{"id":123585,"date":"2026-11-07T18:58:15","date_gmt":"2026-11-07T10:58:15","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/123585.html"},"modified":"2026-11-07T18:58:15","modified_gmt":"2026-11-07T10:58:15","slug":"%e5%90%8c%e6%89%b9%e9%a2%98%e9%87%8d%e5%a4%8d%e9%87%87%e6%a0%b7-%e6%96%b9%e5%b7%ae%e4%bc%b0%e8%ae%a1%e4%b8%8e%e7%bd%ae%e4%bf%a1%e5%8c%ba%e9%97%b4%e7%9a%84%e9%9b%b6%e4%be%9d%e8%b5%96%e5%ae%9e%e7%8e%b0","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/123585.html","title":{"rendered":"\u540c\u6279\u9898\u91cd\u590d\u91c7\u6837 \u65b9\u5dee\u4f30\u8ba1\u4e0e\u7f6e\u4fe1\u533a\u95f4\u7684\u96f6\u4f9d\u8d56\u5b9e\u73b0\uff082026\uff09"},"content":{"rendered":"

\/* MD \/ \u5bcc\u6587\u672c\u4e2d\u7684 .toc\uff08\u542b\u535a\u5ba2\u56ed\u642c\u5bb6\u7b49\u5d4c\u5957\u7ed3\u6784\uff09\uff1b.toc-box \u5728\u4fa7\u680f\uff0c\u4e0d\u53d7\u5f71\u54cd *\/
\n #content_views .toc,
\n \/* \u7f16\u8f91\u5668\u5e38\u5728\u76ee\u5f55\u524d\u540e\u63d2\u5165\u7a7a p\uff08:empty \u4ecd\u5360 20px\uff09\uff0c\u4e00\u5e76\u53bb\u6389\u907f\u514d\u9876\u7a7a\u9699 *\/
\n #content_views.markdown_views > p:empty:has(+ .toc),
\n #content_views.markdown_views > .toc + p:empty,
\n \/* \u5bcc\u6587\u672c\u65e7\u7248\u76ee\u5f55\u6807\u8bb0 *\/
\n #content_views.htmledit_views #main-toc,
\n #content_views.htmledit_views #hr-toc,
\n #content_views.htmledit_views p[id*=\\”-toc\\”] {
\n display: none !important;
\n }
\n \/* \u76ee\u5f55\u53bb\u6389\u540e\uff0c\u7d27\u8ddf\u7684\u9996\u4e2a\u6807\u9898\u4e0d\u518d\u591a\u51fa\u4e00\u5757\u4e0a\u8fb9\u8ddd *\/
\n #content_views.markdown_views > .toc + h1,
\n #content_views.markdown_views > .toc + h2,
\n #content_views.markdown_views > .toc + h3,
\n #content_views.markdown_views > .toc + h4,
\n #content_views.markdown_views > .toc + p:empty + h1,
\n #content_views.markdown_views > .toc + p:empty + h2,
\n #content_views.markdown_views > .toc + p:empty + h3,
\n #content_views.markdown_views > .toc + p:empty + h4 {
\n margin-top: 0 !important;
\n }<\/p>\n

\u5728 AI \u641c\u7d22\u53ef\u89c1\u5ea6\u68c0\u6d4b\u91cc，\u6700\u5e38\u89c1\u7684\u9519\u8bef\u4e0d\u662f\u7b97\u9519，\u662f\u4e0d\u7b97\u65b9\u5dee\u5c31\u76f4\u63a5\u6bd4\u5927\u5c0f\u3002<\/p>\n

"\u8fd9\u6b21\u63d0\u53ca\u7387 35%，\u4e0a\u6b21 30%，\u6da8\u4e86 5 \u4e2a\u70b9"\u2014\u2014\u8fd9\u53e5\u8bdd\u5982\u679c\u6ca1\u5e26\u7f6e\u4fe1\u533a\u95f4，\u7b49\u4e8e\u4ec0\u4e48\u90fd\u6ca1\u8bf4\u3002\u6837\u672c\u91cf 20 \u9898\u3001\u5355\u6b21\u91c7\u6837\u7684\u60c5\u51b5\u4e0b，5 \u4e2a\u70b9\u7684\u5dee\u5f02\u5927\u6982\u7387\u843d\u5728\u566a\u58f0\u91cc\u3002\u672c\u6587\u7ed9\u4e00\u5957\u96f6\u4f9d\u8d56\u7684\u5b9e\u73b0：\u7528\u4e8c\u9879\u6bd4\u4f8b\u4f30\u8ba1\u63d0\u53ca\u7387，\u7528 Wilson \u533a\u95f4\u5904\u7406\u5c0f\u6837\u672c，\u7528\u914d\u5bf9 bootstrap \u5904\u7406\u590d\u6d4b\u5dee\u503c，\u5e76\u7ed9\u51fa"\u591a\u5c11\u9898\u624d\u591f"\u7684\u6700\u5c0f\u6837\u672c\u91cf\u4f30\u7b97\u3002<\/p>\n

