{"id":70902,"date":"2026-02-02T18:49:14","date_gmt":"2026-02-02T10:49:14","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/70902.html"},"modified":"2026-02-02T18:49:14","modified_gmt":"2026-02-02T10:49:14","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%b9%bb%e8%a7%89%e6%b2%bb%e7%90%86%e6%96%b0%e8%8c%83%e5%bc%8f%ef%bc%9asca%e4%b8%8epause%e6%b3%a8%e5%85%a5%e6%8a%80%e6%9c%af%e7%9a%84%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/70902.html","title":{"rendered":"\u5927\u6a21\u578b\u5e7b\u89c9\u6cbb\u7406\u65b0\u8303\u5f0f\uff1aSCA\u4e0e[PAUSE]\u6ce8\u5165\u6280\u672f\u7684\u6df1\u5ea6\u89e3\u6790\u4e0e\u521b\u65b0\u8bbe\u8ba1"},"content":{"rendered":"<h2 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decoding=\"async\" alt=\"x\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260202104856-69808118d3c5a.png\" \/>\u00a0\u548c\u5386\u53f2\u751f\u6210\u00a0<img decoding=\"async\" alt=\"y_{&lt;i}\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260202104856-69808118d8bcc.png\" \/> \u7684\u6761\u4ef6\u4e0b&#xff0c;\u6a21\u578b\u4ece\u8bcd\u6c47\u8868\u00a0<img decoding=\"async\" alt=\"\\\\mathcal{V}\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260202104856-69808118dd5ce.png\" \/>\u00a0\u4e2d\u9009\u62e9\u4e0b\u4e00\u4e2a\u4ee4\u724c <img decoding=\"async\" alt=\"y_i\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260202104856-69808118e1e42.png\" \/>&#xff0c;\u5176\u6982\u7387\u4e3a <img decoding=\"async\" alt=\"p_{\\\\text{gen}}(y_i) &#061; \\\\mathcal{F}_{\\\\boldsymbol{\\\\theta}}(x, y_{&lt;i})\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260202104856-69808118e670b.png\" \/>\u3002\u8fd9\u4e00\u673a\u5236\u51b3\u5b9a\u4e86\u6a21\u578b\u503e\u5411\u4e8e\u751f\u6210\u201c\u6982\u7387\u4e0a\u5408\u7406\u201d\u800c\u975e\u201c\u4e8b\u5b9e\u4e0a\u6b63\u786e\u201d\u7684\u5e8f\u5217\u3002<\/p>\n<p>\u6839\u636e\u6743\u5a01\u7814\u7a76\u7efc\u8ff0&#xff0c;\u5e7b\u89c9\u53ef\u4ece\u4e24\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u5206\u7c7b&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5fe0\u5b9e\u6027\u5e7b\u89c9&#xff08;Faithfulness 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Hallucination&#xff09;&#xff1a;\u6a21\u578b\u8f93\u51fa\u4e0e\u5ba2\u89c2\u4e16\u754c\u53ef\u9a8c\u8bc1\u7684\u4e8b\u5b9e\u4e0d\u7b26\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u5e7b\u89c9\u4ea7\u751f\u7684\u4e09\u5927\u6838\u5fc3\u673a\u5236<\/h3>\n<p>\u6df1\u5165\u5176\u751f\u6210\u673a\u5236&#xff0c;\u5e7b\u89c9\u4e3b\u8981\u6e90\u4e8e\u4ee5\u4e0b\u4e09\u65b9\u9762\u7684\u8026\u5408\u4f5c\u7528&#xff1a;<\/p>\n<li>\n<p>\u6570\u636e\u96c6\u7684\u56fa\u6709\u7f3a\u9677&#xff1a;\u9884\u8bad\u7ec3\u8bed\u6599\u5e93\u672c\u8eab\u5305\u542b\u4e0d\u51c6\u786e\u3001\u8fc7\u65f6\u6216\u504f\u89c1\u4fe1\u606f&#xff0c;\u6a21\u578b\u5c06\u5176\u4f5c\u4e3a\u201c\u4e16\u754c\u77e5\u8bc6\u201d\u8bb0\u5fc6\u3002\u5f53\u9762\u5bf9\u8bad\u7ec3\u6570\u636e\u4e2d\u7f55\u89c1\u6216\u7f3a\u5931\u7684\u201c\u957f\u5c3e\u77e5\u8bc6\u201d\u65f6&#xff0c;\u6a21\u578b\u66f4\u6613\u9677\u5165\u57fa\u4e8e\u7edf\u8ba1\u6a21\u5f0f\u7684\u201c\u81c6\u6d4b\u201d\u3002\u4f8b\u5982&#xff0c;\u8981\u6c42\u6a21\u578b\u8bb2\u8ff0\u201c\u6797\u9edb\u7389\u5012\u62d4\u5782\u6768\u67f3\u201d\u7684\u6545\u4e8b&#xff0c;\u5b83\u65e0\u6cd5\u50cf\u4eba\u7c7b\u4e00\u6837\u8bc6\u522b\u8be5\u547d\u9898\u7684\u8352\u8c2c\u6027&#xff0c;\u800c\u4f1a\u57fa\u4e8e\u201c\u6797\u9edb\u7389\u201d\u548c\u201c\u5012\u62d4\u5782\u6768\u67f3\u201d\u5404\u81ea\u5728\u8bed\u6599\u4e2d\u7684\u5173\u8054\u7247\u6bb5&#xff0c;\u62fc\u63a5\u51fa\u4e00\u4e2a\u770b\u4f3c\u5408\u7406\u5b9e\u5219\u8352\u8bde\u7684\u53d9\u4e8b\u3002<\/p>\n<\/li>\n<li>\n<p>\u77e5\u8bc6\u95f4\u9699\u4e0e\u4e0a\u4e0b\u6587\u8ff7\u5931&#xff1a;\u5728\u590d\u6742\u7684\u63a8\u7406\u6216\u591a\u8f6e\u5bf9\u8bdd\u4e2d&#xff0c;\u6a21\u578b\u5b58\u5728\u201cLost in the