcf\u4e2a\u95ee\u9898\u81ea\u7531\u53d1\u8a00\uff0c\u65f6\u957f\u6700\u957f\u53ef\u8fbe 3 \u5206\u949f\u3002\u6bcf\u4f4d\u53c2\u4e0e\u8005\u7684\u8bbf\u8c08\u5f55\u97f3\u65f6\u957f\u7ea6\u4e3a 15 \u5206\u949f\u3002\u968f\u540e\uff0c\u7814\u7a76\u4eba\u5458\u6309\u7167\u5e38\u89c4\u548c\u5efa\u8bae\u5bf9\u8bed\u97f3\u8fdb\u884c\u8bb0\u5f55\u548c\u8f6c\u5f55\uff08Coifman \u7b49\uff0c2007\uff1bCoifman\u3001Bonanno\uff0c2010\uff1bCoifman\u3001Flynn\u3001Pinto\uff0c2016\uff1bHarvey \u7b49\uff0c2014\uff09\u3002<\/p>\n\n\n\n

\u6bcf\u4f4d\u53c2\u4e0e\u8005\u7684\u6587\u672c\u56de\u7b54\u5747\u4e0e\u5176\u6291\u90c1\u75c7\u72b6\u76f8\u5173\u8054\uff0c\u8fd9\u4e9b\u75c7\u72b6\u6570\u636e\u6765\u6e90\u4e8e\u300a\u7cbe\u795e\u75be\u75c5\u8bca\u65ad\u4e0e\u7edf\u8ba1\u624b\u518c\u300b\u7ed3\u6784\u5316\u4e34\u5e8a\u8bbf\u8c08\uff08SCID\uff09\u62a5\u544a\u3002\u7814\u7a76\u6536\u96c6\u4e86\u53c2\u4e0e\u8005\u7684\u5e74\u9f84\u3001\u6027\u522b\u7b49\u4eba\u53e3\u7edf\u8ba1\u5b66\u4fe1\u606f\uff0c\u5e76\u5c06\u5176\u7edf\u4e00\u683c\u5f0f\u540e\u6574\u5408\u3002\u53c2\u4e0e\u8005\u7684\u5e73\u5747\u5e74\u9f84\u4e3a 39.36 \u5c81\uff08\u6807\u51c6\u5dee = 16.0\uff09\u3002\u6837\u672c\u6027\u522b\u5206\u5e03\u5927\u81f4\u5747\u8861\uff1a278 \u540d\u53c2\u4e0e\u8005\u4e3a\u5973\u6027\uff0c277 \u540d\u4e3a\u7537\u6027\uff0c1 \u540d\u53c2\u4e0e\u8005\u672a\u62a5\u544a\u6027\u522b\u3002<\/p>\n\n\n\n

\u5b8c\u6574\u8bbf\u8c08\u7684\u5e73\u5747\u957f\u5ea6\u7ea6\u4e3a 2955 \u4e2a\u5355\u8bcd\uff08\u6807\u51c6\u5dee = 1855\uff09\u3002\u8fd9\u79cd\u8bbe\u7f6e\u6709\u52a9\u4e8e\u6df1\u5165\u5206\u6790\u53d9\u4e8b\u6df1\u5ea6\u5bf9\u4e0d\u540c\u7c7b\u578b\u6a21\u578b\u63d0\u53d6\u7cbe\u795e\u75be\u75c5\u4fe1\u53f7\u7684\u5f71\u54cd\u3002\u5bf9\u4e8e\u8f93\u5165\u957f\u5ea6\u53d7\u9650\u7684\u57fa\u7840\u6a21\u578b\uff08\u5982 Meta-LLaMA-3-8B\uff09\uff0c\u6211\u4eec\u91c7\u7528\u57fa\u4e8e\u5206\u5757\u7684\u63a8\u65ad\u7b56\u7565\uff1a\u5c06\u6bcf\u4efd\u7528\u6237\u8bb0\u5f55\u5206\u5272\u4e3a 512\u30011024 \u6216 2048 \u4e2a\u6807\u8bb0\u7684\u91cd\u53e0\u5757\uff0c\u5bf9\u6bcf\u4e2a\u5757\u72ec\u7acb\u8ba1\u7b97\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\uff0c\u518d\u53d6\u5e73\u5747\u503c\u5f97\u5230\u7528\u6237\u5c42\u9762\u7684\u4e8c\u5206\u7c7b\u51b3\u7b56\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5728\u4fdd\u7559\u957f\u53d9\u4e8b\u60c5\u5883\u4e2d\u8bca\u65ad\u4fe1\u53f7\u7684\u540c\u65f6\uff0c\u5b9e\u73b0\u4e86\u53ef\u6269\u5c55\u7684\u9884\u6d4b\u3002<\/p>\n\n\n\n

\u4e3a\u4f53\u73b0\u53d9\u4e8b\u5185\u5bb9\u7684\u4e30\u5bcc\u6027\uff0c\u8868 2 \u63d0\u4f9b\u4e86\u540c\u4e00\u540d\u53c2\u4e0e\u8005\u5728\u4e94\u4e2a\u63d0\u793a\u9886\u57df\u7684\u4ee3\u8868\u6027\u56de\u7b54\u7247\u6bb5\u3002\u8fd9\u4e9b\u56de\u7b54\u53cd\u6620\u4e86\u6570\u636e\u96c6\u7684\u60c5\u611f\u7ec6\u5fae\u5dee\u522b\u548c\u4e3b\u9898\u590d\u6742\u6027\uff0c\u4e3a\u81ea\u7136\u4e3b\u4e49\u5fc3\u7406\u5065\u5eb7\u63a8\u65ad\u63d0\u4f9b\u4e86\u771f\u5b9e\u4e14\u5177\u6709\u751f\u6001\u6709\u6548\u6027\u7684\u57fa\u51c6\u3002<\/p>\n\n\n\n

\u8868 2\uff1a\u8bbf\u8c08\u56de\u7b54\u793a\u4f8b\uff08\u53c2\u4e0e\u8005 ID\uff1a001\uff09<\/p>\n\n\n\n

\u63d0\u793a<\/th>\u56de\u7b54\u7247\u6bb5<\/th><\/tr><\/thead>
\u65e5\u5e38\u6d3b\u52a8<\/td>\u201c\u4e00\u5929\u5f00\u59cb\u7684\u65f6\u5019\uff0c\u6211\u6709\u4e24\u4e2a\u513f\u5b50\uff0c\u4e00\u4e2a\u2026\u2026 \u5728\u5916\u9762\u73a9\u2026\u2026 \u53bb\u4e86\u5065\u8eab\u623f\u2026\u2026\u201d<\/td><\/tr>
\u56f0\u96be\u7ecf\u5386<\/td>\u201c\u4f5c\u4e3a\u4e00\u540d\u6d88\u9632\u5458\u2026\u2026 \u65e2\u6709\u6311\u6218\u6027\u53c8\u5f88\u68d2\u7684\u7ecf\u5386\u2026\u2026 \u4f46\u4e5f\u6709\u4e0d\u597d\u7684\u7ecf\u5386\u2026\u2026\u201d<\/td><\/tr>
\u60c5\u7eea\u8c03\u8282<\/td>\u201c\u4f60\u53ef\u4ee5\u548c\u5de5\u4f5c\u4e2d\u4fe1\u4efb\u7684\u4eba\u804a\u804a\u2026\u2026 \u6211\u548c\u59bb\u5b50\u5df2\u7ecf\u7ed3\u5a5a\u4e86\u2026\u2026\u201d<\/td><\/tr>
\u8d1f\u9762\u4e8b\u4ef6<\/td>\u201c\u7b2c\u4e00\u6b21\u9047\u5230\u91cd\u5927\u4e8b\u6545\u2026\u2026 \u4e4b\u524d\u538b\u529b\u5f88\u5927\u2026\u2026\u201d<\/td><\/tr>
\u6b63\u9762\u4e8b\u4ef6<\/td>\u201c\u6211\u4eec\u63a5\u751f\u7684\u7b2c\u4e00\u4e2a\u5b9d\u5b9d \u2014\u2014 \u51cc\u6668\u63a5\u5230\u7684\u7535\u8bdd\u2026\u2026 \u662f\u4e2a\u6d77\u6d1b\u56e0\u6210\u763e\u76f8\u5173\u75c5\u4f8b\u2026\u2026\u201d<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

4. \u65b9\u6cd5<\/h2>\n\n\n\n

\u672c\u8282\u7cfb\u7edf\u9610\u8ff0\u4e86\u8bc4\u4f30\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5728\u5fc3\u7406\u5065\u5eb7\u969c\u788d\u9886\u57df\u5e94\u7528\u80fd\u529b\u7684\u591a\u79cd\u65b9\u6cd5\u3002<\/p>\n\n\n\n

\u65b9\u6cd5 1\uff1a\u901a\u8fc7\u76f4\u63a5\u63d0\u793a\u8fdb\u884c\u591a\u969c\u788d\u63a8\u65ad<\/h3>\n\n\n\n

\u9996\u5148\uff0c\u6211\u4eec\u7814\u7a76\u73b0\u4ee3\u57fa\u7840\u6a21\u578b\u80fd\u5426\u5728\u96f6\u6837\u672c\u573a\u666f\u4e0b\uff0c\u76f4\u63a5\u4ece\u539f\u59cb\u8bbf\u8c08\u6587\u672c\u4e2d\u63a8\u65ad\u591a\u79cd\u7cbe\u795e\u75be\u75c5\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u63d0\u793a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8bc6\u522b\u6291\u90c1\u75c7\u3001\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\uff08PTSD\uff09\u548c\u7126\u8651\u75c7\u7b49\u7cbe\u795e\u75be\u75c5\u7684\u8ff9\u8c61\uff0c\u4e14\u4e0d\u8fdb\u884c\u4efb\u4f55\u7279\u5b9a\u4efb\u52a1\u7684\u8bad\u7ec3\u6216\u5fae\u8c03\u3002\u6211\u4eec\u5bf9\u4ee5\u4e0b\u4e24\u79cd\u6700\u5148\u8fdb\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u4e86\u8bc4\u4f30\uff1a<\/p>\n\n\n\n