\u4e00\u3001\u53e3\u5f84\u5148\u884c：\u5206\u6bcd\u662f\u4ec0\u4e48<\/h3>\n

\u5148\u5b9a\u6b7b\u4e09\u4ef6\u4e8b，\u5426\u5219\u540e\u9762\u6240\u6709\u533a\u95f4\u90fd\u662f\u9519\u7684\u3002<\/p>\n

  • \u5206\u6bcd = \u9898\u6570 \u00d7 \u91c7\u6837\u6b21\u6570\u300220 \u9898\u5404\u91c7 3 \u6b21，\u5206\u6bcd\u662f 60，\u4e0d\u662f 20\u3002\u6309 20 \u7b97\u4f1a\u628a\u533a\u95f4\u538b\u7a84\u4e09\u500d，\u5f97\u51fa\u8fc7\u5ea6\u81ea\u4fe1\u7684\u7ed3\u8bba\u3002<\/li>\n
  • \u5206\u5b50 = \u63d0\u53ca\u6b21\u6570\u3002\u540c\u4e00\u6b21\u56de\u7b54\u91cc\u51fa\u73b0\u4e24\u6b21\u54c1\u724c\u540d，\u53ea\u8ba1 1 \u6b21（\u53bb\u91cd\u952e\u4e3a query_id + sample_k）\u3002<\/li>\n
  • "\u672a\u63d0\u53ca"\u5206\u4e09\u79cd：\u771f\u7684\u6ca1\u51fa\u73b0\u3001\u56de\u7b54\u88ab\u622a\u65ad\u3001\u8c03\u7528\u5931\u8d25\u3002\u540e\u4e24\u79cd\u5fc5\u987b\u4ece\u5206\u6bcd\u91cc\u5254\u9664，\u5426\u5219\u662f\u5047\u9634\u6027\u3002<\/li>\n

    \u7b2c\u4e09\u70b9\u662f\u5b9e\u9645\u9879\u76ee\u91cc\u6700\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u3002\u4e00\u6b21\u8d85\u65f6\u88ab\u8bb0\u6210"\u672a\u63d0\u53ca"，\u7b49\u4e8e\u51ed\u7a7a\u591a\u4e86\u4e00\u4e2a\u8d1f\u6837\u672c\u3002<\/p>\n

    \u4e8c\u3001\u70b9\u4f30\u8ba1：\u4e8c\u9879\u6bd4\u4f8b<\/h3>\n

    \u63d0\u53ca\u7387\u672c\u8d28\u662f\u4e00\u4e32 0\/1 \u7684\u5747\u503c\u3002\u7528 k\/n \u4f30\u8ba1\u5373\u53ef，\u4e0d\u9700\u8981\u52a0\u6743\u2014\u2014\u9664\u975e\u505a\u4e86\u5206\u5c42\u62bd\u6837（\u6bd4\u5982\u6309"\u533b\u9662\u7c7b\u95ee\u6cd5"\u548c"\u7528\u54c1\u7c7b\u95ee\u6cd5"\u5206\u5c42），\u90a3\u8981\u6309\u5c42\u6743\u91cd\u5408\u5e76\u3002<\/p>\n

    from math import sqrt<\/p>\n

    def rate(hits: int, total: int) -> float:
    \n return hits \/ total if total else 0.0<\/p>\n

    \u7b80\u5355\u5230\u4e0d\u7528\u89e3\u91ca，\u4f46\u5b83\u7684\u7f6e\u4fe1\u533a\u95f4\u4e0d\u7b80\u5355\u3002<\/p>\n

    \u4e09\u3001\u533a\u95f4\u4f30\u8ba1：\u4e3a\u4ec0\u4e48\u7528 Wilson \u800c\u4e0d\u662f\u6b63\u6001\u8fd1\u4f3c<\/h3>\n

