{"id":122045,"date":"2026-11-04T07:08:49","date_gmt":"2026-11-03T23:08:49","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/122045.html"},"modified":"2026-11-04T07:08:49","modified_gmt":"2026-11-03T23:08:49","slug":"%e5%bc%95%e7%94%a8%e5%ad%98%e5%9c%a8%e6%80%a7%e6%a0%a1%e9%aa%8c%e7%9a%84%e5%b7%a5%e7%a8%8b%e5%ae%9e%e7%8e%b0%ef%bc%9a%e4%b8%ba%e4%bb%80%e4%b9%88%e6%9f%a5%e9%87%8d%e9%80%9a%e8%bf%87%e4%bb%8d%e6%8c%a1","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/122045.html","title":{"rendered":"\u5f15\u7528\u5b58\u5728\u6027\u6821\u9a8c\u7684\u5de5\u7a0b\u5b9e\u73b0\uff1a\u4e3a\u4ec0\u4e48\u67e5\u91cd\u901a\u8fc7\u4ecd\u6321\u4e0d\u4f4f\u865a\u6784\u5f15\u7528"},"content":{"rendered":"<p>\u5728\u5f00\u53d1\u8005\u89c6\u89d2\u4e0b&#xff0c;&#034;\u67e5\u91cd\u901a\u8fc7&#034;\u4e0e&#034;\u5f15\u7528\u771f\u5b9e&#034;\u5c5e\u4e8e\u4e24\u7c7b\u4e0d\u540c\u7684\u6821\u9a8c\u4efb\u52a1\u3002<br \/>\n\u524d\u8005\u4e3b\u8981\u5904\u7406\u6587\u672c\u91cd\u5408\u7387&#xff0c;\u540e\u8005\u8981\u56de\u7b54\u6587\u732e\u662f\u5426\u5b58\u5728\u3001\u51fa\u5904\u662f\u5426\u5bf9\u5e94\u3001\u5f15\u6587\u5b57\u6bb5\u80fd\u5426\u88ab\u6eaf\u6e90\u3002<br \/>\n\u5b89\u5fbd\u8d22\u5927\u4e8b\u4ef6\u4e0e Nature 2026 \u865a\u6784\u5f15\u7528\u6570\u636e\u6240\u6307\u5411\u7684&#xff0c;\u6b63\u662f\u8fd9\u6761\u5de5\u7a0b\u8fb9\u754c&#xff1a;\u6587\u672c\u53ef\u4ee5\u901a\u8fc7\u76f8\u4f3c\u5ea6\u68c0\u67e5&#xff0c;\u53c2\u8003\u6587\u732e\u672c\u8eab\u5374\u53ef\u80fd\u65e0\u6cd5\u68c0\u7d22\u3002<\/p>\n<h3>1 \u6838\u5fc3\u7ed3\u8bba<\/h3>\n<p>\u67e5\u91cd\u5de5\u5177\u5904\u7406\u7684\u662f\u6587\u672c\u76f8\u4f3c\u5173\u7cfb&#xff0c;\u5f15\u7528\u5b58\u5728\u6027\u6821\u9a8c\u5904\u7406\u7684\u662f\u4e8b\u5b9e\u4e0e\u51fa\u5904\u5173\u7cfb\u3002<br \/>\n\u4e8c\u8005\u8f93\u5165\u4e0d\u540c\u3001\u5224\u65ad\u5bf9\u8c61\u4e0d\u540c&#xff0c;\u4e0d\u80fd\u7528\u524d\u8005\u66ff\u4ee3\u540e\u8005\u3002<\/p>\n<p>\u6211\u7684\u5224\u65ad\u662f&#xff0c;AI \u5b66\u672f\u5199\u4f5c\u7684\u98ce\u9669\u70b9\u4e0d\u53ea\u5728\u751f\u6210\u6bb5\u843d&#xff0c;\u4e5f\u5728\u751f\u6210\u4e00\u4e2a\u770b\u8d77\u6765\u5b8c\u6574\u3001\u5b9e\u9645\u65e0\u6cd5\u8ffd\u6eaf\u7684\u5f15\u7528\u3002<br \/>\n\u6587\u732e\u6eaf\u6e90\u9700\u8981\u5355\u72ec\u8bbe\u8ba1\u6821\u9a8c\u6d41\u7a0b\u3002<\/p>\n<h3>2 \u673a\u5236\u62c6\u89e3&#xff1a;\u4ece\u6587\u672c\u76f8\u4f3c\u5230\u51fa\u5904\u6838\u5bf9<\/h3>\n<h4>2.1 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\/>\n\u76f8\u53cd&#xff0c;\u4e00\u6bb5\u5b58\u5728\u91cd\u590d\u5185\u5bb9\u7684\u6587\u5b57&#xff0c;\u4e5f\u4e0d\u80fd\u5355\u51ed\u91cd\u590d\u7387\u786e\u8ba4\u5f15\u7528\u5b57\u6bb5\u51c6\u786e\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u5f15\u7528\u5b58\u5728\u6027\u6821\u9a8c\u9700\u8981\u72ec\u7acb\u5b58\u5728\u7684\u539f\u56e0\u3002<br \/>\n\u5b83\u4e0d\u628a&#034;\u76f8\u4f3c&#034;\u5f53\u4f5c&#034;\u771f\u5b9e&#034;&#xff0c;\u800c\u662f\u5355\u72ec\u68c0\u67e5\u4e3b\u5f20\u4e0e\u51fa\u5904\u4e4b\u95f4\u662f\u5426\u5177\u5907\u53ef\u8ffd\u6eaf\u5173\u7cfb\u3002<\/p>\n<h4>2.2 \u6821\u9a8c\u5bf9\u8c61\u5e94\u843d\u5230\u6bb5\u843d\u7ea7<\/h4>\n<p>\u6574\u7bc7\u6587\u7ae0\u53ea\u4fdd\u7559\u4e00\u4e2a\u603b\u5f15\u7528\u5217\u8868&#xff0c;\u5b9a\u4f4d\u95ee\u9898\u4f1a\u6bd4\u8f83\u56f0\u96be\u3002<br \/>\n\u6bb5\u843d\u7ea7\u6821\u9a8c\u628a\u5224\u65ad\u5355\u4f4d\u7f29\u5c0f\u5230&#xff1a;<\/p>\n<li>\u8bfb\u53d6\u4e00\u4e2a\u5305\u542b\u5f15\u6587\u5b57\u6bb5\u7684\u6bb5\u843d\u3002<\/li>\n<li>\u63d0\u53d6\u8be5\u6bb5\u843d\u5bf9\u5e94\u7684\u53c2\u8003\u6587\u732e\u5019\u9009\u9879\u3002<\/li>\n<li>\u6838\u5bf9\u5019\u9009\u9879\u662f\u5426\u5b58\u5728&#xff0c;\u4ee5\u53ca\u5b57\u6bb5\u662f\u5426\u80fd\u5bf9\u5e94\u5230\u540c\u4e00\u51fa\u5904\u3002<\/li>\n<li>\u65e0\u6cd5\u786e\u8ba4\u65f6\u4fdd\u7559\u4e0d\u786e\u5b9a\u72b6\u6001&#xff0c;\u4e0d\u628a\u5019\u9009\u9879\u5199\u6210\u5df2\u8bc1\u5b9e\u5f15\u7528\u3002<\/li>\n<p>\u8fd9\u91cc\u7684\u5173\u952e\u4e0d\u662f\u589e\u52a0\u66f4\u591a\u5f15\u7528&#xff0c;\u800c\u662f\u4fdd\u7559&#034;\u8fd9\u53e5\u8bdd\u7531\u4ec0\u4e48\u51fa\u5904\u652f\u6301&#034;\u7684\u5bf9\u5e94\u5173\u7cfb\u3002<br \/>\n\u6bb5\u843d\u7ea7\u7ed3\u679c\u4e5f\u66f4\u9002\u5408\u4eba\u5de5\u590d\u6838&#xff0c;\u56e0\u4e3a\u95ee\u9898\u80fd\u591f\u5b9a\u4f4d\u5230\u5177\u4f53\u4e3b\u5f20&#xff0c;\u800c\u4e0d\u662f\u53ea\u63d0\u793a\u6574\u7bc7\u6587\u6863\u5b58\u5728\u98ce\u9669\u3002<\/p>\n<h4>2.3 &#034;\u5b58\u5728&#034;\u4e0e&#034;\u652f\u6301&#034;\u9700\u8981\u5206\u5f00\u5224\u65ad<\/h4>\n<p>\u4e00\u7bc7\u771f\u5b9e\u5b58\u5728\u7684\u6587\u732e&#xff0c;\u4e0d\u4ee3\u8868\u5b83\u652f\u6301\u5f53\u524d\u6bb5\u843d\u7684\u5168\u90e8\u4e3b\u5f20\u3002<\/p>\n<p>\u53ef\u4ee5\u628a\u5224\u65ad\u62c6\u6210\u4e24\u4e2a\u5e03\u5c14\u6761\u4ef6&#xff1a;<\/p>\n<p>from dataclasses import dataclass<\/p>\n<p>&#064;dataclass<br \/>\nclass CitationCheck:<br \/>\n    paragraph_id: str<br \/>\n    reference: str<br \/>\n    exists: bool<br \/>\n    supports_claim: bool | None<br \/>\n    status: str<\/p>\n<p>def check_citation(paragraph_id, reference, exists, supports_claim):<br \/>\n    if not exists:<br \/>\n        status &#061; &#034;unverified&#034;<br \/>\n    elif supports_claim is False:<br \/>\n        status &#061; &#034;mismatch&#034;<br \/>\n    elif supports_claim is True:<br \/>\n        status &#061; &#034;verified&#034;<br \/>\n    else:<br \/>\n        status &#061; &#034;needs_review&#034;<\/p>\n<p>    return CitationCheck(<br \/>\n        paragraph_id&#061;paragraph_id,<br \/>\n        reference&#061;reference,<br \/>\n        exists&#061;exists,<br \/>\n        supports_claim&#061;supports_claim,<br \/>\n        status&#061;status,<br \/>\n    )<\/p>\n<p>result &#061; check_citation(<br \/>\n    paragraph_id&#061;&#034;p-01&#034;,<br \/>\n    reference&#061;&#034;candidate-reference&#034;,<br \/>\n    exists&#061;True,<br \/>\n    supports_claim&#061;None,<br \/>\n)<\/p>\n<p>print(result.status)<br \/>\n# needs_review<\/p>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u53ea\u6f14\u793a\u72b6\u6001\u5212\u5206&#xff0c;\u4e0d\u4ee3\u8868\u67d0\u4e2a\u68c0\u7d22\u670d\u52a1\u6216\u6570\u636e\u5e93\u63a5\u53e3\u3002<br \/>\n\u5de5\u7a0b\u4e0a\u81f3\u5c11\u5e94\u907f\u514d\u628a\u4e09\u79cd\u60c5\u51b5\u6df7\u5728\u4e00\u8d77&#xff1a;<\/p>\n<ul>\n<li>verified&#xff1a;\u51fa\u5904\u5b58\u5728&#xff0c;\u4e14\u5f53\u524d\u5224\u65ad\u8ba4\u4e3a\u80fd\u591f\u652f\u6301\u4e3b\u5f20\u3002<\/li>\n<li>mismatch&#xff1a;\u51fa\u5904\u5b58\u5728&#xff0c;\u4f46\u4e0e\u4e3b\u5f20\u4e0d\u5339\u914d\u3002<\/li>\n<li>unverified&#xff1a;\u51fa\u5904\u65e0\u6cd5\u786e\u8ba4&#xff0c;\u6216\u6ca1\u6709\u8db3\u591f\u4fe1\u606f\u5b8c\u6210\u6838\u5bf9\u3002<\/li>\n<\/ul>\n<p>&#034;needs_review&#034;\u4e5f\u6709\u610f\u4e49\u3002<br \/>\n\u5b83\u8868\u793a\u5f15\u7528\u5b58\u5728&#xff0c;\u4f46\u5f53\u524d\u6750\u6599\u4e0d\u8db3\u4ee5\u5224\u65ad\u662f\u5426\u652f\u6301\u4e3b\u5f20\u3002<br \/>\n\u628a\u8fd9\u79cd\u72b6\u6001\u76f4\u63a5\u6539\u5199\u6210&#034;\u5df2\u9a8c\u8bc1&#034;&#xff0c;\u4f1a\u91cd\u65b0\u5f15\u5165\u865a\u6784\u5f15\u7528\u98ce\u9669\u3002<\/p>\n<h4>2.4 \u8bda\u5b9e\u5f03\u6743\u662f\u6d41\u7a0b\u7684\u4e00\u90e8\u5206<\/h4>\n<p>\u5f15\u7528\u6821\u9a8c\u65e0\u6cd5\u786e\u8ba4\u65f6&#xff0c;\u7cfb\u7edf\u9700\u8981\u4fdd\u7559\u4e0d\u786e\u5b9a\u6027\u3002<br \/>\n\u5e38\u89c1\u7684\u9519\u8bef\u5904\u7406\u662f\u4e3a\u4e86\u8ba9\u6210\u7a3f\u770b\u8d77\u6765\u5b8c\u6574&#xff0c;\u81ea\u52a8\u8865\u9f50\u4f5c\u8005\u3001\u5e74\u4efd\u3001\u6807\u9898\u6216 DOI\u3002<br \/>\n\u8fd9\u6837\u7684\u8865\u9f50\u53ef\u80fd\u8ba9\u6587\u672c\u66f4\u50cf\u8bba\u6587&#xff0c;\u5374\u4f1a\u7834\u574f\u6587\u732e\u6eaf\u6e90\u3002<\/p>\n<p>\u66f4\u7a33\u59a5\u7684\u8f93\u51fa\u72b6\u6001\u53ef\u4ee5\u91c7\u7528\u4ee5\u4e0b\u89c4\u5219&#xff1a;<\/p>\n<ul>\n<li>\u627e\u4e0d\u5230\u5bf9\u5e94\u51fa\u5904&#xff1a;\u4fdd\u7559\u672a\u786e\u8ba4\u6807\u8bb0\u3002<\/li>\n<li>\u51fa\u5904\u5b58\u5728\u4f46\u5b57\u6bb5\u4e0d\u4e00\u81f4&#xff1a;\u6807\u8bb0\u4e3a\u9700\u8981\u590d\u6838\u3002<\/li>\n<li>\u51fa\u5904\u4e0e\u6bb5\u843d\u4e3b\u5f20\u4e0d\u5339\u914d&#xff1a;\u4e0d\u628a\u8be5\u5f15\u7528\u4f5c\u4e3a\u652f\u6301\u4f9d\u636e\u3002<\/li>\n<li>\u6821\u9a8c\u4fe1\u606f\u4e0d\u8db3&#xff1a;\u4e0d\u751f\u6210\u786e\u5b9a\u6027\u7ed3\u8bba\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u7c7b\u5f03\u6743\u4e0d\u662f\u5185\u5bb9\u7f3a\u5931&#xff0c;\u800c\u662f\u628a\u7cfb\u7edf\u4e0d\u77e5\u9053\u7684\u90e8\u5206\u660e\u786e\u7559\u51fa\u6765\u3002<br \/>\n\u7247\u6bb5\u4e2d\u6240\u63cf\u8ff0\u7684\u5de5\u7a0b\u601d\u8def&#xff0c;\u91cd\u70b9\u4e5f\u5728\u4e8e\u7528\u53ef\u9a8c\u8bc1\u673a\u5236\u62e6\u622a\u7f16\u9020&#xff0c;\u800c\u4e0d\u662f\u8ba9\u751f\u6210\u6a21\u578b\u5355\u72ec\u51b3\u5b9a\u5f15\u7528\u662f\u5426\u53ef\u4fe1\u3002<\/p>\n<h4>2.5 \u5f15\u7528\u6821\u9a8c\u7ed3\u679c\u9700\u8981\u53ef\u56de\u770b<\/h4>\n<p>\u6587\u732e\u6eaf\u6e90\u5e76\u975e\u53ea\u5728\u5199\u4f5c\u7ed3\u675f\u65f6\u8fd0\u884c\u4e00\u6b21\u3002<br 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