Middle\u201d\u73b0\u8c61&#xff0c;\u5373\u5bf9\u5197\u957f\u63d0\u793a\u7684\u4e2d\u95f4\u90e8\u5206\u5173\u6ce8\u5ea6\u4e0d\u8db3&#xff0c;\u5bfc\u81f4\u5173\u952e\u4fe1\u606f\u88ab\u5ffd\u7565\u3002\u540c\u65f6&#xff0c;\u5f53\u7528\u6237\u95ee\u9898\u4e0e\u6a21\u578b\u5185\u90e8\u5b58\u50a8\u7684\u77e5\u8bc6\u683c\u5f0f\u4e0d\u5339\u914d\u65f6&#xff0c;\u4f1a\u4ea7\u751f\u201c\u77e5\u8bc6\u95f4\u9699\u201d&#xff0c;\u6a21\u578b\u53ef\u80fd\u9009\u62e9\u5ffd\u89c6\u5916\u90e8\u68c0\u7d22\u7684\u8bc1\u636e&#xff0c;\u800c\u4f9d\u8d56\u53ef\u80fd\u5df2\u6709\u504f\u5dee\u7684\u5185\u90e8\u53c2\u6570\u5316\u77e5\u8bc6\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f18\u5316\u4e0e\u63a8\u7406\u8fc7\u7a0b\u7684\u504f\u5dee&#xff1a;\u8bad\u7ec3\u9636\u6bb5\u7684\u6700\u5927\u4f3c\u7136\u4f30\u8ba1\u548c\u6559\u5e08\u5f3a\u8feb\u7b56\u7565&#xff08;\u6269\u5c55\u9605\u8bfb&#xff1a;Decoder-Only\u6a21\u578b\u7684\u201c\u53cc\u91cd\u4eba\u683c\u201d&#xff1a;\u4ece\u6559\u5e08\u5f3a\u5236\u5230\u81ea\u56de\u5f52\u7684\u5fc5\u7136\u8def\u5f84&#xff09;\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u673a\u68b0\u201c\u590d\u8ff0\u201d\u6570\u636e&#xff0c;\u800c\u975e\u771f\u6b63\u7406\u89e3\u3002\u5728\u63a8\u7406\u9636\u6bb5&#xff0c;\u4e3a\u4e86\u63d0\u9ad8\u521b\u9020\u6027\u800c\u91c7\u7528\u7684\u91c7\u6837\u7b56\u7565&#xff08;\u5982\u9ad8\u6e29\u91c7\u6837\u3001Top-p\u91c7\u6837&#xff09;\u4f1a\u5f15\u5165\u4e0d\u786e\u5b9a\u6027&#xff0c;\u52a0\u5267\u5e7b\u89c9\u3002\u66f4\u4e25\u91cd\u7684\u662f&#xff0c;\u6a21\u578b\u4e00\u65e6\u5f00\u59cb\u751f\u6210\u5e7b\u89c9&#xff0c;\u5f80\u5f80\u4f1a\u4e3a\u4e86\u7ef4\u6301\u524d\u540e\u6587\u7684\u8fde\u8d2f\u6027\u800c\u201c\u6eda\u96ea\u7403\u201d\u5f0f\u5730\u7f16\u9020\u66f4\u591a\u5185\u5bb9\u8fdb\u884c\u81ea\u5706\u5176\u8bf4\u3002<\/p>\n<\/li>\n<p>\u4ee5\u4e0b\u6d41\u7a0b\u56fe\u6982\u62ec\u4e86\u5e7b\u89c9\u4ea7\u751f\u7684\u6838\u5fc3\u8def\u5f84&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"3595\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260202104856-69808118ebf8a.png\" width=\"2967\" \/><\/p>\n<h2>SCA\u7b56\u7565&#xff1a;\u901a\u8fc7\u6700\u4f18\u91ca\u4e49\u91cd\u5851\u6a21\u578b\u8ba4\u77e5<\/h2>\n<p>\u9762\u5bf9\u4e0a\u8ff0\u6311\u6218&#xff0c;\u201cSorry, Come Again?&#xff08;SCA&#xff09;\u201d\u7b56\u7565\u63d0\u4f9b\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u89e3\u51b3\u601d\u8def&#xff1a;\u5982\u679c\u95ee\u9898\u672c\u8eab\u5b58\u5728\u7406\u89e3\u969c\u788d&#xff0c;\u90a3\u4e48\u4f18\u5316\u95ee\u9898\u7684\u8868\u8ff0\u65b9\u5f0f&#xff0c;\u5c31\u662f\u63d0\u5347\u56de\u7b54\u51c6\u786e\u6027\u7684\u7b2c\u4e00\u6b65\u3002<\/p>\n<h3>SCA\u6838\u5fc3\u539f\u7406&#xff1a;\u4ece\u8bed\u8a00\u53ef\u8bfb\u6027\u5230\u7406\u89e3\u5b8c\u6574\u6027<\/h3>\n<p>SCA\u7b56\u7565\u57fa\u4e8e\u4e00\u4e2a\u6df1\u523b\u6d1e\u5bdf&#xff1a;\u5927\u8bed\u8a00\u6a21\u578b\u5728\u7406\u89e3\u4eba\u7c7b\u8bed\u8a00\u65f6&#xff0c;\u5176\u9762\u4e34\u7684\u56f0\u96be\u4e0e\u4eba\u7c7b\u76f8\u4f3c\u3002\u4e00\u4e2a\u53ef\u8bfb\u6027\u4f4e\u3001\u5f62\u5f0f\u5316\u7a0b\u5ea6\u4e0d\u5f53\u6216\u8868\u8ff0\u8fc7\u4e8e\u62bd\u8c61\u6a21\u7cca\u7684\u63d0\u793a&#xff0c;\u4f1a\u7ed9\u6a21\u578b\u5e26\u6765\u7406\u89e3\u6311\u6218\u3002\u5f53\u6a21\u578b\u65e0\u6cd5\u6e05\u6670\u628a\u63e1\u95ee\u9898\u7684\u5168\u90e8\u8981\u4e49\u65f6&#xff0c;\u5b83\u4fbf\u4f1a\u503e\u5411\u4e8e\u5229\u7528\u5176\u201c\u8054\u60f3\u8bb0\u5fc6\u201d\u53bb\u586b\u8865\u4fe1\u606f\u7f3a\u53e3&#xff0c;\u8fdb\u884c\u731c\u6d4b\u6027\u751f\u6210&#xff0c;\u8fd9\u6b63\u662f\u5e7b\u89c9\u6ecb\u751f\u7684\u6e29\u5e8a\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;SCA\u7b56\u7565\u7684\u6838\u5fc3\u5305\u542b\u4e24\u6b65&#xff1a;<\/p>\n<li>\n<p>\u6700\u4f18\u91ca\u4e49\u751f\u6210&#xff1a;\u5c06\u7528\u6237\u7684\u539f\u59cb\u67e5\u8be2&#xff0c;\u81ea\u52a8\u91cd\u8ff0\u4e3a\u591a\u4e2a\u5728\u53ef\u8bfb\u6027\u3001\u6b63\u5f0f\u5ea6\u548c\u5177\u4f53\u6027\u7b49\u8bed\u8a00\u5b66\u7ef4\u5ea6\u4e0a\u4e0d\u540c\u7684\u7248\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u6700\u4f18\u7248\u672c\u9074\u9009&#xff1a;\u5229\u7528\u79ef\u5206\u68af\u5ea6&#xff08;Integrated