    \u5e38\u89c1\u7684 p \u00b1 1.96*sqrt(p(1-p)\/n) \u5728 p \u63a5\u8fd1 0 \u6216 1 \u65f6\u4f1a\u5d29：\u7b97\u51fa\u7684\u4e0b\u754c\u53ef\u80fd\u662f\u8d1f\u6570，\u6216\u8005\u533a\u95f4\u5bbd\u5ea6\u4e3a 0\u3002\u800c GEO \u68c0\u6d4b\u91cc"\u63d0\u53ca\u7387 3%""\u63d0\u53ca\u7387 0"\u662f\u5e38\u6001\u2014\u2014\u7edd\u5927\u591a\u6570\u4e2d\u5c0f\u4f01\u4e1a\u5728\u7edd\u5927\u591a\u6570\u9898\u4e0a\u5c31\u662f\u4e0d\u88ab\u63d0\u53ca\u3002<\/p>\n

    Wilson \u5f97\u5206\u533a\u95f4\u5728\u5c0f\u6837\u672c\u4e0e\u6781\u7aef\u6bd4\u4f8b\u4e0b\u8868\u73b0\u7a33\u5b9a，\u4e14\u4e0d\u9700\u8981\u5916\u90e8\u5e93：<\/p>\n

    def wilson_ci(k: int, n: int, z: float = 1.96) -> tuple:
    \n """Wilson score interval, 95% by default"""
    \n if n == 0:
    \n return (0.0, 1.0)
    \n p = k \/ n
    \n denom = 1 + z * z \/ n
    \n center = (p + z * z \/ (2 * n)) \/ denom
    \n half = (z \/ denom) * sqrt(p * (1 – p) \/ n + z * z \/ (4 * n * n))
    \n return (max(0.0, center – half), min(1.0, center + half))<\/p>\n

    \u8dd1\u51e0\u4e2a\u6570\u770b\u770b\u5dee\u522b：<\/p>\n\n\u89c2\u6d4bk\/n\u6b63\u6001\u8fd1\u4f3c 95% CIWilson 95% CI<\/tr>\n\n\n\n\n\n\n
    0\/20<\/td>\n0.0%<\/td>\n(-0.0%, 0.0%)<\/td>\n(0.0%, 16.1%)<\/td>\n<\/tr>\n
    1\/20<\/td>\n5.0%<\/td>\n(-3.3%, 13.3%)<\/td>\n(0.9%, 23.6%)<\/td>\n<\/tr>\n
    3\/20<\/td>\n15.0%<\/td>\n(-0.6%, 30.6%)<\/td>\n(5.2%, 36.0%)<\/td>\n<\/tr>\n
    7\/20<\/td>\n35.0%<\/td>\n(14.1%, 55.9%)<\/td>\n(18.1%, 55.9%)<\/td>\n<\/tr>\n
    18\/20<\/td>\n90.0%<\/td>\n(76.9%, 103.1%)<\/td>\n(69.9%, 97.2%)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u7b2c\u4e00\u884c\u6700\u80fd\u8bf4\u660e\u95ee\u9898：20 \u9898\u5168\u672a\u88ab\u63d0\u53ca，\u6b63\u6001\u8fd1\u4f3c\u7ed9\u51fa"0%，\u533a\u95f4\u5bbd\u5ea6\u4e3a\u96f6"\u2014\u2014\u4e00\u4e2a\u81ea\u4fe1\u5230\u8352\u8c2c\u7684\u7ed3\u8bba\u3002Wilson \u7ed9\u7684\u662f"0% \u5230 16%"，\u8fd9\u624d\u662f\u771f\u5b9e\u7684\u8ba4\u77e5\u6c34\u5e73：\u6ca1\u89c1\u5230，\u4f46\u6837\u672c\u4e0d\u8db3\u4ee5\u65ad\u8a00\u5b83\u4e0d\u5b58\u5728\u3002<\/p>\n

    \u56db\u3001\u590d\u6d4b\u5dee\u503c：\u914d\u5bf9 bootstrap<\/h3>\n

    \u590d\u6d4b\u7684\u6b63\u786e\u6bd4\u6cd5\u662f\u914d\u5bf9：\u540c\u4e00\u9898\u3001\u540c\u4e00\u5e73\u53f0\u3001\u540c\u4e00\u53c2\u6570，\u8fd9\u6b21\u548c\u4e0a\u6b21\u5404\u662f\u4ec0\u4e48\u7ed3\u679c\u3002\u4e0d\u80fd\u62ff"\u8fd9\u6b21\u7684\u603b\u63d0\u53ca\u7387"\u51cf"\u4e0a\u6b21\u7684\u603b\u63d0\u53ca\u7387"\u2014\u2014\u4e24\u6279\u9898\u7684\u96be\u5ea6\u4e0d\u540c，\u603b\u4f53\u6bd4\u4f8b\u4f1a\u628a\u9898\u76ee\u5dee\u5f02\u6df7\u8fdb\u6548\u679c\u91cc\u3002<\/p>\n