    \n
  • GPT-4.1 Mini\uff1a\u5728\u96f6\u6837\u672c\u914d\u7f6e\u4e0b\u4f7f\u7528\u4e3a\u6bcf\u79cd\u75be\u75c5\u5b9a\u5236\u7684\u63d0\u793a\u3002\u8fd9\u79cd\u8bbe\u7f6e\u4e3a\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u7684\u53ef\u6269\u5c55\u5fc3\u7406\u5065\u5eb7\u7b5b\u67e5\u63d0\u4f9b\u4e86\u57fa\u51c6\u3002<\/li>\n\n\n\n
  • Meta-LLaMA-3-8B-Instruct\uff1a\u5728\u96f6\u6837\u672c\u63d0\u793a\u4e0b\u8fdb\u884c\u8bc4\u4f30\u3002\u4e3a\u51cf\u5c11\u957f\u8ddd\u79bb\u4f9d\u8d56\u5e26\u6765\u7684\u590d\u6742\u6027\uff0c\u8bbf\u8c08\u8bb0\u5f55\u88ab\u8fdb\u4e00\u6b65\u5206\u5272\u4e3a 512\u30011024 \u6216 2048 \u4e2a\u6807\u8bb0\u7684\u5c0f\u5757\uff0c\u4e14\u91cd\u53e0\u7387\u56fa\u5b9a\u3002\u6bcf\u4e2a\u5206\u5272\u540e\u7684\u8bb0\u5f55\u88ab\u91cd\u65b0\u6784\u5efa\u4e3a\u63d0\u793a\uff0c\u8f93\u5165\u6a21\u578b\u8fdb\u884c\u4e8c\u5206\u7c7b\u3002\u6700\u7ec8\u7684\u7528\u6237\u5c42\u9762\u9884\u6d4b\u7ed3\u679c\u901a\u8fc7\u5bf9\u6240\u6709\u5757\u7684\u9884\u6d4b\u5206\u6570\u53d6\u5e73\u5747\u503c\u5f97\u5230\u3002<\/li>\n<\/ul>\n\n\n\n

    \u6211\u4eec\u4e3a\u6240\u6709\u6a21\u578b\u548c\u75be\u75c5\u91c7\u7528\u4ee5\u4e0b\u6807\u51c6\u5316\u63d0\u793a\uff0c\u9075\u5faa\u4e8c\u5206\u7c7b\u8f93\u51fa\u683c\u5f0f\u4ee5\u786e\u4fdd\u4e34\u5e8a\u53ef\u89e3\u91ca\u6027\uff1a<\/p>\n\n\n\n

    \u63d0\u793a\uff1a\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u7cbe\u795e\u75be\u75c5\u63a8\u65ad<\/strong><\/p>\n\n\n\n

    \u4f60\u662f\u534f\u52a9\u5fc3\u7406\u5065\u5eb7\u4e13\u4e1a\u4eba\u5458\u8bc6\u522b\u7cbe\u795e\u75be\u75c5\u7684\u4eba\u5de5\u667a\u80fd\u3002<\/p>\n\n\n\n

    \u8f93\u5165\u6570\u636e\uff1a<\/p>\n\n\n\n

    \u201c{\u56de\u7b54\u6587\u672c}\u201d\u2014\u2014 \u6765\u81ea\u534a\u7ed3\u6784\u5316\u8bbf\u8c08\u7684\u53c2\u4e0e\u8005\u81ea\u7531\u56de\u7b54\u3002<\/p>\n\n\n\n

    \u4efb\u52a1\uff1a<\/p>\n\n\n\n

    \u5206\u6790\u53c2\u4e0e\u8005\u7684\u56de\u7b54\uff0c\u5224\u65ad\u662f\u5426\u5b58\u5728\u7cbe\u795e\u75be\u75c5\u8ff9\u8c61\u3002\u65e0\u9700\u5305\u542b\u4efb\u4f55\u63a8\u7406\u6216\u89e3\u91ca\u3002<\/p>\n\n\n\n

    \u8f93\u51fa\u683c\u5f0f\uff1a<\/p>\n\n\n\n

    \u4ee5\u5355\u884c\u4e8c\u5206\u7c7b\u7ed3\u679c\u56de\u590d\uff1a<\/p>\n\n\n\n

    \u9884\u6d4b\uff1a\u662f<\/p>\n\n\n\n

    \u9884\u6d4b\uff1a\u5426<\/p>\n\n\n\n

    \u65b9\u6cd5 2\uff1a\u4ee5\u89e3\u7801\u5668\u6a21\u578b\u4e3a\u57fa\u7840\uff0c\u7ed3\u5408\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u589e\u5f3a<\/h3>\n\n\n\n

    \u4e3a\u5b9e\u73b0\u6a21\u578b\u5bf9\u5fc3\u7406\u5065\u5eb7\u4efb\u52a1\u7684\u9886\u57df\u9002\u914d\uff0c\u6211\u4eec\u91c7\u7528\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u7b56\u7565\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u5e94\u7528\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u65b9\u6cd5\uff0c\u4ee5\u8ba1\u7b97\u9ad8\u6548\u7684\u65b9\u5f0f\u4f7f\u9884\u8bad\u7ec3 Transformer \u8bed\u8a00\u6a21\u578b\u4e0e\u75be\u75c5\u7279\u5b9a\u8bed\u4e49\u5bf9\u9f50\u3002\u6211\u4eec\u9488\u5bf9\u6bcf\u79cd\u7cbe\u795e\u75be\u75c5\uff08\u6291\u90c1\u75c7\u3001\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u3001\u7126\u8651\u75c7\uff09\uff0c\u901a\u8fc7\u4e8c\u5206\u7c7b\u76d1\u7763\u5206\u522b\u5bf9 Meta-LLaMA-3-8B-Instruct \u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u8fd9\u79cd\u65b9\u5f0f\u80fd\u4ee5\u6700\u5c11\u7684\u989d\u5916\u53c2\u6570\u5b9e\u73b0\u9ad8\u6548\u9002\u914d\uff0c\u540c\u65f6\u4fdd\u7559\u901a\u7528\u8bed\u8a00\u77e5\u8bc6\u3002<\/p>\n\n\n\n

    \u65b9\u6cd5 3\uff1a\u4ee5\u7f16\u7801\u5668\u6a21\u578b\u4e3a\u57fa\u7840<\/h3>\n\n\n\n

    \u6211\u4eec\u8fd8\u8bc4\u4f30\u4e86\u57fa\u4e8e\u7f16\u7801\u5668\u7684\u8bed\u8a00\u6a21\u578b\u7684\u8bca\u65ad\u80fd\u529b\u3002\u901a\u5e38\uff0c\u6211\u4eec\u9009\u62e9\u5e7f\u6cdb\u4f7f\u7528\u7684\u901a\u7528\u7f16\u7801\u5668\u6a21\u578b RoBERTa-base\uff08Liu \u7b49\uff0c2019\uff09\u548c\u901a\u8fc7 Sentence-Transformers \u5e93\uff08Reimers\u3001Gurevych\uff0c2019\uff09\u83b7\u53d6\u7684 all-roberta-large-v1 \u4f5c\u4e3a\u57fa\u7840\u6a21\u578b\u3002<\/p>\n\n\n\n

    \u957f\u6587\u672c\u8f93\u5165\u9002\u914d<\/h4>\n\n\n\n

    \u4e0e\u901a\u5e38\u652f\u6301\u5927\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u57fa\u4e8e\u89e3\u7801\u5668\u7684\u8bed\u8a00\u6a21\u578b\u4e0d\u540c\uff0cBERT \u7cfb\u5217\u7b49\u57fa\u4e8e\u7f16\u7801\u5668\u7684\u6a21\u578b\u7684\u8f93\u5165\u957f\u5ea6\u76f8\u5bf9\u6709\u9650\u3002\u4e3a\u5b9e\u73b0\u5bf9\u957f\u6587\u672c\u7684\u5904\u7406\uff0c\u6211\u4eec\u91c7\u7528\u4e24\u6b65\u5206\u5757\u4e0e\u805a\u5408\u7b56\u7565\uff1a\u9996\u5148\u5c06\u8f93\u5165\u5e8f\u5217\u5206\u5272\u4e3a\u53ef\u5904\u7406\u7684\u5757\uff0c\u7136\u540e\u805a\u5408\u8fd9\u4e9b\u5757\u7684\u8868\u5f81\uff0c\u6784\u5efa\u7528\u4e8e\u4e0b\u6e38\u5206\u7c7b\u7684\u5b8c\u6574\u5d4c\u5165\u3002<\/p>\n\n\n\n

    \u6b65\u9aa4 1\uff1a\u5206\u5757<\/strong>\uff1a\u7ed9\u5b9a\u5305\u542b\u957f\u6807\u8bb0\u5e8f\u5217\u7684\u7528\u6237\u8bb0\u5f55 x\uff0c\u6211\u4eec\u5c06\u5176\u5206\u5272\u4e3a\u5927\u5c0f\u4e3a c\u3001\u91cd\u53e0\u7387\u56fa\u5b9a\u7684\u5757 x_i\u3002\u6bcf\u4e2a\u5757\u901a\u8fc7\u914d\u5907\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u7684 RoBERTa \u7f16\u7801\u5668\u72ec\u7acb\u7f16\u7801\uff1a<\/p>\n\n\n\n

    h_i = RoBERTa (x_i) \uff081\uff09<\/p>\n\n\n\n

    \u6211\u4eec\u4ece\u6bcf\u4e2a\u5757\u7684\u5d4c\u5165\u4e2d\u63d0\u53d6 [CLS] \u6807\u8bb0\uff0c\u5f97\u5230\u5757\u7ea7\u8868\u5f81\u77e9\u9635 H = [h\u2081^[CLS], \u2026, h_T^[CLS]] \u2208 R^(T\u00d7d)\uff0c\u5176\u4e2d T \u4e3a\u5757\u7684\u6570\u91cf\uff0cd \u4e3a\u9690\u85cf\u5c42\u5927\u5c0f\u3002<\/p>\n\n\n\n