Gradients&#xff09;\u7b49\u5f52\u56e0\u5206\u6790\u65b9\u6cd5&#xff0c;\u8bc4\u4f30\u6a21\u578b\u5bf9\u6bcf\u4e2a\u91ca\u4e49\u7248\u672c\u4e2d\u6bcf\u4e00\u4e2a\u8bcd\u7684\u5173\u6ce8\u7a0b\u5ea6\u3002\u9009\u62e9\u90a3\u4e2a\u80fd\u786e\u4fdd\u6a21\u578b\u201c\u5747\u5300\u4e14\u5145\u5206\u201d\u5730\u5904\u7406\u63d0\u793a\u4e2d\u6240\u6709\u5173\u952e\u4fe1\u606f\u7684\u7248\u672c\u4f5c\u4e3a\u6700\u4f18\u63d0\u793a\u3002<\/p>\n<\/li>\n<h3>\u6848\u4f8b\u89e3\u6790<\/h3>\n<p>\u8bbe\u60f3\u4e00\u4f4d\u975e\u4e13\u4e1a\u7528\u6237\u5411\u533b\u7597AI\u63d0\u95ee&#xff1a;\u201c\u6211\u8001\u662f\u89c9\u5f97\u5fc3\u614c\u614c\u7684&#xff0c;\u665a\u4e0a\u7761\u4e0d\u7740&#xff0c;\u662f\u4e0d\u662f\u5fc3\u810f\u8981\u7f62\u5de5\u4e86&#xff1f;\u201d<\/p>\n<ul>\n<li>\n<p>\u539f\u59cb\u95ee\u9898\u7684\u95ee\u9898&#xff1a;\u53e3\u8bed\u5316\u3001\u60c5\u7eea\u5316\u3001\u5305\u542b\u9690\u55bb&#xff08;\u201c\u7f62\u5de5\u201d&#xff09;\u3002\u6a21\u578b\u53ef\u80fd\u8fc7\u5ea6\u5173\u6ce8\u201c\u7f62\u5de5\u201d\u7684\u9690\u55bb&#xff0c;\u6216\u5bf9\u201c\u5fc3\u614c\u614c\u201d\u7684\u6a21\u7cca\u63cf\u8ff0\u4ea7\u751f\u591a\u79cd\u533b\u5b66\u8054\u60f3\u3002<\/p>\n<\/li>\n<li>\n<p>SCA\u4f18\u5316\u8fc7\u7a0b&#xff1a;\u7cfb\u7edf\u53ef\u80fd\u751f\u6210\u591a\u4e2a\u91ca\u4e49&#xff0c;\u5982&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u7248\u672cA&#xff08;\u66f4\u6b63\u5f0f&#xff09;&#xff1a;\u201c\u8bf7\u8bc4\u4f30\u2018\u5fc3\u60b8\u4f34\u5931\u7720\u2019\u75c7\u72b6\u7684\u6f5c\u5728\u5fc3\u8840\u7ba1\u75c5\u56e0\u3002\u201d<\/p>\n<\/li>\n<li>\n<p>\u7248\u672cB&#xff08;\u66f4\u5177\u4f53&#xff09;&#xff1a;\u201c\u60a3\u8005\u4e3b\u8bc9\u6301\u7eed\u6027\u5fc3\u60b8\u4e0e\u5165\u7761\u56f0\u96be&#xff0c;\u4e24\u8005\u662f\u5426\u5b58\u5728\u5173\u8054&#xff1f;\u8bf7\u5217\u4e3e\u53ef\u80fd\u7684\u5e38\u89c1\u8bca\u65ad\u3002\u201d<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6700\u4f18\u9009\u62e9&#xff1a;\u901a\u8fc7\u79ef\u5206\u68af\u5ea6\u5206\u6790\u53d1\u73b0&#xff0c;\u6a21\u578b\u5bf9\u7248\u672cB\u4e2d\u7684\u201c\u5fc3\u60b8\u201d\u3001\u201c\u5931\u7720\u201d\u3001\u201c\u5173\u8054\u201d\u3001\u201c\u5e38\u89c1\u8bca\u65ad\u201d\u7b49\u5173\u952e\u533b\u5b66\u672f\u8bed\u90fd\u7ed9\u4e88\u4e86\u9ad8\u4e14\u5747\u8861\u7684\u6ce8\u610f\u529b\u6743\u91cd&#xff0c;\u800c\u7248\u672cA\u7684\u201c\u6f5c\u5728\u75c5\u56e0\u201d\u53ef\u80fd\u4ecd\u663e\u5bbd\u6cdb\u3002\u56e0\u6b64&#xff0c;\u7cfb\u7edf\u5c06\u7248\u672cB\u9001\u5165\u6a21\u578b\u8fdb\u884c\u56de\u7b54\u751f\u6210&#xff0c;\u6781\u5927\u964d\u4f4e\u4e86\u56e0\u8bef\u89e3\u201c\u7f62\u5de5\u201d\u800c\u81c6\u6d4b\u51fa\u4e25\u91cd\u5fc3\u810f\u75c5\u7684\u5e7b\u89c9\u98ce\u9669\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u6280\u672f\u5b9e\u73b0\u4e0e\u4f2a\u4ee3\u7801\u793a\u4f8b<\/h3>\n<p>\u4ee5\u4e0b\u662fSCA\u7b56\u7565\u4e2d\u201c\u6700\u4f18\u91ca\u4e49\u9074\u9009\u201d\u6838\u5fc3\u6a21\u5757\u7684\u4e00\u4e2a\u7b80\u5316\u5b9e\u73b0\u6846\u67b6&#xff1a;<\/p>\n<p>import torch<br \/>\nfrom transformers import AutoModelForCausalLM, AutoTokenizer<br \/>\nfrom captum.attr import IntegratedGradients<\/p>\n<p>class SCAPromptOptimizer:<br \/>\n    def __init__(self, model_name: str):<br \/>\n        self.model &#061; AutoModelForCausalLM.from_pretrained(model_name)<br \/>\n        self.tokenizer &#061; AutoTokenizer.from_pretrained(model_name)<br \/>\n        self.ig &#061; IntegratedGradients(self.model)  # \u79ef\u5206\u68af\u5ea6\u5f52\u56e0\u5206\u6790\u5668<\/p>\n<p>    def generate_paraphrases(self, original_prompt: str) -&gt; list:<br \/>\n        &#034;&#034;&#034;\u751f\u6210\u591a\u4e2a\u91ca\u4e49\u7248\u672c&#xff08;\u6b64\u5904\u4e3a\u793a\u4f8b&#xff0c;\u5b9e\u9645\u53ef\u4f7f\u7528\u5fae\u8c03\u7684T5\u7b49\u6a21\u578b&#xff09;&#034;&#034;&#034;<br \/>\n        # \u793a\u4f8b&#xff1a;\u7b80\u5355\u89c4\u5219\u4e0e\u6a21\u677f&#xff0c;\u5b9e\u9645\u5e94\u7528\u9700\u66f4\u590d\u6742\u7684NLP\u6a21\u578b<br \/>\n        base_paraphrases &#061; [<br \/>\n            original_prompt,  # \u4fdd\u7559\u539f\u7248<br \/>\n            f&#034;\u8bf7\u8be6\u7ec6\u89e3\u91ca&#xff1a;{original_prompt}&#034;,  # \u589e\u52a0\u89e3\u91ca\u6307\u4ee4<br \/>\n            f&#034;\u5173\u4e8e&#039;{original_prompt}&#039;&#xff0c;\u8bf7\u63d0\u4f9b\u57fa\u4e8e\u4e8b\u5b9e\u7684\u51c6\u786e\u4fe1\u606f\u3002&#034;  # \u5f3a\u8c03\u4e8b\u5b9e\u6027<br \/>\n        ]<br \/>\n        # &#8230; \u8fd9\u91cc\u53ef\u4ee5\u63a5\u5165\u4e00\u4e2a\u91ca\u4e49\u751f\u6210\u6a21\u578b&#xff0c;\u4ea7\u751f\u66f4\u591a\u6837\u5316\u7684\u7248\u672c<br \/>\n        return base_paraphrases<\/p>\n<p>    def compute_attention_comprehensiveness(self, prompt: str) -&gt; float:<br \/>\n        &#034;&#034;&#034;\u8ba1\u7b97\u6a21\u578b\u5bf9\u8be5\u63d0\u793a\u7684\u7406\u89e3\u5b8c\u6574\u5ea6\u5f97\u5206&#034;&#034;&#034;<br \/>\n        inputs &#061; self.tokenizer(prompt, return_tensors&#061;&#039;pt&#039;)<br \/>\n        input_ids &#061; inputs[&#039;input_ids&#039;]<\/p>\n<p>        # \u4f7f\u7528\u79ef\u5206\u68af\u5ea6\u8ba1\u7b97\u6bcf\u4e2a\u8f93\u5165token\u7684\u5f52\u56e0\u5206\u6570<br \/>\n        attributions, delta &#061; self.ig.attribute(<br \/>\n            inputs&#061;input_ids,<br \/>\n            target&#061;0,  # \u901a\u5e38\u9009\u62e9\u7b2c\u4e00\u4e2alogit\u4f5c\u4e3a\u53c2\u8003<br \/>\n            return_convergence_delta&#061;True<br \/>\n        )<\/p>\n<p>        # \u5f52\u56e0\u5206\u6570\u53d6\u7edd\u5bf9\u503c\u5e76\u5f52\u4e00\u5316&#xff0c;\u8868\u793a\u6bcf\u4e2atoken\u7684\u91cd\u8981\u6027<br \/>\n        normalized_attributions &#061; torch.abs(attributions).sum(dim&#061;-1).squeeze(0)<br \/>\n        normalized_attributions &#061; normalized_attributions \/ normalized_attributions.sum()<\/p>\n<p>        # \u8ba1\u7b97\u201c\u7406\u89e3\u5b8c\u6574\u5ea6\u201d&#xff1a;\u5173\u952etoken&#xff08;\u5982\u540d\u8bcd\u3001\u52a8\u8bcd&#xff09;\u662f\u5426\u83b7\u5f97\u9ad8\u4e8e\u5e73\u5747\u7684\u5173\u6ce8&#xff1f;<br \/>\n        # \u8fd9\u91cc\u7b80\u5316\u5904\u7406&#xff1a;\u8ba1\u7b97\u6ce8\u610f\u529b\u5206\u5e03\u7684\u71b5&#xff0c;\u71b5\u503c\u5c0f\u8868\u793a\u6ce8\u610f\u529b\u96c6\u4e2d\u4e14\u5747\u5300\u4e8e\u5173\u952e\u90e8\u5206<br \/>\n        # \u66f4\u590d\u6742\u7684\u5b9e\u73b0\u53ef\u4ee5\u7ed3\u5408POS\u6807\u7b7e\u8bc6\u522b\u5173\u952etoken<br \/>\n        attention_entropy &#061; -torch.sum(normalized_attributions * torch.log2(normalized_attributions &#043; 1e-9))<br \/>\n        # \u5c06\u71b5\u503c\u8f6c\u6362\u4e3a\u4e00\u4e2a\u76f4\u89c2\u7684\u5206\u6570&#xff08;\u71b5\u8d8a\u5c0f&#xff0c;\u5206\u6570\u8d8a\u9ad8&#xff09;<br \/>\n        completeness_score &#061; 1.0 \/ (1.0 &#043; attention_entropy.item())<br \/>\n        return completeness_score<\/p>\n<p>    def select_optimal_prompt(self, original_prompt: str) -&gt; str:<br \/>\n        &#034;&#034;&#034;\u9009\u62e9\u6700\u4f18\u63d0\u793a&#034;&#034;&#034;<br \/>\n        candidates &#061; self.generate_paraphrases(original_prompt)<br \/>\n        best_prompt &#061; original_prompt<br \/>\n        best_score &#061; -1.0<\/p>\n<p>        for candidate in candidates:<br \/>\n            score &#061; self.compute_attention_comprehensiveness(candidate)<br \/>\n            if score &gt; best_score:<br \/>\n                best_score &#061; score<br \/>\n                best_prompt &#061; candidate<br \/>\n        print(f&#034;\u9009\u62e9\u6700\u4f18\u63d0\u793a&#xff1a;&#039;{best_prompt}&#039;&#xff0c;\u7406\u89e3\u5b8c\u6574\u5ea6\u5f97\u5206&#xff1a;{best_score:.4f}&#034;)<br \/>\n        return best_prompt<\/p>\n<p># \u4f7f\u7528\u793a\u4f8b<br \/>\noptimizer &#061; SCAPromptOptimizer(&#039;meta-llama\/Llama-2-7b-chat-hf&#039;)<br \/>\nuser_query &#061; &#034;\u9ed1\u6d1e\u4f1a\u4e0d\u4f1a\u628a\u65f6\u95f4\u4e5f\u5438\u8fdb\u53bb&#xff1f;&#034;<br \/>\noptimal_query &#061; optimizer.select_optimal_prompt(user_query)<br \/>\n# \u968f\u540e&#xff0c;\u5c06 optimal_query \u800c\u975e\u539f\u59cb\u67e5\u8be2\u9001\u5165\u6a21\u578b\u8fdb\u884c\u6700\u7ec8\u751f\u6210 <\/p>\n<h2>[PAUSE]\u6ce8\u5165\u6280\u672f&#xff1a;\u8d4b\u4e88\u6a21\u578b\u201c\u4e09\u601d\u800c\u540e\u884c\u201d\u7684\u80fd\u529b<\/h2>\n<p>\u5982\u679c\u8bf4SCA\u662f\u4ece\u201c\u8f93\u5165\u7aef\u201d\u8fdb\u884c\u4f18\u5316&#xff0c;\u90a3\u4e48[PAUSE]\u6ce8\u5165\u6280\u672f\u5219\u662f\u4ece\u201c\u5904\u7406\u8fc7\u7a0b\u201d\u4e2d\u690d\u5165\u4e00\u79cd\u5f3a\u5236\u6027\u7684\u8ba4\u77e5\u7f13\u51b2\u673a\u5236\u3002\u5176\u7075\u611f\u6765\u6e90\u4e8e\u4eba\u7c7b\u9605\u8bfb\u957f\u96be\u53e5\u65f6\u7684\u81ea\u7136\u884c\u4e3a\u2014\u2014\u5728\u5173\u952e\u5904\u7a0d\u4f5c\u505c\u987f&#xff0c;\u4ee5\u6574\u5408\u4fe1\u606f\u3001\u6df1\u5316\u7406\u89e3\u3002<\/p>\n<h3>\u6838\u5fc3\u539f\u7406&#xff1a;\u5bf9\u6297\u201cLost in the