    \u914d\u5bf9\u5dee\u503c\u7684\u6700\u5c0f\u5b9e\u73b0：<\/p>\n

    import random<\/p>\n

    def paired_diff_ci(before: list, after: list, iters: int = 5000, seed: int = 42):
    \n """
    \n before\/after: \u540c\u957f\u5ea6 0\/1 \u5217\u8868, \u6309 query_id \u5bf9\u9f50
    \n \u8fd4\u56de (\u5dee\u503c\u70b9\u4f30\u8ba1, \u4e0b\u754c, \u4e0a\u754c)
    \n """
    \n assert len(before) == len(after)
    \n n = len(before)
    \n if n == 0:
    \n return (0.0, 0.0, 0.0)<\/p>\n

    d = [a – b for a, b in zip(after, before)]
    \n point = sum(d) \/ n<\/p>\n

    rnd = random.Random(seed)
    \n boots = []
    \n for _ in range(iters):
    \n s = sum(d[rnd.randrange(n)] for _ in range(n)) \/ n
    \n boots.append(s)
    \n boots.sort()
    \n lo = boots[int(0.025 * iters)]
    \n hi = boots[int(0.975 * iters) – 1]
    \n return (round(point, 4), round(lo, 4), round(hi, 4))<\/p>\n

    \u5224\u8bfb\u89c4\u5219\u53ea\u6709\u4e00\u6761：\u533a\u95f4\u8de8\u8fc7 0，\u5c31\u4e0d\u80fd\u8bf4"\u53d8\u597d\u4e86"\u3002<\/p>\n

    \u8fd9\u4e00\u6761\u80fd\u6321\u6389\u5927\u90e8\u5206\u8bef\u62a5\u3002\u4e3e\u4e2a\u4f8b\u5b50：20 \u9898\u3001\u4e0a\u6b21 6 \u6b21\u63d0\u53ca\u3001\u8fd9\u6b21 9 \u6b21，\u70b9\u4f30\u8ba1 +15 \u4e2a\u70b9，\u770b\u7740\u5f88\u6f02\u4eae；\u914d\u5bf9 bootstrap \u51fa\u6765\u7684\u533a\u95f4\u53ef\u80fd\u662f (-2%, +32%)，\u8de8\u96f6，\u53ea\u80fd\u5199"\u65b9\u5411\u4e3a\u6b63\u3001\u672a\u8fbe\u53ef\u5224\u5b9a\u6c34\u5e73"\u3002\u7b49\u9898\u91cf\u52a0\u5230 60，\u540c\u6837\u5e45\u5ea6\u624d\u53ef\u80fd\u663e\u8457\u3002<\/p>\n

    \u4e94\u3001\u591a\u5c11\u9898\u624d\u591f：\u6700\u5c0f\u6837\u672c\u91cf\u4f30\u7b97<\/h3>\n

    \u4e0d\u7528\u516c\u5f0f\u4e5f\u80fd\u7ed9\u4e2a\u53ef\u64cd\u4f5c\u7684\u5bf9\u7167\u8868\u3002\u8bbe\u76ee\u6807\u68c0\u51fa\u5e45\u5ea6\u4e3a \u0394（\u7edd\u5bf9\u767e\u5206\u70b9），\u03b1=0.05\u3001power=0.8\u3001\u53cc\u4fa7，\u7c97\u7565\u4f30\u7b97\u6240\u9700\u72ec\u7acb\u5355\u4f4d\u6570（\u9898\u6570，\u4e0d\u662f\u8c03\u7528\u6b21\u6570）：<\/p>\n\n\u76ee\u6807 \u0394\u57fa\u7ebf\u63d0\u53ca\u7387 20%\u57fa\u7ebf 35%\u57fa\u7ebf 50%<\/tr>\n\n\n\n\n
    +30pp<\/td>\n\u7ea6 26 \u9898<\/td>\n\u7ea6 34 \u9898<\/td>\n\u7ea6 42 \u9898<\/td>\n<\/tr>\n
    +15pp<\/td>\n\u7ea6 95 \u9898<\/td>\n\u7ea6 125 \u9898<\/td>\n\u7ea6 150 \u9898<\/td>\n<\/tr>\n
    +5pp<\/td>\n\u7ea6 800 \u9898<\/td>\n\u7ea6 1000 \u9898<\/td>\n\u7ea6 1200 \u9898<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    （\u6309\u4e24\u6bd4\u4f8b\u68c0\u9a8c\u8fd1\u4f3c\u8ba1\u7b97，\u672a\u505a\u8fde\u7eed\u6027\u6821\u6b63；\u4ec5\u4f9b\u6392\u671f\u53c2\u8003\u3002）<\/p>\n