    \u6b65\u9aa4 2\uff1a\u805a\u5408<\/strong>\uff1a\u83b7\u5f97\u5757\u7ea7\u8bb0\u5f55\u8868\u5f81\u540e\uff0c\u6211\u4eec\u5c06\u9ad8\u7ef4\u77e9\u9635 H \u805a\u5408\u4e3a\u5355\u4e2a\u5411\u91cf h\uff0c\u4f5c\u4e3a\u6700\u7ec8\u7684\u7528\u6237\u8868\u5f81\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u91c7\u7528\u4e24\u79cd\u4e0d\u540c\u7684\u805a\u5408\u7b56\u7565\uff1a<\/p>\n\n\n\n

      \n
    • \u5747\u503c\u6c60\u5316\uff1ah = (1\/T) \u00d7 \u03a3\uff08\u4ece i=1 \u5230 T\uff09h_i^[CLS]<\/li>\n\n\n\n
    • \u6700\u5927\u6c60\u5316\uff1ah = max\uff08\u4ece i=1 \u5230 T\uff09h_i^[CLS]<\/li>\n<\/ul>\n\n\n\n

      \u539f\u59cb\u7f16\u7801\u5668\u5d4c\u5165<\/h4>\n\n\n\n

      \u4f5c\u4e3a\u8865\u5145\u57fa\u51c6\uff0c\u6211\u4eec\u5229\u7528\u539f\u59cb\u7f16\u7801\u5668\u6a21\u578b\uff08\u5305\u62ec RoBERTa-base \u548c all-roberta-large-v1\uff09\u5904\u7406\u7528\u6237\u8bb0\u5f55\uff0c\u5f97\u5230\u5d4c\u5165\u3002\u7136\u540e\u5c06\u8fd9\u4e9b\u5d4c\u5165\u8868\u5f81\u8f93\u5165\u8f7b\u91cf\u7ea7\u5206\u7c7b\u5668 \u2014\u2014 \u903b\u8f91\u56de\u5f52\u3001\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u548c\u6781\u7aef\u68af\u5ea6\u63d0\u5347\uff08XGBoost\uff09\uff0c\u4ee5\u9884\u6d4b\u75be\u75c5\u7684\u4e8c\u5206\u7c7b\u6807\u7b7e\u3002<\/p>\n\n\n\n

      \u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u589e\u5f3a\u5d4c\u5165<\/h4>\n\n\n\n

      \u6211\u4eec\u8fd8\u5229\u7528\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u7b49\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u65b9\u6cd5\u5bf9\u9884\u8bad\u7ec3\u7f16\u7801\u5668\u8fdb\u884c\u5fae\u8c03\uff0c\u8bd5\u56fe\u4f7f\u7f16\u7801\u5668\u8bed\u8a00\u6a21\u578b\u4e0e\u5fc3\u7406\u5065\u5eb7\u9886\u57df\u5bf9\u9f50\u3002<\/p>\n\n\n\n

      \u4e3a\u5b9e\u73b0\u7aef\u5230\u7aef\u9884\u6d4b\uff0c\u6211\u4eec\u5c06\u5b66\u4e60\u5230\u7684\u6587\u672c\u5d4c\u5165\u8f93\u5165\u4e13\u4e3a\u6291\u90c1\u75c7\u68c0\u6d4b\u8bbe\u8ba1\u7684\u7b80\u5355\u5206\u7c7b\u6a21\u5757\u3002\u8be5\u6a21\u5757\uff08\u5982\u8f7b\u91cf\u7ea7\u591a\u5c42\u611f\u77e5\u673a\uff09\u5c06\u8bed\u4e49\u8868\u5f81\u6620\u5c04\u5230\u7279\u5b9a\u4efb\u52a1\u6807\u7b7e\u3002\u6211\u4eec\u8fd8\u5e94\u7528\u5c42\u5f52\u4e00\u5316\u4ee5\u7a33\u5b9a\u8bad\u7ec3\uff0c\u5e76\u5bf9\u5206\u7c7b\u5668\u6743\u91cd\u91c7\u7528 L2 \u6b63\u5219\u5316\u4ee5\u51cf\u5c11\u8fc7\u62df\u5408\u3002<\/p>\n\n\n\n

      5. \u5b9e\u9a8c\u4e0e\u7ed3\u679c<\/h2>\n\n\n\n

      \u8868 3\uff1a\u4e09\u79cd\u4e8c\u5206\u7c7b\u4efb\u52a1\uff08\u6291\u90c1\u75c7\u3001\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u3001\u7126\u8651\u75c7\uff09\u7684\u6574\u4f53\u6027\u80fd\u6bd4\u8f83\uff08\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u3001F1 \u5206\u6570\uff09<\/p>\n\n\n\n

      \u7c7b\u522b<\/th>\u6a21\u578b<\/th>\u6291\u90c1\u75c7<\/th><\/th><\/th>\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d<\/th><\/th><\/th>\u7126\u8651\u75c7<\/th><\/th><\/th><\/tr><\/thead>
      <\/td><\/td>\u51c6\u786e\u7387<\/td>\u53ec\u56de\u7387<\/td>F1 \u5206\u6570<\/td>\u51c6\u786e\u7387<\/td>\u53ec\u56de\u7387<\/td>F1 \u5206\u6570<\/td>\u51c6\u786e\u7387<\/td>\u53ec\u56de\u7387<\/td>F1 \u5206\u6570<\/td><\/tr>
      \u89e3\u7801\u5668\u6a21\u578b<\/td>GPT-4.1 Mini<\/td>0.865<\/td>0.284<\/td>0.380<\/td>0.812<\/td>0.192<\/td>0.315<\/td>0.865<\/td>0.284<\/td>0.314<\/td><\/tr>
      <\/td>LLaMA-3-8B-Instruct<\/td>0.224<\/td>0.938<\/td>0.259<\/td>0.306<\/td>0.960<\/td>0.385<\/td>0.336<\/td>0.946<\/td>0.433<\/td><\/tr>
      <\/td>+ \u601d\u7ef4\u94fe\uff08CoT\uff09<\/td>0.626<\/td>0.388<\/td>0.230<\/td>0.559<\/td>0.280<\/td>0.223<\/td>0.561<\/td>0.318<\/td>0.279<\/td><\/tr>
      <\/td>+ \u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09<\/td>0.712<\/td>0.333<\/td>0.273<\/td>0.622<\/td>0.190<\/td>0.160<\/td>0.631<\/td>0.219<\/td>0.255<\/td><\/tr>
      \u7f16\u7801\u5668\u6a21\u578b<\/td>RoBERTa + \u903b\u8f91\u56de\u5f52<\/td>0.750<\/td>0.214<\/td>0.194<\/td>0.840<\/td>0.285<\/td>0.330<\/td>0.510<\/td>0.364<\/td>0.329<\/td><\/tr>
      <\/td>RoBERTa + \u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u5934<\/td>0.780<\/td>0.357<\/td>0.313<\/td>0.820<\/td>0.214<\/td>0.250<\/td>0.660<\/td>0.333<\/td>0.393<\/td><\/tr>
      <\/td>RoBERTa + \u6781\u7aef\u68af\u5ea6\u63d0\u5347\uff08XGBoost\uff09\u5934<\/td>0.830<\/td>0.214<\/td>0.261<\/td>0.890<\/td>0.286<\/td>0.421<\/td>0.570<\/td>0.242<\/td>0.271<\/td><\/tr>
      <\/td>RoBERTa + \u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09 + \u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09<\/td>0.640<\/td>0.786<\/td>0.379<\/td>0.780<\/td>0.643<\/td>0.450<\/td>0.720<\/td>0.546<\/td>0.563<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

      \u672c\u8282\u8be6\u7ec6\u4ecb\u7ecd\u5b9e\u9a8c\u5185\u5bb9\u5e76\u62a5\u544a\u76f8\u5e94\u7ed3\u679c\u3002<\/p>\n\n\n\n

      5.1 \u5b9e\u9a8c\u914d\u7f6e<\/h3>\n\n\n\n

      \u4e3a\u51cf\u8f7b\u6807\u7b7e\u4e0d\u5e73\u8861\u5bfc\u81f4\u7684\u8f93\u51fa\u504f\u5dee\u548c\u6027\u80fd\u4e0b\u964d\uff0c\u6211\u4eec\u5728\u8bad\u7ec3\u57fa\u4e8e\u89e3\u7801\u5668\u7684\u6a21\u578b\u65f6\u91c7\u7528\u8fc7\u91c7\u6837\u7b56\u7565\uff0c\u786e\u4fdd\u5404\u7c7b\u522b\u76d1\u7763\u5747\u8861\u3002\u5728\u914d\u5907\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u6a21\u5757\uff08\u65b9\u6cd5 2 \u548c\u65b9\u6cd5 3\uff09\u65f6\uff0c\u6211\u4eec\u6d4b\u8bd5\u4e86\u4e0d\u540c\u7684\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u79e9\uff088\u300116\u300132\uff09\uff0c\u4ee5\u8bc4\u4f30\u53c2\u6570\u6548\u7387\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n

      \u6570\u636e\u96c6\u6309\u7528\u6237\u5206\u4e3a 80% \u7684\u8bad\u7ec3\u96c6\u548c 20% \u7684\u6d4b\u8bd5\u96c6\u3002\u6240\u6709\u6a21\u578b\u5747\u4f7f\u7528 AdamW \u4f18\u5316\u5668\u8bad\u7ec3\uff0c\u6279\u5927\u5c0f\u4e3a 8\uff0c\u5b66\u4e60\u7387\u4e3a 2\u00d710\u207b\u2075\u3002\u5b9e\u9a8c\u5728\u914d\u5907\u5355\u4e2a NVIDIA A100 GPU \u7684 Linux \u670d\u52a1\u5668\u4e0a\u8fdb\u884c\u3002<\/p>\n\n\n\n