Middle\u201d\u4e0e\u601d\u7ef4\u94fe\u52a0\u901f<\/h3>\n<p>[PAUSE]\u6280\u672f\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5728\u6a21\u578b\u7684\u8f93\u5165\u5e8f\u5217\u4e2d&#xff0c;\u6216\u5728\u751f\u6210\u8fc7\u7a0b\u7684\u7279\u5b9a\u4f4d\u7f6e&#xff0c;\u63d2\u5165\u4e00\u4e2a\u7279\u6b8a\u7684\u3001\u7ecf\u8fc7\u8bad\u7ec3\u7684\u00a0[PAUSE]\u00a0\u4ee4\u724c\u3002\u8fd9\u4e2a\u4ee4\u724c\u7684\u4f5c\u7528\u4e0d\u662f\u4ea7\u51fa\u6587\u672c&#xff0c;\u800c\u662f\u6307\u793a\u6a21\u578b\u5728\u6b64\u5904\u8fdb\u884c\u989d\u5916\u7684\u5185\u90e8\u8ba1\u7b97&#xff08;\u989d\u5916\u7684\u524d\u5411\u4f20\u64ad&#xff09;&#xff0c;\u5bf9\u5df2\u8bfb\u5185\u5bb9\u8fdb\u884c\u201c\u6d88\u5316\u201d\u548c\u201c\u603b\u7ed3\u201d&#xff0c;\u7136\u540e\u518d\u7ee7\u7eed\u3002<\/p>\n<p>\u8fd9\u76f4\u63a5\u9488\u5bf9\u4e86\u4e24\u4e2a\u95ee\u9898&#xff1a;<\/p>\n<li>\n<p>\u7f13\u89e3\u201cLost in the Middle\u201d&#xff1a;\u5728\u957f\u4e0a\u4e0b\u6587\u7684\u5173\u952e\u8282\u70b9&#xff08;\u5982\u590d\u6742\u6307\u4ee4\u7684\u4e2d\u95f4\u3001\u591a\u4e2a\u8bc1\u636e\u6587\u6863\u4e4b\u540e&#xff09;\u6ce8\u5165[PAUSE]&#xff0c;\u80fd\u6709\u6548\u63d0\u5347\u6a21\u578b\u5bf9\u5168\u5c40\u4fe1\u606f\u7684\u6574\u5408\u80fd\u529b&#xff0c;\u9632\u6b62\u5173\u952e\u7ec6\u8282\u88ab\u9057\u5fd8\u3002<\/p>\n<\/li>\n<li>\n<p>\u4fc3\u8fdb\u6df1\u5ea6\u63a8\u7406&#xff1a;\u5728\u601d\u7ef4\u94fe&#xff08;Chain-of-Thought&#xff09;\u63a8\u7406&#xff08;\u6269\u5c55\u9605\u8bfb&#xff1a;\u601d\u7ef4\u94fe&#xff08;CoT&#xff09;\u7684\u6f14\u8fdb\u4e0e\u521b\u65b0&#xff1a;Few-Shot\u4e0eZero-Shot\u67b6\u6784\u8bbe\u8ba1\u6df1\u5ea6\u89e3\u6790\u3001SynAdapt&#xff1a;\u57fa\u4e8e\u8fde\u7eed\u601d\u7ef4\u94fe\u7684\u81ea\u9002\u5e94\u63a8\u7406\u6846\u67b6\u67b6\u6784\u8bbe\u8ba1\u3001Cantor&#xff1a;\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u67b6\u6784\u7684\u521b\u65b0\u8bbe\u8ba1\u4e0e\u6280\u672f\u6f14\u8fdb&#xff09;\u7684\u6bcf\u4e00\u6b65\u4e4b\u95f4\u6ce8\u5165[PAUSE]&#xff0c;\u53ef\u4ee5\u9632\u6b62\u6a21\u578b\u4e3a\u4e86\u8ffd\u6c42\u751f\u6210\u901f\u5ea6\u800c\u8fdb\u884c\u80a4\u6d45\u7684\u3001\u57fa\u4e8e\u6a21\u677f\u7684\u63a8\u7406&#xff0c;\u4fc3\u4f7f\u5176\u8fdb\u884c\u66f4\u624e\u5b9e\u7684\u9010\u6b65\u8ba1\u7b97\u3002\u7814\u7a76\u8bc1\u5b9e&#xff0c;\u8fd9\u79cd\u201c\u6162\u601d\u8003\u201d&#xff08;\u6269\u5c55\u9605\u8bfb&#xff1a;AI\u662f\u5426\u5b58\u5728\u201c\u7cfb\u7edf\u4e00\u201d\u4e0e\u201c\u7cfb\u7edf\u4e8c\u201d&#xff1f;\u2014\u2014\u4ece\u8ba4\u77e5\u79d1\u5b66\u5230\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784\u7684\u8de8\u5b66\u79d1\u89e3\u8bfb&#xff09;\u80fd\u663e\u8457\u964d\u4f4e\u63a8\u7406\u9519\u8bef\u548c\u4e8b\u5b9e\u6027\u5e7b\u89c9\u3002<\/p>\n<\/li>\n<h3>\u6848\u4f8b\u89e3\u6790<\/h3>\n<p>\u60f3\u8c61\u6a21\u578b\u9700\u8981\u5904\u7406\u4e00\u4e2a\u957f\u6307\u4ee4&#xff1a;\u201c\u603b\u7ed3\u4e0b\u9762\u8fd9\u7bc7\u5173\u4e8e\u91cf\u5b50\u7ea0\u7f20\u7684\u6587\u7ae0&#xff08;\u6587\u7ae0\u7565&#xff09;&#xff0c;\u7136\u540e\u57fa\u4e8e\u603b\u7ed3&#xff0c;\u7528\u7c7b\u6bd4\u7684\u65b9\u5f0f\u5411\u9ad8\u4e2d\u751f\u89e3\u91ca&#xff0c;\u6700\u540e\u8bc4\u8bba\u4e00\u4e0b\u5b83\u5728\u91cf\u5b50\u901a\u4fe1\u4e2d\u7684\u5e94\u7528\u524d\u666f\u3002\u201d<\/p>\n<ul>\n<li>\n<p>\u65e0[PAUSE]\u65f6&#xff1a;\u6a21\u578b\u53ef\u80fd\u4e00\u6c14\u5475\u6210&#xff0c;\u4f46\u5bb9\u6613\u51fa\u73b0\u201c\u864e\u5934\u86c7\u5c3e\u201d\u2014\u2014\u603b\u7ed3\u5c1a\u53ef&#xff0c;\u7c7b\u6bd4\u7275\u5f3a&#xff0c;\u5bf9\u5e94\u7528\u524d\u666f\u7684\u8bc4\u8bba\u5219\u5b8c\u5168\u8131\u79bb\u524d\u6587\u603b\u7ed3\u7684\u5185\u5bb9&#xff0c;\u51ed\u7a7a\u7f16\u9020\u3002<\/p>\n<\/li>\n<li>\n<p>\u6709[PAUSE]\u6ce8\u5165\u65f6&#xff1a;\u7cfb\u7edf\u53ef\u5728\u6307\u4ee4\u4e2d\u9884\u8bbe\u4f4d\u7f6e\u63d2\u5165[PAUSE]\u4ee4\u724c&#xff0c;\u5982&#xff1a; \u201c\u603b\u7ed3\u4e0b\u9762\u8fd9\u7bc7\u5173\u4e8e\u91cf\u5b50\u7ea0\u7f20\u7684\u6587\u7ae0&#xff08;\u6587\u7ae0\u7565&#xff09;[PAUSE]\u3002\u7136\u540e\u57fa\u4e8e\u603b\u7ed3&#xff0c;\u7528\u7c7b\u6bd4\u7684\u65b9\u5f0f\u5411\u9ad8\u4e2d\u751f\u89e3\u91ca[PAUSE]\u3002\u6700\u540e\u8bc4\u8bba\u4e00\u4e0b\u5b83\u5728\u91cf\u5b50\u901a\u4fe1\u4e2d\u7684\u5e94\u7528\u524d\u666f\u3002\u201d \u5728\u6bcf\u4e2a[PAUSE]\u5904&#xff0c;\u6a21\u578b\u6682\u505c\u751f\u6210&#xff0c;\u5185\u90e8\u66f4\u65b0\u5bf9\u5f53\u524d\u4efb\u52a1\u72b6\u6001\u7684\u8868\u793a\u3002\u8fd9\u786e\u4fdd\u4e86\u201c\u57fa\u4e8e\u603b\u7ed3\u201d\u7684\u89e3\u91ca\u771f\u7684\u7528\u5230\u4e86\u7b2c\u4e00\u6b65\u7684\u603b\u7ed3&#xff0c;\u800c\u6700\u7ec8\u7684\u8bc4\u8bba\u4e5f\u4e0e\u524d\u4e24\u90e8\u5206\u4fdd\u6301\u903b\u8f91\u4e00\u81f4&#xff0c;\u663e\u8457\u63d0\u5347\u4e86\u8f93\u51fa\u7684\u8fde\u8d2f\u6027\u4e0e\u4e8b\u5b9e\u4e00\u81f4\u6027\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u6280\u672f\u5b9e\u73b0\u4e0e\u67b6\u6784\u8bbe\u8ba1<\/h3>\n<p>[PAUSE]\u6ce8\u5165\u7684\u5b9e\u73b0\u6d89\u53ca\u5bf9\u73b0\u6709\u6a21\u578b\u8fdb\u884c\u8f7b\u91cf\u7ea7\u5fae\u8c03&#xff0c;\u4f7f\u5176\u5b66\u4f1a\u5982\u4f55\u6709\u6548\u5229\u7528\u8fd9\u4e2a\u7279\u6b8a\u4ee4\u724c\u3002<\/p>\n<p>import torch.nn as nn<br \/>\nfrom transformers import AutoModelForCausalLM, AutoTokenizer, Trainer, TrainingArguments<\/p>\n<p>class PauseInjectionModel(nn.Module):<br \/>\n    def __init__(self, base_model_name: str):<br \/>\n        super().__init__()<br \/>\n        self.base_model &#061; AutoModelForCausalLM.from_pretrained(base_model_name)<br \/>\n        self.base_model.resize_token_embeddings(len(self.base_model.tokenizer) &#043; 1)  # \u4e3a[PAUSE]\u589e\u52a0\u65b0\u4ee4\u724c<br \/>\n        self.pause_token_id &#061; len(self.base_model.tokenizer) &#8211; 1  # \u5047\u8bbe\u65b0\u4ee4\u724cID<br \/>\n        # \u53ef\u8bad\u7ec3\u7684\u201c\u6682\u505c\u6295\u5f71\u5c42\u201d&#xff0c;\u7528\u4e8e\u5728\u6682\u505c\u540e\u8c03\u6574\u9690\u85cf\u72b6\u6001<br \/>\n        self.pause_projection &#061; nn.Linear(self.base_model.config.hidden_size,<br \/>\n                                           self.base_model.config.hidden_size)<\/p>\n<p>    def forward_with_pause(self, input_ids, attention_mask&#061;None, pause_positions&#061;None):<br \/>\n        &#034;&#034;&#034;\u5e26\u6682\u505c\u673a\u5236\u7684\u524d\u5411\u4f20\u64ad&#034;&#034;&#034;<br \/>\n        outputs &#061; self.base_model(input_ids, attention_mask&#061;attention_mask, output_hidden_states&#061;True)<br \/>\n        hidden_states &#061; outputs.hidden_states[-1]  # \u6700\u540e\u4e00\u5c42\u9690\u85cf\u72b6\u6001<\/p>\n<p>        if pause_positions:<br \/>\n            adjusted_hidden_states &#061; hidden_states.clone()<br \/>\n            for batch_idx, positions in enumerate(pause_positions):<br \/>\n                for pos in positions:<br \/>\n                    if pos &lt; len(input_ids[batch_idx]):<br \/>\n                        # \u83b7\u53d6\u6682\u505c\u4f4d\u7f6e\u7684\u9690\u85cf\u72b6\u6001&#xff0c;\u5e76\u5e94\u7528\u6295\u5f71\u53d8\u6362&#xff08;\u6a21\u62df\u201c\u601d\u8003\u201d&#xff09;<br \/>\n                        pause_state &#061; hidden_states[batch_idx, pos]<br \/>\n                        transformed_state &#061; self.pause_projection(pause_state.unsqueeze(0))<br \/>\n                        # \u5c06\u53d8\u6362\u540e\u7684\u72b6\u6001\u5e7f\u64ad\u5230\u540e\u7eed\u4f4d\u7f6e&#xff0c;\u5f71\u54cd\u540e\u7eed\u751f\u6210<br \/>\n                        # \u8fd9\u662f\u4e00\u4e2a\u7b80\u5316\u5b9e\u73b0&#xff0c;\u66f4\u590d\u6742\u7684\u53ef\u4ee5\u8bbe\u8ba1\u8de8\u5c42\u7684\u6ce8\u610f\u529b\u66f4\u65b0<br \/>\n                        adjusted_hidden_states[batch_idx, pos&#043;1:, :] &#043;&#061; transformed_state * 0.1  # \u5c0f\u6743\u91cd\u5f71\u54cd<br \/>\n            # \u4f7f\u7528\u8c03\u6574\u540e\u7684\u9690\u85cf\u72b6\u6001\u7ee7\u7eed\u8ba1\u7b97&#xff08;\u6b64\u5904\u9700\u6839\u636e\u6a21\u578b\u67b6\u6784\u8c03\u6574&#xff0c;\u6b64\u4e3a\u6982\u5ff5\u8bf4\u660e&#xff09;<br \/>\n            # \u5b9e\u9645\u4e2d&#xff0c;\u53ef\u80fd\u9700\u8981\u81ea\u5b9a\u4e49\u751f\u6210\u5faa\u73af&#xff0c;\u5728\u6682\u505c\u70b9\u91cd\u65b0\u8ba1\u7b97\u4e0a\u4e0b\u6587\u8868\u793a<br \/>\n        return outputs<\/p>\n<p># \u5fae\u8c03\u6570\u636e\u51c6\u5907&#xff1a;\u9700\u8981\u6784\u9020\u5305\u542b[PAUSE]\u4ee4\u724c\u548c\u6700\u4f73\u63d2\u5165\u4f4d\u7f6e\u7684\u8bad\u7ec3\u6570\u636e<br \/>\n# \u4f8b\u5982&#xff0c;\u4ece\u957f\u6587\u6863QA\u6570\u636e\u96c6\u4e2d&#xff0c;\u6839\u636e\u53e5\u5b50\u8fb9\u754c\u6216\u8bed\u4e49\u8f6c\u6298\u70b9\u81ea\u52a8\/\u4eba\u5de5\u6807\u6ce8\u6682\u505c\u4f4d\u7f6e<br \/>\ndef create_pause_dataset(examples):<br \/>\n    tokenizer &#061; AutoTokenizer.from_pretrained(&#039;llama-2-7b&#039;)<br \/>\n    processed &#061; {&#039;input_ids&#039;: [], &#039;attention_mask&#039;: [], &#039;pause_positions&#039;: []}<br \/>\n    for text in