    \u8fd9\u5f20\u8868\u7684\u73b0\u5b9e\u542b\u4e49：20 \u9898\u80fd\u770b\u51fa"\u6709\u6ca1\u6709"\u548c"\u5927\u6982\u65b9\u5411"，\u770b\u4e0d\u51fa"\u6da8\u4e86 5 \u4e2a\u70b9"\u3002\u8c01\u62ff 20 \u9898\u7684\u68c0\u6d4b\u7ed3\u679c\u8bf4"\u672c\u6708\u63d0\u5347\u4e86 5%"，\u8fd9\u4e2a\u7ed3\u8bba\u5728\u7edf\u8ba1\u4e0a\u4e0d\u6210\u7acb\u3002<\/p>\n

    \u4e5f\u6b63\u56e0\u4e3a\u5982\u6b64，\u628a\u6548\u679c\u627f\u8bfa\u5199\u8fdb\u5408\u540c\u3001\u6309"\u63d0\u5347 N \u4e2a\u767e\u5206\u70b9"\u9a8c\u6536，\u5728\u5de5\u7a0b\u4e0a\u662f\u6709\u524d\u63d0\u7684：\u9898\u91cf\u5fc5\u987b\u591f\u3002\u9898\u91cf\u4e0d\u591f\u800c\u627f\u8bfa\u5e45\u5ea6\u7684，\u53ea\u80fd\u9760\u6311\u9898\u3001\u6311\u5e73\u53f0\u3001\u6311\u91c7\u6837\u6b21\u6570\u6765\u51d1\u6570\u3002<\/p>\n

    \u516d\u3001\u4e24\u4e2a\u5751<\/h3>\n

    \u5751\u4e00：\u91cd\u590d\u8ba1\u6570\u628a\u5206\u6bcd\u6491\u5927\u4e86\u3002<\/p>\n

    \u65e9\u671f\u53bb\u91cd\u952e\u53ea\u7528\u4e86 query_id，\u6ca1\u5e26 sample_k\u3002\u7ed3\u679c\u662f\u540c\u4e00\u9898\u7684 3 \u6b21\u91c7\u6837\u88ab\u5408\u5e76\u6210 1 \u6761\u8bb0\u5f55，\u4f46\u5206\u6bcd\u6309 3 \u500d\u7b97，\u63d0\u53ca\u7387\u76f4\u63a5\u88ab\u538b\u5230\u4e09\u5206\u4e4b\u4e00\u3002\u8868\u4e0a\u770b\u662f"\u4f18\u5316\u5931\u6548"，\u5b9e\u9645\u662f\u952e\u5199\u9519\u4e86\u3002<\/p>\n

    \u4fee\u6cd5：\u53bb\u91cd\u952e\u7edf\u4e00\u4e3a (query_id, sample_k, platform)，\u5165\u5e93\u65f6\u52a0\u552f\u4e00\u7d22\u5f15；\u7edf\u8ba1\u524d\u5148\u8dd1\u4e00\u904d count(distinct key) == \u9884\u671f\u603b\u6570 \u7684\u65ad\u8a00，\u4e0d\u7b49\u5c31\u4e2d\u6b62\u3002<\/p>\n

    \u5751\u4e8c：\u5e76\u53d1\u5199\u5165\u5bfc\u81f4\u6837\u672c\u4e71\u5e8f\u3001\u914d\u5bf9\u9519\u4f4d\u3002<\/p>\n