      5.2 \u8bc4\u4f30\u6307\u6807<\/h3>\n\n\n\n

      \u4e3a\u8bc4\u4f30\u6a21\u578b\u5728\u5fc3\u7406\u5065\u5eb7\u8bca\u65ad\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\uff0c\u6211\u4eec\u62a5\u544a\u4e09\u4e2a\u6838\u5fc3\u8bc4\u4f30\u6307\u6807\uff1a\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u548c F1 \u5206\u6570\uff08Tran\u3001Kavuluru\uff0c2017\uff09\u3002<\/p>\n\n\n\n

        \n
      • \u51c6\u786e\u7387\uff1a\u8861\u91cf\u6b63\u786e\u9884\u6d4b\u7684\u603b\u4f53\u6bd4\u4f8b\uff0c\u53ef\u5927\u81f4\u53cd\u6620\u6a21\u578b\u5728\u6240\u6709\u7c7b\u522b\u4e0a\u7684\u53ef\u9760\u6027\u3002<\/li>\n\n\n\n
      • \u53ec\u56de\u7387\uff1a\u8861\u91cf\u6b63\u786e\u8bc6\u522b\u7684\u771f\u9633\u6027\u75c5\u4f8b\u6bd4\u4f8b\uff0c\u7531\u4e8e\u65e9\u671f\u8bc6\u522b\u5728\u4e34\u5e8a\u4e0a\u7684\u91cd\u8981\u6027\uff0c\u6211\u4eec\u5c06\u5176\u4f5c\u4e3a\u91cd\u70b9\u5173\u6ce8\u6307\u6807\u3002\u9ad8\u53ec\u56de\u7387\u5728\u5fc3\u7406\u5065\u5eb7\u9886\u57df\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u5047\u9634\u6027\u53ef\u80fd\u5bfc\u81f4\u5e72\u9884\u5ef6\u8fdf\u6216\u9057\u6f0f\u3002<\/li>\n\n\n\n
      • F1 \u5206\u6570\uff1a\u5b9a\u4e49\u4e3a\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u7684\u8c03\u548c\u5e73\u5747\u6570\uff0c\u5728\u7c7b\u522b\u4e0d\u5e73\u8861\u60c5\u51b5\u4e0b\u80fd\u66f4\u5747\u8861\u5730\u53cd\u6620\u6027\u80fd\uff0c\u6709\u52a9\u4e8e\u91cf\u5316\u8fc7\u8bca\u65ad\u4e0e\u6f0f\u8bca\u65ad\u4e4b\u95f4\u7684\u6743\u8861\u3002<\/li>\n<\/ul>\n\n\n\n

        \u6240\u6709\u6307\u6807\u5747\u9488\u5bf9\u6bcf\u79cd\u76ee\u6807\u75be\u75c5\uff08\u91cd\u5ea6\u6291\u90c1\u53d1\u4f5c\u3001\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u3001\u7126\u8651\u75c7\uff09\u5728\u72ec\u7acb\u7684\u7528\u6237\u6d4b\u8bd5\u96c6\u4e0a\u5355\u72ec\u8ba1\u7b97\uff0c\u786e\u4fdd\u5404\u65b9\u6cd5\u95f4\u8bc4\u4f30\u7684\u4e00\u81f4\u6027\u548c\u516c\u5e73\u6027\u3002\u8fd9\u4e9b\u6307\u6807\u5171\u540c\u6784\u6210\u4e86\u5bf9\u8bca\u65ad\u9884\u6d4b\u8d28\u91cf\u7684\u4e34\u5e8a\u6709\u610f\u4e49\u4e14\u7edf\u8ba1\u7a33\u5065\u7684\u8bc4\u4f30\u3002<\/p>\n\n\n\n

        \u6211\u4eec\u5bf9\u4e09\u79cd\u65b9\u6cd5\uff08\u57fa\u4e8e\u57fa\u7840\u8bed\u8a00\u6a21\u578b\u7684\u96f6\u6837\u672c\u63d0\u793a\u3001\u57fa\u4e8e\u5d4c\u5165\u7684\u5206\u7c7b\u5668\uff09\u5728\u4e09\u79cd\u76ee\u6807\u5fc3\u7406\u5065\u5eb7\u969c\u788d\u7684\u8bbf\u8c08\u6570\u636e\u4e0a\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u6bcf\u79cd\u65b9\u6cd5\u5747\u4f7f\u7528\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u548c F1 \u5206\u6570\u8fdb\u884c\u8bc4\u4f30\uff0c\u4e14\u7279\u522b\u5173\u6ce8\u53ec\u56de\u7387 \u2014\u2014 \u56e0\u5176\u5728\u51cf\u5c11\u6f0f\u8bca\u65b9\u9762\u5177\u6709\u4e34\u5e8a\u610f\u4e49\u3002<\/p>\n\n\n\n

        5.3 \u6574\u4f53\u8bc4\u4f30\u7ed3\u679c<\/h3>\n\n\n\n

        \u8868 3 \u5c55\u793a\u4e86\u57fa\u4e8e\u89e3\u7801\u5668\u7684\u6a21\u578b\uff08\u65b9\u6cd5 1 \u548c\u65b9\u6cd5 2\uff09\u4e0e\u57fa\u4e8e\u7f16\u7801\u5668\u7684\u6a21\u578b\uff08\u65b9\u6cd5 3\uff09\u5728\u4e09\u79cd\u5fc3\u7406\u5065\u5eb7\u75be\u75c5\uff08\u6291\u90c1\u75c7\u3001\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u3001\u7126\u8651\u75c7\uff09\u8bca\u65ad\u4e2d\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n

        \u5728\u57fa\u4e8e\u89e3\u7801\u5668\u7684\u65b9\u6cd5\u4e2d\uff0cGPT-4.1 Mini \u7684\u603b\u4f53\u51c6\u786e\u7387\u6700\u9ad8\uff0c\u4f46\u53ec\u56de\u7387\u8f83\u4f4e\uff0c\u8868\u660e\u5176\u5bf9\u9633\u6027\u75c5\u4f8b\u7684\u654f\u611f\u6027\u6709\u9650\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cLLaMA-3-8B-Instruct \u7684\u53ec\u56de\u7387\u6781\u9ad8\uff0c\u4f46\u51c6\u786e\u7387\u548c F1 \u5206\u6570\u8f83\u5dee\uff0c\u8fd9\u8868\u660e\u5728\u4e25\u91cd\u6807\u7b7e\u4e0d\u5e73\u8861\u60c5\u51b5\u4e0b\uff0c\u8be5\u6a21\u578b\u5b58\u5728\u8fc7\u5ea6\u9884\u6d4b\u9633\u6027\u7c7b\u522b\u7684\u95ee\u9898\u3002\u91c7\u7528\u601d\u7ef4\u94fe\uff08CoT\uff09\u63d0\u793a\u6216\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u5fae\u8c03\u53ef\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6539\u5584\u7cbe\u786e\u7387\u4e0e\u53ec\u56de\u7387\u4e4b\u95f4\u7684\u5e73\u8861\u3002<\/p>\n\n\n\n

        \u57fa\u4e8e\u7f16\u7801\u5668\u7684\u6a21\u578b\uff08\u5c24\u5176\u662f\u7ed3\u5408\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u548c\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u5934\u7684\u6a21\u578b\uff09\u5728\u6240\u6709\u4efb\u52a1\u4e2d\u5747\u8868\u73b0\u51fa\u66f4\u7a33\u5b9a\u3001\u66f4\u5747\u8861\u7684\u6027\u80fd\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cRoBERTa + \u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09 + \u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u5728\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u548c\u7126\u8651\u75c7\u68c0\u6d4b\u4e2d\u53d6\u5f97\u4e86\u6700\u9ad8\u7684 F1 \u5206\u6570\uff0c\u8868\u660e\u5176\u5728\u9886\u57df\u7279\u5b9a\u9002\u914d\u65b9\u9762\u6548\u679c\u663e\u8457\uff0c\u4e14\u989d\u5916\u53c2\u6570\u5f00\u9500\u5c0f\u3002\u603b\u4f53\u800c\u8a00\uff0c\u5728\u6807\u7b7e\u4e0d\u5e73\u8861\u60c5\u51b5\u4e0b\uff0c\u7ed3\u5408\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u7684\u57fa\u4e8e\u7f16\u7801\u5668\u7684\u65b9\u6cd5\u5728\u5206\u7c7b\u7a33\u5065\u6027\u4e0a\u4f18\u4e8e\u57fa\u4e8e\u89e3\u7801\u5668\u7684\u751f\u6210\u5f0f\u65b9\u6cd5\u3002<\/p>\n\n\n\n

        6. \u7ed3\u679c\u5206\u6790\u4e0e\u6d88\u878d\u5b9e\u9a8c<\/h2>\n\n\n\n

        6.1 \u901a\u8fc7\u76f4\u63a5\u63d0\u793a\u8fdb\u884c\u591a\u969c\u788d\u63a8\u65ad<\/h3>\n\n\n\n

        \u6211\u4eec\u8bc4\u4f30\u4e86 Meta-LLaMA-3-8B-Instruct \u6a21\u578b\u5728\u96f6\u6837\u672c\u573a\u666f\u4e0b\uff0c\u9488\u5bf9\u4e09\u79cd\u5fc3\u7406\u5065\u5eb7\u75be\u75c5\uff08\u6291\u90c1\u75c7\u3001\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u3001\u7126\u8651\u75c7\uff09\uff0c\u4e0d\u540c\u5757\u5927\u5c0f\uff08512\u30011024\u30012048 \u4e2a\u6807\u8bb0\uff09\u7684\u8bca\u65ad\u6027\u80fd\u3002\u8868 4 \u603b\u7ed3\u7684\u7ed3\u679c\u663e\u793a\u51fa\u4e00\u81f4\u7684\u6a21\u5f0f\uff1a\u8be5\u6a21\u578b\u5728\u6240\u6709\u4efb\u52a1\u4e2d\u5747\u8868\u73b0\u51fa\u9ad8\u53ec\u56de\u7387\uff08\u4e34\u5e8a\u654f\u611f\u6027\uff09\uff0c\u503c\u901a\u5e38\u9ad8\u4e8e 0.90\uff0c\u4f46 F1 \u5206\u6570\u548c\u603b\u4f53\u51c6\u786e\u7387\u8f83\u4f4e\uff0c\u5747\u4f4e\u4e8e 0.45\u3002<\/p>\n\n\n\n