examples[&#039;text&#039;]:<br \/>\n        # \u5047\u8bbe\u6211\u4eec\u6709\u4e00\u4e2a\u51fd\u6570&#096;find_optimal_pause_positions&#096;\u6765\u786e\u5b9a\u6700\u4f73\u6682\u505c\u70b9<br \/>\n        # \u8fd9\u53ef\u4ee5\u57fa\u4e8e\u8bed\u6cd5\u89e3\u6790\u6811\u7684\u6df1\u5ea6\u3001\u53e5\u5b50\u8fb9\u754c\u3001\u6216\u5b66\u4e60\u5230\u7684\u5173\u952ephrase\u68c0\u6d4b\u5668<br \/>\n        tokens &#061; tokenizer.encode(text)<br \/>\n        pause_pos &#061; find_optimal_pause_positions(tokens)  # \u8fd4\u56de\u6682\u505c\u4f4d\u7f6e\u7684\u7d22\u5f15\u5217\u8868<\/p>\n<p>        # \u5728tokens\u4e2d\u63d2\u5165[PAUSE]\u4ee4\u724cID<br \/>\n        tokens_with_pause &#061; []<br \/>\n        current_pos &#061; 0<br \/>\n        for i, tok in enumerate(tokens):<br \/>\n            tokens_with_pause.append(tok)<br \/>\n            if current_pos in pause_pos:<br \/>\n                tokens_with_pause.append(pause_token_id)<br \/>\n            current_pos &#043;&#061; 1<\/p>\n<p>        processed[&#039;input_ids&#039;].append(tokens_with_pause)<br \/>\n        processed[&#039;attention_mask&#039;].append([1]*len(tokens_with_pause))<br \/>\n        processed[&#039;pause_positions&#039;].append(pause_pos)  # \u8bb0\u5f55\u539f\u59cb\u6682\u505c\u4f4d\u7f6e&#xff0c;\u7528\u4e8e\u635f\u5931\u8ba1\u7b97<br \/>\n    return processed<\/p>\n<p># \u8bad\u7ec3\u6d41\u7a0b&#xff08;\u6982\u5ff5\u6027&#xff09;<br \/>\n# model &#061; PauseInjectionModel(&#039;llama-2-7b&#039;)<br \/>\n# dataset &#061; &#8230; # \u52a0\u8f7d\u5e76\u5e94\u7528create_pause_dataset\u5904\u7406<br \/>\n# training_args &#061; TrainingArguments(output_dir&#061;&#039;.\/pause-model&#039;, per_device_train_batch_size&#061;4)<br \/>\n# trainer &#061; Trainer(model&#061;model, args&#061;training_args, train_dataset&#061;dataset)<br \/>\n# trainer.train() <\/p>\n<h3>\u67b6\u6784\u6f14\u8fdb\u56fe&#xff1a;\u4ece\u57fa\u7840\u6a21\u578b\u5230[PAUSE]\u589e\u5f3a\u6a21\u578b<\/h3>\n<p>\u4ee5\u4e0b\u5e8f\u5217\u56fe\u5c55\u793a\u4e86[PAUSE]\u6ce8\u5165\u6280\u672f\u5982\u4f55\u6539\u53d8\u6a21\u578b\u7684\u63a8\u7406\u6d41\u7a0b&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"4270\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260202104901-6980811d66772.png\" width=\"4892\" \/><\/p>\n<h2>\u6a2a\u5411\u5bf9\u6bd4\u4e0e\u521b\u65b0\u8bbe\u8ba1\u5c55\u671b<\/h2>\n<h3>SCA\u4e0e[PAUSE]\u6280\u672f\u7684\u534f\u540c\u4e0e\u5bf9\u6bd4<\/h3>\n<table>\n<tr>\u7ef4\u5ea6SCA&#xff08;\u6700\u4f18\u91ca\u4e49&#xff09;\u7b56\u7565[PAUSE]\u6ce8\u5165\u6280\u672f<\/tr>\n<tbody>\n<tr>\n<td style=\"width:75px\">\u5e72\u9884\u5c42\u9762<\/td>\n<td style=\"width:373px\">\u8f93\u5165\u4fa7&#xff08;\u63d0\u793a\u5de5\u7a0b&#xff09;<\/td>\n<td style=\"width:241px\">\u6a21\u578b\u5185\u90e8\u5904\u7406\u8fc7\u7a0b<\/td>\n<\/tr>\n<tr>\n<td style=\"width:75px\">\u6838\u5fc3\u76ee\u6807<\/td>\n<td style=\"width:373px\">\u786e\u4fdd\u6a21\u578b\u6b63\u786e\u7406\u89e3\u95ee\u9898\u7684\u5168\u90e8\u610f\u56fe<\/td>\n<td style=\"width:241px\">\u786e\u4fdd\u6a21\u578b\u5145\u5206\u6d88\u5316\u5df2\u63a5\u6536\u7684\u4fe1\u606f<\/td>\n<\/tr>\n<tr>\n<td style=\"width:75px\">\u4e3b\u8981\u4f18\u52bf<\/td>\n<td style=\"width:373px\">\u96f6\u6837\u672c\/\u5c11\u6837\u672c\u5373\u53ef\u5e94\u7528&#xff0c;\u65e0\u9700\u4fee\u6539\u6a21\u578b&#xff0c;\u8f7b\u91cf\u7075\u6d3b\u3002<\/td>\n<td style=\"width:241px\">\u4ece\u8ba4\u77e5\u673a\u5236\u4e0a\u5f3a\u5236\u6a21\u578b\u8fdb\u884c\u6df1\u5ea6\u5904\u7406&#xff0c;\u5c24\u5176\u9002\u5408\u957f\u6587\u672c\u3001\u590d\u6742\u63a8\u7406\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"width:75px\">\u6311\u6218<\/td>\n<td style=\"width:373px\">\u91ca\u4e49\u751f\u6210\u7684\u8d28\u91cf\u548c\u8bc4\u4f30\u975e\u5e38\u5173\u952e&#xff1b;\u5bf9\u4e8b\u5b9e\u6027\u9519\u8bef\u7684\u7ea0\u6b63\u80fd\u529b\u6709\u9650\u3002<\/td>\n<td style=\"width:241px\">\u9700\u8981\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03&#xff1b;\u786e\u5b9a\u6700\u4f18\u7684\u6682\u505c\u4f4d\u7f6e\u548c\u6570\u91cf\u662f\u5f00\u653e\u6027\u95ee\u9898\u3002<\/td>\n<\/tr>\n<tr>\n<td style=\"width:75px\">\u4e92\u8865\u6027<\/td>\n<td