    \u590d\u6d4b\u6570\u636e\u7528 3 \u5e76\u53d1\u5199\u5e93，\u5199\u5165\u5b8c\u6210\u987a\u5e8f\u4e0e sample_k \u4e0d\u4e00\u81f4\u3002\u914d\u5bf9\u811a\u672c\u6309\u884c\u53f7\u5bf9\u9f50，\u7ed3\u679c\u628a A \u9898\u7684"\u8fd9\u6b21"\u914d\u5230\u4e86 B \u9898\u7684"\u4e0a\u6b21"\u4e0a，\u5dee\u503c\u5168\u662f\u566a\u97f3\u3002<\/p>\n

    \u4fee\u6cd5\u4e24\u6761：\u4e00\u662f\u914d\u5bf9\u524d\u5f3a\u5236 order by query_id, sample_k；\u4e8c\u662f\u52a0\u6821\u9a8c\u2014\u2014\u4e24\u4fa7\u7684 query_id \u96c6\u5408\u5fc5\u987b\u5b8c\u5168\u76f8\u540c，\u591a\u4e00\u6761\u5c11\u4e00\u6761\u76f4\u63a5\u629b\u5f02\u5e38，\u4e0d\u8bb8\u9759\u9ed8\u5bf9\u9f50\u3002<\/p>\n

    \u4e03\u3001\u8fd9\u5957\u65b9\u6cd5\u6d4b\u4e0d\u51fa\u4ec0\u4e48<\/h3>\n
      \n
    • \u6d4b\u4e0d\u51fa\u56e0\u679c\u3002 \u5dee\u503c\u663e\u8457\u53ea\u8bf4\u660e"\u8fd9\u6b21\u548c\u4e0a\u6b21\u4e0d\u4e00\u6837"，\u4e0d\u80fd\u8bc1\u660e\u662f\u67d0\u9879\u4f18\u5316\u5bfc\u81f4\u7684\u3002\u8981\u5f52\u56e0\u5f97\u505a\u5bf9\u7167（\u540c\u57ce\u672a\u4f18\u5316\u7684\u5bf9\u7167\u7ec4），\u6210\u672c\u9ad8\u5f97\u591a\u3002<\/li>\n
    • \u6d4b\u4e0d\u51fa\u7edd\u5bf9\u6c34\u5e73\u3002 \u63d0\u53ca\u7387\u4f9d\u8d56\u9898\u76ee\u6c60，\u6362\u4e00\u6279\u9898\u5c31\u4e0d\u80fd\u8de8\u6279\u6bd4\u8f83\u3002<\/li>\n
    • \u6d4b\u4e0d\u51fa\u957f\u5c3e\u3002 \u533a\u95f4\u5bbd\u5ea6\u7531 n \u51b3\u5b9a，\u957f\u5c3e\u95ee\u6cd5\u9898\u91cf\u5c11，\u7ed3\u8bba\u5929\u7136\u66f4\u5f31\u3002<\/li>\n
    • \u6d4b\u4e0d\u51fa\u771f\u5b9e\u7528\u6237\u5206\u5e03\u3002 \u91c7\u6837\u662f\u7b49\u6743\u91cd\u7684，\u771f\u5b9e\u7528\u6237\u7684\u95ee\u6cd5\u5206\u5e03\u5e76\u4e0d\u7b49\u6743\u3002\u8981\u8d34\u8fd1\u771f\u5b9e，\u5f97\u6309\u641c\u7d22\u91cf\u52a0\u6743，\u800c\u591a\u6570\u4f01\u4e1a\u62ff\u4e0d\u5230\u8fd9\u4e2a\u6743\u91cd\u3002<\/li>\n<\/ul>\n

      \u7ed3\u8bba\u4e00\u53e5\u8bdd：\u5148\u7b97\u533a\u95f4，\u518d\u8c08\u5dee\u503c；\u533a\u95f4\u8de8\u96f6，\u5c31\u4e0d\u8981\u5199"\u63d0\u5347"\u3002\u8fd9\u4e00\u6761\u4e0d\u89e3\u51b3"\u6392\u540d\u80fd\u4e0d\u80fd\u4fdd\u8bc1"\u7684\u95ee\u9898，\u4f46\u5b83\u80fd\u8ba9\u62a5\u544a\u91cc\u7684\u6bcf\u4e2a\u6570\u5b57\u90fd\u7ad9\u5f97\u4f4f\u3002<\/p>\n

      \u4f60\u4eec\u5728\u505a\u590d\u6d4b\u6bd4\u5bf9\u65f6，\u662f\u6309\u603b\u4f53\u6bd4\u4f8b\u51cf，\u8fd8\u662f\u6309\u9898\u914d\u5bf9？\u8bc4\u8bba\u533a\u804a\u804a\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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