        \u8868 4\uff1aMeta-LLaMA-3-8B-Instruct \u6a21\u578b\u5728\u4e0d\u540c\u5757\u5927\u5c0f\u4e0b\uff0c\u9488\u5bf9\u4e09\u79cd\u5fc3\u7406\u5065\u5eb7\u75be\u75c5\u7684\u96f6\u6837\u672c\u6027\u80fd<\/p>\n\n\n\n

        \u6a21\u578b<\/th>\u6291\u90c1\u75c7<\/th><\/th><\/th>\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d<\/th><\/th><\/th>\u7126\u8651\u75c7<\/th><\/th><\/th><\/tr><\/thead>
        <\/td>\u53ec\u56de\u7387<\/td>F1 \u5206\u6570<\/td>\u51c6\u786e\u7387<\/td>\u53ec\u56de\u7387<\/td>F1 \u5206\u6570<\/td>\u51c6\u786e\u7387<\/td>\u53ec\u56de\u7387<\/td>F1 \u5206\u6570<\/td>\u51c6\u786e\u7387<\/td><\/tr>
        LLaMA-3\uff08512 \u4e2a\u6807\u8bb0\uff09<\/td>0.950<\/td>0.247<\/td>0.163<\/td>0.980<\/td>0.373<\/td>0.251<\/td>0.973<\/td>0.422<\/td>0.286<\/td><\/tr>
        LLaMA-3\uff081024 \u4e2a\u6807\u8bb0\uff09<\/td>0.938<\/td>0.259<\/td>0.224<\/td>0.960<\/td>0.385<\/td>0.306<\/td>0.946<\/td>0.433<\/td>0.336<\/td><\/tr>
        LLaMA-3\uff082048 \u4e2a\u6807\u8bb0\uff09<\/td>0.850<\/td>0.260<\/td>0.300<\/td>0.856<\/td>0.377<\/td>0.360<\/td>0.797<\/td>0.399<\/td>0.358<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

        \u5728\u6291\u90c1\u75c7\u8bca\u65ad\u4e2d\uff0c\u6a21\u578b\u4f7f\u7528 512 \u4e2a\u6807\u8bb0\u8f93\u5165\u65f6\u53ec\u56de\u7387\u6700\u9ad8\uff0c\u8fbe 0.950\uff0c\u51e0\u4e4e\u6355\u6349\u5230\u4e86\u6240\u6709\u771f\u9633\u6027\u75c5\u4f8b\u3002\u7136\u800c\uff0cF1 \u5206\u6570\u548c\u51c6\u786e\u7387\u4ec5\u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u66f4\u957f\u65f6\u7565\u6709\u6539\u5584\uff0c\u5728 2048 \u4e2a\u6807\u8bb0\u8bbe\u7f6e\u4e0b\u5206\u522b\u8fbe\u5230 0.260 \u548c 0.300\uff0c\u4f46\u4ecd\u8fdc\u4f4e\u4e8e\u6700\u4f73\u9608\u503c\u3002<\/p>\n\n\n\n

        \u5728\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u8bca\u65ad\u4e2d\uff0c\u6a21\u578b\u4f7f\u7528 512 \u4e2a\u6807\u8bb0\u8f93\u5165\u65f6\u53ec\u56de\u7387\u518d\u6b21\u8fbe\u5230\u5cf0\u503c 0.980\u30021024 \u4e2a\u6807\u8bb0\u8f93\u5165\u65f6 F1 \u5206\u6570\u6700\u4f73\uff080.385\uff09\uff0c2048 \u4e2a\u6807\u8bb0\u8f93\u5165\u65f6\u51c6\u786e\u7387\u6700\u9ad8\uff080.360\uff09\uff0c\u8fd9\u8868\u660e\u968f\u7740\u5757\u5927\u5c0f\u589e\u52a0\uff0c\u654f\u611f\u6027\u4e0e\u603b\u4f53\u7cbe\u786e\u7387\u4e4b\u95f4\u5b58\u5728\u9010\u6b65\u6743\u8861\u3002<\/p>\n\n\n\n

        \u5728\u7126\u8651\u75c7\u8bca\u65ad\u4e2d\uff0c\u6a21\u578b\u8868\u73b0\u51fa\u76f8\u5bf9\u66f4\u5747\u8861\u7684\u6027\u80fd\u3002\u5c3d\u7ba1\u4f7f\u7528\u6700\u957f\u5757\u5927\u5c0f\u65f6\u53ec\u56de\u7387\u6700\u5dee\uff080.797\uff09\uff0c\u4f46 F1 \u5206\u6570\u548c\u51c6\u786e\u7387\u5747\u9ad8\u4e8e\u5176\u4ed6\u4e24\u79cd\u75be\u75c5\u30021024 \u4e2a\u6807\u8bb0\u8f93\u5165\u65f6 F1 \u5206\u6570\u6700\u9ad8\uff080.433\uff09\uff0c2048 \u4e2a\u6807\u8bb0\u8f93\u5165\u65f6\u51c6\u786e\u7387\u6700\u9ad8\uff080.358\uff09\u3002<\/p>\n\n\n\n

        6.2 \u57fa\u4e8e\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u5fae\u8c03\u7684\u6a21\u578b<\/h3>\n\n\n\n

        \u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u5df2\u6210\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u9ad8\u6548\u5fae\u8c03\u7684\u91cd\u8981\u7b56\u7565\uff0c\u80fd\u5728\u5927\u5e45\u8282\u7701\u53c2\u6570\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u826f\u597d\u7684\u4e0b\u6e38\u4efb\u52a1\u6027\u80fd\u3002\u5728\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u5728\u4e24\u79cd\u67b6\u6784\uff08\u4ec5\u7f16\u7801\u5668 Transformer \u6a21\u578b RoBERTa \u548c\u4ec5\u89e3\u7801\u5668 Transformer \u6a21\u578b Meta-LLaMA\uff09\u4e0a\u6d4b\u8bd5\u4e86\u4e09\u79cd\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u79e9\uff088\u300116\u300132\uff09\uff0c\u8bc4\u4f30\u5b83\u4eec\u5728\u4e09\u79cd\u5fc3\u7406\u5065\u5eb7\u75be\u75c5\u9884\u6d4b\u4e2d\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n

        \u603b\u4f53\u800c\u8a00\uff0cRoBERTa \u5728\u5927\u591a\u6570\u6307\u6807\u4e0a\u7684\u8868\u73b0\u59cb\u7ec8\u4f18\u4e8e Meta-LLaMA\u3002\u5c3d\u7ba1\u51c6\u786e\u7387\u901a\u5e38\u968f\u79e9\u7684\u589e\u52a0\u800c\u63d0\u9ad8\uff0c\u4f46\u53ec\u56de\u7387\u548c F1 \u5206\u6570\u5728\u4f4e\u79e9\u65f6\u5f80\u5f80\u66f4\u9ad8\uff0c\u4e0d\u8fc7\u8fd9\u79cd\u8d8b\u52bf\u5e76\u975e\u7edd\u5bf9\u5355\u8c03\uff08\u89c1\u8868 5\uff09\u3002<\/p>\n\n\n\n

        \u8868 5\uff1a\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u79e9\u5bf9\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u6a21\u578b\u7684\u5f71\u54cd<\/p>\n\n\n\n

        \u6a21\u578b<\/th>\u6291\u90c1\u75c7<\/th><\/th><\/th>\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d<\/th><\/th><\/th>\u7126\u8651\u75c7<\/th><\/th><\/th><\/tr><\/thead>
        <\/td>\u51c6\u786e\u7387<\/td>\u53ec\u56de\u7387<\/td>F1 \u5206\u6570<\/td>\u51c6\u786e\u7387<\/td>\u53ec\u56de\u7387<\/td>F1 \u5206\u6570<\/td>\u51c6\u786e\u7387<\/td>\u53ec\u56de\u7387<\/td>F1 \u5206\u6570<\/td><\/tr>
        \u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09_RoBERTa\uff08\u79e9 = 8\uff09<\/td>0.560<\/td>0.857<\/td>0.353<\/td>0.700<\/td>0.643<\/td>0.375<\/td>0.700<\/td>0.643<\/td>0.375<\/td><\/tr>
        \u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09_RoBERTa\uff08\u79e9 = 16\uff09<\/td>0.770<\/td>0.286<\/td>0.258<\/td>0.780<\/td>0.643<\/td>0.450<\/td>0.720<\/td>0.546<\/td>0.563<\/td><\/tr>
        \u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09_RoBERTa\uff08\u79e9 = 32\uff09<\/td>0.640<\/td>0.786<\/td>0.379<\/td>0.790<\/td>0.571<\/td>0.432<\/td>0.690<\/td>0.485<\/td>0.508<\/td><\/tr>
        \u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09_Meta\uff08\u79e9 = 8\uff09<\/td>0.530<\/td>0.333<\/td>0.188<\/td>0.503<\/td>0.333<\/td>0.237<\/td>0.586<\/td>0.500<\/td>0.410<\/td><\/tr>
        \u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09_Meta\uff08\u79e9 = 16\uff09<\/td>0.676<\/td>0.167<\/td>0.143<\/td>0.631<\/td>0.190<\/td>0.163<\/td>0.541<\/td>0.562<\/td>0.414<\/td><\/tr>
        \u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09_Meta\uff08\u79e9 = 32\uff09<\/td>0.559<\/td>0.333<\/td>0.197<\/td>0.676<\/td>0.286<\/td>0.250<\/td>0.495<\/td>0.312<\/td>0.263<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