style=\"width:373px\">\u5f3a\u3002\u53ef\u5148\u4f7f\u7528SCA\u751f\u6210\u6e05\u6670\u3001\u5b8c\u6574\u7684\u63d0\u793a&#xff0c;\u518d\u5728\u8be5\u63d0\u793a\u7684\u5173\u952e\u8282\u70b9\u6ce8\u5165[PAUSE]&#xff0c;\u5b9e\u73b0\u201c\u7406\u89e3\u201d\u4e0e\u201c\u601d\u8003\u201d\u7684\u53cc\u91cd\u4f18\u5316\u3002<\/td>\n<td style=\"width:241px\"><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u4e0e\u4f20\u7edf\u53ca\u524d\u6cbf\u6280\u672f\u7684\u878d\u5408\u6f14\u8fdb<\/h3>\n<p>SCA\u4e0e[PAUSE]\u6280\u672f\u5e76\u975e\u5b64\u5c9b&#xff0c;\u5b83\u4eec\u4ee3\u8868\u4e86\u5927\u6a21\u578b\u5e7b\u89c9\u6cbb\u7406\u4ece\u201c\u91cd\u8bad\u7ec3\u201d\u5411\u201c\u8f7b\u63a8\u7406\u201d\u6f14\u8fdb\u7684\u91cd\u8981\u8d8b\u52bf\u3002\u5b83\u4eec\u53ef\u4ee5\u4e0e\u73b0\u6709\u6280\u672f\u6808\u65e0\u7f1d\u878d\u5408&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4e0eRAG\u7ed3\u5408&#xff1a;\u5728RAG\u6d41\u7a0b\u4e2d&#xff0c;\u5bf9\u7528\u6237\u67e5\u8be2\u4f7f\u7528SCA\u4f18\u5316&#xff0c;\u63d0\u5347\u68c0\u7d22\u76f8\u5173\u6027&#xff1b;\u5728\u6a21\u578b\u9605\u8bfb\u5b8c\u68c0\u7d22\u5230\u7684\u591a\u7bc7\u6587\u6863\u540e&#xff0c;\u6ce8\u5165[PAUSE]\u4ee4\u724c&#xff0c;\u5e2e\u52a9\u5176\u6574\u5408\u8de8\u6587\u6863\u4fe1\u606f&#xff0c;\u51cf\u5c11\u77db\u76fe\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e0eSelf-Reflection&#xff08;\u81ea\u6211\u53cd\u601d&#xff09;\u7ed3\u5408&#xff1a;\u8ba9\u6a21\u578b\u751f\u6210\u521d\u6b65\u7b54\u6848\u540e&#xff0c;\u4ee5\u201c[PAUSE]\u8bf7\u68c0\u67e5\u4e0a\u8ff0\u56de\u7b54\u4e2d\u662f\u5426\u5b58\u5728\u4e8b\u5b9e\u9519\u8bef\u6216\u903b\u8f91\u77db\u76fe\u201d\u4e3a\u6307\u4ee4&#xff0c;\u89e6\u53d1\u5176\u6279\u5224\u6027\u601d\u7ef4\u94fe\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e0e\u52a8\u6001\u7cfb\u7edf\u63d0\u793a&#xff08;Dynamic System Prompt&#xff09;\u7ed3\u5408&#xff1a;\u5982\u963f\u91cc\u4e91\u901a\u4e49\u5927\u6a21\u578b\u7684\u5b9e\u8df5&#xff0c;\u6839\u636e\u7528\u6237\u95ee\u9898\u573a\u666f\u52a8\u6001\u8c03\u6574\u7cfb\u7edf\u6307\u4ee4\u3002SCA\u53ef\u4ee5\u4f5c\u4e3a\u751f\u6210\u8fd9\u4e9b\u52a8\u6001\u6307\u4ee4\u7684\u5e95\u5c42\u4f18\u5316\u5668&#xff0c;\u800c[PAUSE]\u5219\u53ef\u4ee5\u5d4c\u5165\u5230\u8fd9\u4e9b\u7cfb\u7edf\u6307\u4ee4\u4e2d&#xff0c;\u6307\u5bfc\u6a21\u578b\u5728\u7279\u5b9a\u6b65\u9aa4\u8fdb\u884c\u505c\u987f\u4e0e\u6838\u67e5\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u9762\u5411\u67b6\u6784\u5e08\u7684\u521b\u65b0\u8bbe\u8ba1\u63d0\u6848<\/h3>\n<p>\u57fa\u4e8e\u4ee5\u4e0a\u5206\u6790&#xff0c;\u6211\u63d0\u51fa\u4e00\u4e2a\u540d\u4e3a\u00a0\u201cCogAnchor\u201d&#xff08;\u8ba4\u77e5\u951a\u70b9&#xff09;\u7684\u7efc\u5408\u6027\u5e7b\u89c9\u7f13\u89e3\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"7405\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260202104908-69808124b7cff.png\" width=\"2120\" \/><\/p>\n<p>CogAnchor\u7cfb\u7edf\u5de5\u4f5c\u6d41&#xff1a;<\/p>\n<li>\n<p>\u7406\u89e3\u951a\u5b9a&#xff1a;\u6240\u6709\u7528\u6237\u67e5\u8be2\u5148\u7ecf\u8fc7SCA\u5f15\u64ce&#xff0c;\u88ab\u91cd\u8ff0\u4e3a\u6700\u6e05\u6670\u3001\u6700\u6613\u88ab\u6a21\u578b\u5168\u9762\u7406\u89e3\u7684\u7248\u672c&#xff08;Q*&#xff09;\u3002<\/p>\n<\/li>\n<li>\n<p>\u8def\u5f84\u51b3\u7b56&#xff1a;\u8f7b\u91cf\u7ea7\u5206\u7c7b\u5668\u6839\u636eQ*\u7684\u590d\u6742\u5ea6\u3001\u957f\u5ea6\u548c\u9886\u57df&#xff0c;\u51b3\u5b9a\u8d70\u201c\u5feb\u901f\u901a\u9053\u201d\u8fd8\u662f\u201c\u6df1\u5ea6\u901a\u9053\u201d\u3002<\/p>\n<\/li>\n<li>\n<p>\u601d\u8003\u951a\u5b9a&#xff1a;\u6df1\u5ea6\u901a\u9053\u4e2d&#xff0c;\u7ed3\u5408RAG\u83b7\u53d6\u5916\u90e8\u77e5\u8bc6&#xff0c;\u5e76\u7531\u201c[PAUSE]\u89c4\u5212\u5668\u201d&#xff08;\u53ef\u57fa\u4e8e\u89c4\u5219\u6216\u5b66\u4e60\u6a21\u578b&#xff09;\u5728\u8f93\u5165\u5e8f\u5217\u4e2d\u63d2\u5165[PAUSE]\u4ee4\u724c\u3002<\/p>\n<\/li>\n<li>\n<p>\u751f\u6210\u4e0e\u9a8c\u8bc1&#xff1a;\u6a21\u578b\u751f\u6210\u54cd\u5e94\u540e&#xff0c;\u901a\u8fc7\u8f7b\u91cf\u7ea7\u7684\u4e8b\u5b9e\u4e00\u81f4\u6027\u68c0\u67e5&#xff08;\u5982\u547d\u540d\u5b9e\u4f53\u9a8c\u8bc1\u3001\u4e0e\u68c0\u7d22\u7247\u6bb5\u7684\u4e00\u81f4\u6027\u8bc4\u5206&#xff09;\u8fdb\u884c\u540e\u5904\u7406\u3002\u4f4e\u7f6e\u4fe1\u5ea6\u56de\u7b54\u53ef\u89e6\u53d1\u4e8c\u6b21\u9a8c\u8bc1\u6216\u660e\u786e\u6807\u6ce8\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n<\/li>\n<h2 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