        \u5728\u6291\u90c1\u75c7\u8bca\u65ad\u4e2d\uff0cRoBERTa \u6a21\u578b\u5728\u79e9 = 16 \u65f6\u51c6\u786e\u7387\u6700\u9ad8\uff080.770\uff09\uff0c\u4f46\u8be5\u914d\u7f6e\u4e0b\u7684\u53ec\u56de\u7387\u548c F1 \u5206\u6570\u5747\u4f4e\u4e8e 0.3\u3002\u79e9 = 8 \u65f6\u53ec\u56de\u7387\u6700\u9ad8\uff080.857\uff09\uff0c\u4e3a\u6240\u6709\u4efb\u52a1\u4e2d\u6700\u9ad8\u503c\uff1b\u79e9 = 32 \u65f6 F1 \u5206\u6570\u6700\u9ad8\uff080.379\uff09\u3002<\/p>\n\n\n\n

        \u5728\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u8bca\u65ad\u4e2d\uff0c\u6240\u6709\u79e9\u914d\u7f6e\u4e0b\u7684\u51c6\u786e\u7387\u5747\u4fdd\u6301\u5728 0.70 \u4ee5\u4e0a\uff0c\u79e9 = 16 \u65f6\u8fbe\u5230\u5cf0\u503c 0.790\u3002\u4f4e\u79e9\u65f6\u53ec\u56de\u7387\u66f4\u9ad8\uff0c\u800c F1 \u5206\u6570\u5728\u79e9 = 16 \u65f6\u6700\u9ad8\uff080.450\uff09\uff0c\u8868\u660e\u8be5\u79e9\u9002\u5408\u6b64\u9879\u4efb\u52a1\u3002<\/p>\n\n\n\n

        \u5728\u7126\u8651\u75c7\u8bca\u65ad\u4e2d\uff0c\u6240\u6709\u79e9\u914d\u7f6e\u4e0b\u7684\u51c6\u786e\u7387\u548c\u53ec\u56de\u7387\u5747\u76f8\u5bf9\u7a33\u5b9a\uff1a\u51c6\u786e\u7387\u5728 0.541-0.720 \u4e4b\u95f4\uff0c\u53ec\u56de\u7387\u5728 0.500-0.6429 \u4e4b\u95f4\u3002\u79e9 = 6 \u65f6\u51c6\u786e\u7387\u6700\u9ad8\uff080.720\uff09\uff0c\u79e9 = 6 \u548c\u79e9 = 8 \u65f6\u53ec\u56de\u7387\u6700\u9ad8\uff080.6429\uff09\u3002F1 \u5206\u6570\u5728\u79e9 = 6 \u65f6\u8fbe\u5230\u5cf0\u503c 0.5625\uff0c\u8fd9\u4e5f\u662f\u6240\u6709\u75be\u75c5\u548c\u914d\u7f6e\u4e2d\u6700\u9ad8\u7684 F1 \u5206\u6570\u3002<\/p>\n\n\n\n

        6.3 \u57fa\u4e8e\u5d4c\u5165\u7684\u5206\u7c7b\u5668<\/h3>\n\n\n\n

        \u4e3a\u8865\u5145\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8bc4\u4f30\uff0c\u6211\u4eec\u8fd8\u8bc4\u4f30\u4e86\u57fa\u4e8e\u5d4c\u5165\u7684\u5206\u7c7b\u5668\uff0c\u8fd9\u4e9b\u5206\u7c7b\u5668\u4f7f\u7528\u4ece\u9884\u8bad\u7ec3 RoBERTa-base \u548c all-roberta-large-v1 \u6a21\u578b\u4e2d\u63d0\u53d6\u7684\u53e5\u5b50\u5d4c\u5165\u3002\u5982\u8868 6 \u6240\u793a\uff0c\u5728\u6240\u6709\u4efb\u52a1\u548c\u6a21\u578b\u4e2d\uff0call-roberta-large-v1 \u5728\u53ec\u56de\u7387\u548c F1 \u5206\u6570\u4e0a\u7684\u8868\u73b0\u59cb\u7ec8\u4f18\u4e8e RoBERTa-base\u3002\u5c3d\u7ba1\u6240\u6709\u5206\u7c7b\u5668\u7684\u53ec\u56de\u7387\u666e\u904d\u8f83\u4f4e\uff08\u901a\u5e38\u4f4e\u4e8e 0.45\uff09\uff0c\u4f46\u51c6\u786e\u7387\u76f8\u5bf9\u8f83\u9ad8\uff0c\u5e38\u8d85\u8fc7 0.80\u3002<\/p>\n\n\n\n

        \u8868 6\uff1a\u4e0d\u540c\u7f16\u7801\u5668\u57fa\u7840\u6a21\u578b\u548c\u5206\u7c7b\u5934\u7684\u57fa\u4e8e\u5d4c\u5165\u6a21\u578b\u7684\u6027\u80fd\uff08\u201cLarge\u201d \u6307 all-roberta-large-v1\uff09<\/p>\n\n\n\n

        \u6a21\u578b<\/th>\u6291\u90c1\u75c7<\/th><\/th><\/th>\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d<\/th><\/th><\/th>\u7126\u8651\u75c7<\/th><\/th><\/th><\/tr><\/thead>
        <\/td>\u53ec\u56de\u7387<\/td>F1 \u5206\u6570<\/td>\u51c6\u786e\u7387<\/td>\u53ec\u56de\u7387<\/td>F1 \u5206\u6570<\/td>\u51c6\u786e\u7387<\/td>\u53ec\u56de\u7387<\/td>F1 \u5206\u6570<\/td>\u51c6\u786e\u7387<\/td><\/tr>
        RoBERTa + \u903b\u8f91\u56de\u5f52\uff08LR\uff09<\/td>0.214<\/td>0.194<\/td>0.750<\/td>0.285<\/td>0.330<\/td>0.840<\/td>0.364<\/td>0.329<\/td>0.510<\/td><\/tr>
        RoBERTa + \u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09<\/td>0.071<\/td>0.111<\/td>0.840<\/td>0.210<\/td>0.250<\/td>0.820<\/td>0.182<\/td>0.182<\/td>0.640<\/td><\/tr>
        RoBERTa + \u6781\u7aef\u68af\u5ea6\u63d0\u5347\uff08XGBoost\uff09<\/td>0.071<\/td>0.110<\/td>0.840<\/td>0.143<\/td>0.190<\/td>0.830<\/td>0.200<\/td>0.200<\/td>0.600<\/td><\/tr>
        Large + \u903b\u8f91\u56de\u5f52\uff08LR\uff09<\/td>0.429<\/td>0.267<\/td>0.670<\/td>0.286<\/td>0.296<\/td>0.810<\/td>0.333<\/td>0.373<\/td>0.630<\/td><\/tr>
        Large + \u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09<\/td>0.357<\/td>0.313<\/td>0.780<\/td>0.214<\/td>0.250<\/td>0.820<\/td>0.333<\/td>0.393<\/td>0.660<\/td><\/tr>
        Large + \u6781\u7aef\u68af\u5ea6\u63d0\u5347\uff08XGBoost\uff09<\/td>0.214<\/td>0.261<\/td>0.830<\/td>0.286<\/td>0.421<\/td>0.890<\/td>0.242<\/td>0.271<\/td>0.570<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

        \u5728\u6291\u90c1\u75c7\u5206\u7c7b\u4e2d\uff0call-roberta-large-v1 \u5d4c\u5165\u7ed3\u5408\u903b\u8f91\u56de\u5f52\u7684\u53ec\u56de\u7387\u6700\u9ad8\uff080.429\uff09\uff0c\u800c\u76f8\u540c\u5d4c\u5165\u7ed3\u5408\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u5206\u7c7b\u5668\u7684 F1 \u5206\u6570\u6700\u4f73\uff080.313\uff09\u3002\u5404\u6a21\u578b\u7684\u51c6\u786e\u7387\u59cb\u7ec8\u8f83\u9ad8\uff0c\u5728 0.67-0.84 \u4e4b\u95f4\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u57fa\u4e8e RoBERTa-base \u5d4c\u5165\u7684\u5206\u7c7b\u5668\u53ec\u56de\u7387\u663e\u8457\u66f4\u4f4e\uff0c\u51f8\u663e\u4e86\u4f7f\u7528\u66f4\u5927\u3001\u66f4\u5177\u8868\u8fbe\u80fd\u529b\u7684\u8bed\u8a00\u6a21\u578b\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n

        \u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u5206\u7c7b\u5448\u73b0\u51fa\u7c7b\u4f3c\u8d8b\u52bf\u3002all-roberta-large-v1 \u5d4c\u5165\u7ed3\u5408\u6781\u7aef\u68af\u5ea6\u63d0\u5347\uff08XGBoost\uff09\u7684 F1 \u5206\u6570\uff080.421\uff09\u548c\u51c6\u786e\u7387\uff080.89\uff09\u6700\u9ad8\u3002\u7136\u800c\uff0c\u6240\u6709\u5206\u7c7b\u5668\u7684\u53ec\u56de\u7387\u5747\u8f83\u4e3a\u6e29\u548c\uff0c\u666e\u904d\u4f4e\u4e8e 0.29\uff0c\u4ec5 RoBERTa-base \u5d4c\u5165\u7ed3\u5408\u903b\u8f91\u56de\u5f52\u65f6\u8fbe\u5230 0.286\u3002\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0c\u5c3d\u7ba1\u57fa\u4e8e\u5d4c\u5165\u7684\u6a21\u578b\u53ef\u5b9e\u73b0\u9ad8\u51c6\u786e\u7387\uff0c\u4f46\u5728\u8bc6\u522b\u771f\u6b63\u7684\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u75c5\u4f8b\u65b9\u9762\u80fd\u529b\u6709\u9650\uff0c\u8fd9\u9650\u5236\u4e86\u5176\u5728\u4e34\u5e8a\u573a\u666f\u4e2d\u7684\u654f\u611f\u6027\u3002<\/p>\n\n\n\n

        \u5728\u7126\u8651\u75c7\u5206\u7c7b\u4e2d\uff0call-roberta-large-v1 \u5d4c\u5165\u7ed3\u5408\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u5206\u7c7b\u5668\u7684 F1 \u5206\u6570\uff080.393\uff09\u548c\u53ec\u56de\u7387\uff080.333\uff09\u6700\u9ad8\u3002\u5404\u6a21\u578b\u7684\u51c6\u786e\u7387\u5728 0.51-0.66 \u4e4b\u95f4\u3002\u4e0e\u6291\u90c1\u75c7\u548c\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u76f8\u6bd4\uff0c\u7126\u8651\u75c7\u9884\u6d4b\u7684\u7cbe\u786e\u7387 – \u53ec\u56de\u7387\u6743\u8861\u66f4\u4e3a\u5747\u8861\uff0c\u5c24\u5176\u662f\u5728\u57fa\u4e8e\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u7684\u67b6\u6784\u4e2d\uff0c\u8fd9\u8868\u660e\u8be5\u8bca\u65ad\u7c7b\u522b\u7684\u9884\u6d4b\u7a33\u5b9a\u6027\u66f4\u597d\u3002<\/p>\n\n\n\n

        7. \u8ba8\u8bba\u4e0e\u7ed3\u8bba<\/h2>\n\n\n\n

        \u672c\u7814\u7a76\u7cfb\u7edf\u8bc4\u4f30\u4e86\u4e09\u79cd\u65b9\u6cd5\u8303\u5f0f\uff08\u57fa\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u96f6\u6837\u672c\u63d0\u793a\u3001\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u5fae\u8c03\u3001\u57fa\u4e8e\u5d4c\u5165\u7684\u5206\u7c7b\u5668\uff09\u5728\u4ece\u73b0\u5b9e\u4e16\u754c\u8bbf\u8c08\u8bb0\u5f55\u4e2d\u9884\u6d4b\u6291\u90c1\u75c7\u3001\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u548c\u7126\u8651\u75c7\u65b9\u9762\u7684\u6027\u80fd\u3002\u5c3d\u7ba1\u6bcf\u79cd\u65b9\u6cd5\u90fd\u6709\u72ec\u7279\u7684\u4f18\u52bf\u548c\u5c40\u9650\u6027\uff0c\u4f46\u5173\u4e8e\u5176\u5728\u5fc3\u7406\u5065\u5eb7\u7b5b\u67e5\u4e2d\u7684\u5b9e\u9645\u9002\u7528\u6027\uff0c\u4ecd\u51fa\u73b0\u4e86\u82e5\u5e72\u5173\u952e\u4e3b\u9898\u3002<\/p>\n\n\n\n

        \u4e3a\u8bc4\u4f30 GPT-4.1 Mini \u7684\u5b9e\u9645\u6548\u7528\uff0c\u6211\u4eec\u5c06\u5176\u96f6\u6837\u672c\u6027\u80fd\u4e0e\u5f00\u6e90\u57fa\u7840\u6a21\u578b\uff08\u5982 Meta-LLaMA-3\uff09\u548c\u8f7b\u91cf\u7ea7\u57fa\u4e8e\u5d4c\u5165\u7684\u5206\u7c7b\u5668\u8fdb\u884c\u4e86\u57fa\u51c6\u6d4b\u8bd5\u3002\u7ed3\u679c\u663e\u793a\uff0cGPT-4.1 Mini \u7684\u603b\u4f53\u51c6\u786e\u7387\u8f83\u9ad8\uff08\u22650.80\uff09\uff0c\u8fd9\u4e0e\u73b0\u6709\u7814\u7a76\u7ed3\u679c\u4e00\u81f4\uff08Chen \u7b49\uff0c2025\uff1bBen-Zion \u7b49\uff0c2025\uff09\u3002\u7136\u800c\uff0c\u8be5\u6a21\u578b\u5728\u6240\u6709\u75be\u75c5\u4e0a\u7684\u53ec\u56de\u7387\u548c F1 \u5206\u6570\u5747\u663e\u8457\u8f83\u4f4e\uff0c\u8fd9\u51f8\u663e\u4e86\u5176\u5728\u901a\u7528\u5224\u522b\u80fd\u529b\u4e0e\u4e34\u5e8a\u654f\u611f\u6027\u4e4b\u95f4\u7684\u6743\u8861\u3002<\/p>\n\n\n\n

        \u5728\u6240\u6709\u6a21\u578b\u4e2d\uff0c\u51c6\u786e\u7387\u901a\u5e38\u4fdd\u6301\u8f83\u9ad8\u6c34\u5e73\uff0c\u90e8\u5206\u914d\u7f6e\u4e0b\u751a\u81f3\u8d85\u8fc7 0.85\uff0c\u8fd9\u8868\u660e\u6a21\u578b\u5728\u4eba\u7fa4\u5c42\u9762\u4e0a\u80fd\u53ef\u9760\u533a\u5206\u5df2\u786e\u8bca\u548c\u672a\u786e\u8bca\u4e2a\u4f53\u3002\u4f46\u5728\u4e34\u5e8a\u573a\u666f\u4e2d\uff0c\u51c6\u786e\u7387 alone \u65e0\u6cd5\u53cd\u6620\u8bca\u65ad\u6548\u7528 \u2014\u2014 \u6f0f\u8bca\u771f\u9633\u6027\u75c5\u4f8b\uff08\u5373\u4f4e\u53ec\u56de\u7387\uff09\u53ef\u80fd\u4f1a\u5ef6\u8bef\u6cbb\u7597\u6216\u52a0\u5267\u4f24\u5bb3\u3002\u8fd9\u4e00\u95ee\u9898\u5728\u6211\u4eec\u7684\u7ed3\u679c\u4e2d\u5c24\u4e3a\u7a81\u51fa\uff1a\u96f6\u6837\u672c Meta-LLaMA \u6a21\u578b\u5bf9\u6240\u6709\u75be\u75c5\u7684\u53ec\u56de\u7387\u5747\u8d85\u8fc7 0.90\uff0c\u4f46 F1 \u5206\u6570\u548c\u7cbe\u786e\u7387\u8f83\u4f4e\uff0c\u8868\u660e\u5b58\u5728\u5927\u91cf\u5047\u9633\u6027\uff1b\u800c\u57fa\u4e8e\u5d4c\u5165\u7684\u5206\u7c7b\u5668\u51c6\u786e\u7387\u9ad8\uff0c\u4f46\u53ec\u56de\u7387\u663e\u8457\u8f83\u4f4e\uff0c\u5e38\u4f4e\u4e8e 0.3\uff0c\u8fd9\u51f8\u663e\u4e86\u5b83\u4eec\u6f0f\u8bca\u771f\u9633\u6027\u75c5\u4f8b\u7684\u503e\u5411\uff08Ravenda \u7b49\uff0c2025\uff09\u3002<\/p>\n\n\n\n

        \u4ece\u516c\u5171\u536b\u751f\u89d2\u5ea6\u6765\u770b\uff0c\u53ec\u56de\u7387\u53ef\u89e3\u8bfb\u4e3a\u4e34\u5e8a\u654f\u611f\u6027\uff0c\u5373\u6a21\u578b\u68c0\u6d4b\u771f\u6b63\u9700\u8981\u6cbb\u7597\u4e2a\u4f53\u7684\u80fd\u529b\u3002\u9274\u4e8e\u6291\u90c1\u75c7\u3001\u7126\u8651\u75c7\u548c\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u5e38\u540c\u65f6\u5b58\u5728\uff0c\u5373\u4f7f\u662f\u5355\u6b21\u9633\u6027\u63d0\u793a\u4e5f\u53ef\u80fd\u63d0\u9ad8\u7528\u6237\u5bf9\u81ea\u8eab\u72b6\u51b5\u7684\u8ba4\u77e5\uff0c\u4fc3\u4f7f\u5176\u5bfb\u6c42\u8fdb\u4e00\u6b65\u4e34\u5e8a\u54a8\u8be2\u3002\u56e0\u6b64\uff0c\u9ad8\u53ec\u56de\u7387\u7684\u6a21\u578b\uff08\u5373\u4f7f\u7cbe\u786e\u7387\u6709\u6240\u964d\u4f4e\uff09\u5728\u6570\u5b57\u5fc3\u7406\u5065\u5eb7\u5e94\u7528\u4e2d\u53ef\u80fd\u6210\u4e3a\u6709\u6548\u7684\u65e9\u671f\u9884\u8b66\u5de5\u5177\u3002<\/p>\n\n\n\n

        \u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u5fae\u8c03\u5728\u6548\u7387\u548c\u6027\u80fd\u4e4b\u95f4\u53d6\u5f97\u4e86\u826f\u597d\u5e73\u8861\u3002\u7ecf\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\u5fae\u8c03\u7684 RoBERTa \u6a21\u578b\u5728\u53ec\u56de\u7387\u548c F1 \u5206\u6570\u4e4b\u95f4\u5b9e\u73b0\u4e86\u6700\u4f73\u6574\u4f53\u5e73\u8861\uff0c\u5c24\u5176\u5728\u7126\u8651\u75c7\u5206\u7c7b\u4e2d\uff08F1=0.563\uff09\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4f4e\u79e9\u914d\u7f6e\uff08\u5982\u79e9 = 8\uff09\u5728\u53ec\u56de\u7387\u4e0a\u6709\u65f6\u4f18\u4e8e\u9ad8\u79e9\u914d\u7f6e\uff0c\u8fd9\u8868\u660e\u53c2\u6570\u9ad8\u6548\u9002\u914d\u53ef\u80fd\u975e\u5e38\u9002\u5408\u654f\u611f\u6027\u7b5b\u67e5\u4efb\u52a1\uff0c\u4e14\u65e0\u9700\u5927\u91cf\u8ba1\u7b97\u6210\u672c\u3002\u57fa\u4e8e\u5d4c\u5165\u7684\u6a21\u578b\u867d\u66f4\u7b80\u5355\u3001\u53ef\u89e3\u91ca\u6027\u66f4\u5f3a\uff0c\u4f46\u5728\u53ec\u56de\u7387\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\uff0c\u8868\u660e\u5176\u5728\u590d\u6742\u4e34\u5e8a\u7c7b\u4efb\u52a1\u4e2d\u7684\u9002\u7528\u6027\u6709\u9650\u3002<\/p>\n\n\n\n

        \u5c40\u9650\u6027\u4e0e\u7ed3\u8bba<\/h3>\n\n\n\n

        \u672c\u7814\u7a76\u5b58\u5728\u82e5\u5e72\u5c40\u9650\u6027\uff0c\u503c\u5f97\u63a2\u8ba8\u3002\u9996\u5148\uff0c\u8bca\u65ad\u6807\u7b7e\u5b58\u5728\u4e0d\u5e73\u8861\u95ee\u9898\uff0c\u9633\u6027\u75c5\u4f8b\u4ec5\u5360\u6570\u636e\u96c6\u7684\u7ea6 20%\uff0c\u6709\u65f6\u751a\u81f3\u66f4\u5c11\u3002\u8fd9\u79cd\u4e0d\u5e73\u8861\u7ed9\u8bad\u7ec3\u7a33\u5b9a\u6027\u548c\u6a21\u578b\u8bc4\u4f30\u5e26\u6765\u4e86\u6311\u6218\uff0c\u56e0\u4e3a\u9ad8\u51c6\u786e\u7387\u53ef\u80fd\u63a9\u76d6\u6a21\u578b\u5bf9\u5c11\u6570\u7c7b\u522b\u7684\u4f4e\u654f\u611f\u6027\u3002\u672a\u6765\u7814\u7a76\u53ef\u91c7\u7528\u6743\u91cd\u8c03\u6574\u7b56\u7565\u6216\u5408\u6210\u8fc7\u91c7\u6837\u6280\u672f\uff0c\u4ee5\u66f4\u597d\u5730\u6821\u51c6\u9884\u6d4b\u7ed3\u679c\u3002<\/p>\n\n\n\n

        \u5176\u6b21\uff0c\u5c3d\u7ba1\u901a\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5df2\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u8bed\u8a00\u80fd\u529b\uff0c\u4f46\u5176\u5bf9\u5fc3\u7406\u5065\u5eb7\u7279\u5b9a\u8bdd\u8bed\u7684\u7406\u89e3\u4ecd\u6709\u9650\u3002\u8fd9\u4e9b\u6a21\u578b\u53ef\u80fd\u7f3a\u4e4f\u5bf9\u7cbe\u795e\u79d1\u672f\u8bed\u3001\u75c7\u72b6\u8868\u8fbe\u6216\u5fc3\u7406\u5065\u5eb7\u5bf9\u8bdd\u5b9e\u7528\u60c5\u5883\u7684\u7ec6\u81f4\u7406\u89e3\u3002\u4f8b\u5982\uff0c\u5b83\u4eec\u53ef\u80fd\u8bef\u89e3\u901a\u4fd7\u5316\u7684\u75db\u82e6\u8868\u8fbe\uff0c\u6216\u5ffd\u7565\u5fc3\u7406\u72b6\u6001\u7684\u7ec6\u5fae\u6307\u6807\u3002\u5728\u76f8\u5173\u8bed\u6599\u5e93\uff08\u5982\u6cbb\u7597\u8bb0\u5f55\u6216\u4e34\u5e8a\u7b14\u8bb0\uff09\u4e0a\u8bad\u7ec3\u7684\u9886\u57df\u9002\u914d\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u53ef\u4e3a\u65e9\u671f\u68c0\u6d4b\u7b49\u4efb\u52a1\u63d0\u4f9b\u66f4\u53ef\u9760\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n

        \u7b2c\u4e09\uff0c\u4e0e\u6240\u8bc4\u4f30\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u89c4\u6a21\u76f8\u6bd4\uff0c\u672c\u7814\u7a76\u7684\u6570\u636e\u96c6\u89c4\u6a21\u76f8\u5bf9\u8f83\u5c0f\u3002\u5373\u4f7f\u91c7\u7528\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08\u5982\u4f4e\u79e9\u9002\u5e94\uff08LoRA\uff09\uff09\uff0c\u6709\u9650\u7684\u8bad\u7ec3\u6837\u672c\u4ecd\u4f1a\u9650\u5236\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5c24\u5176\u662f\u5728\u5c1d\u8bd5\u66f4\u65b0\u6216\u4e13\u95e8\u5316\u9886\u57df\u76f8\u5173\u8868\u5f81\u65f6\u3002\u51bb\u7ed3\u6838\u5fc3\u53c2\u6570\u53ef\u80fd\u4f1a\u8fdb\u4e00\u6b65\u52a0\u5267\u8fd9\u4e00\u74f6\u9888\u3002<\/p>\n\n\n\n

        \u7b2c\u56db\uff0c\u8bbf\u8c08\u957f\u5ea6\u7ed9\u4e0a\u4e0b\u6587\u7a97\u53e3\u6709\u9650\u7684\u89e3\u7801\u5668\u6a21\u578b\u5e26\u6765\u4e86\u8ba4\u77e5\u8d1f\u62c5\u3002\u5c3d\u7ba1\u5206\u5757\u7b56\u7565\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u7f13\u89e3\u4e86\u8fd9\u4e00\u95ee\u9898\uff0c\u4f46\u4ecd\u53ef\u80fd\u4e22\u5931\u4e0a\u4e0b\u6587\u6216\u8fc7\u5ea6\u5f3a\u8c03\u65e0\u5173\u4fe1\u606f\u3002\u66f4\u590d\u6742\u7684\u60c5\u5883\u611f\u77e5\u65b9\u6cd5\uff08\u5982\u8bb0\u5fc6\u589e\u5f3a\u63d0\u793a\u3001\u5206\u5c42\u5efa\u6a21\u6216\u76f8\u5173\u6027\u5f15\u5bfc\u5206\u5757\uff09\u53ef\u80fd\u4f1a\u63d0\u5347\u6027\u80fd\u3002<\/p>\n\n\n\n

        \u5c55\u671b\u672a\u6765\uff0c\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u5411\u5177\u6709\u6f5c\u529b\u3002\u9664\u901a\u7528\u5206\u7c7b\u5916\uff0c\u9488\u5bf9\u4eba\u53e3\u7edf\u8ba1\u4e9a\u7ec4\uff08\u5982\u6309\u5e74\u9f84\u3001\u6027\u522b\u6216\u79cd\u65cf\u5212\u5206\uff09\u7684\u5206\u6790\u53ef\u80fd\u4f1a\u63ed\u793a\u6a21\u578b\u654f\u611f\u6027\u7684\u91cd\u8981\u5dee\u5f02\u3002\u5c06\u60c5\u7eea\u548c\u8bed\u8a00\u4fe1\u53f7\uff08\u5982\u60c5\u611f\u8f68\u8ff9\u3001\u60c5\u611f\u5f3a\u5ea6\uff09\u7eb3\u5165\u8bad\u7ec3\u6570\u636e\uff0c\u4e5f\u53ef\u80fd\u63d0\u9ad8\u9884\u6d4b\u6709\u6548\u6027\uff08Gerczuk \u7b49\uff0c2023\uff1bRasool \u7b49\uff0c2025\uff09\u3002\u6700\u540e\uff0c\u5206\u6790\u8bef\u5206\u7c7b\u75c5\u4f8b\uff0c\u5e76\u901a\u8fc7\u63d0\u793a\u5de5\u7a0b\u6216\u5bf9\u6bd4\u793a\u4f8b\u63a2\u7a76\u6a21\u578b\u63a8\u7406\u8def\u5f84\uff0c\u53ef\u80fd\u4f1a\u63ed\u793a\u6a21\u578b\u7684\u5931\u6548\u6a21\u5f0f\uff0c\u5e76\u4e3a\u9488\u5bf9\u6027\u6539\u8fdb\u6a21\u578b\u5bf9\u9f50\u63d0\u4f9b\u4f9d\u636e\u3002<\/p>\n\n\n\n

        \u4f26\u7406\u8003\u91cf<\/h3>\n\n\n\n

        \u5c3d\u7ba1\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u4eba\u683c\u9884\u6d4b\u5728\u53ef\u6269\u5c55\u8bc4\u4f30\u65b9\u9762\u5177\u6709\u6f5c\u529b\uff0c\u4f46\u4e5f\u5f15\u53d1\u4e86\u5173\u4e8e\u9690\u79c1\u3001\u77e5\u60c5\u540c\u610f\u548c\u53ef\u89e3\u91ca\u6027\u7684\u91cd\u5927\u5173\u5207\u3002\u6211\u4eec\u544a\u8beb\uff0c\u5728\u6ca1\u6709\u4eba\u5de5\u76d1\u7763\u7684\u60c5\u51b5\u4e0b\uff0c\u4e0d\u5e94\u5c06\u6b64\u7c7b\u6a21\u578b\u7528\u4e8e\u9ad8\u98ce\u9669\u51b3\u7b56\uff0c\u5e76\u5021\u5bfc\u57fa\u4e8e\u5fc3\u7406\u5b66\u7406\u8bba\u7684\u900f\u660e\u8bc4\u4f30\u534f\u8bae\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

        \u6458\u8981 \u5fc3\u7406\u5065\u5eb7\u969c\u788d\u4ecd\u662f\u5168\u7403\u5bfc\u81f4\u6b8b\u75be\u7684\u4e3b\u8981\u539f\u56e0\u4e4b\u4e00\uff0c\u4f46\u6291\u90c1\u75c7\u3001\u7126\u8651\u75c7\u548c...<\/p>\n","protected":false},"author":2,"featured_media":326,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18],"tags":[45],"class_list":["post-337","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tools","tag-45"],"_links":{"self":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/337","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/comments?post=337"}],"version-history":[{"count":1,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/337\/revisions"}],"predecessor-version":[{"id":338,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/337\/revisions\/338"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media\/326"}],"wp:attachment":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media?parent=337"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/categories?post=337"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/tags?post=337"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}