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\u6309\u300c\u6587\u6863\u7c7b\u578b &#043; \u4e1a\u52a1\u6761\u7ebf &#043; \u751f\u6548\u65e5\u671f\u300d\u5efa\u4e09\u5143\u7ec4\u7d22\u5f15<br \/>\n2. \u540c\u4e00\u903b\u8f91\u6587\u6863\u4fdd\u7559 max(\u751f\u6548\u65e5\u671f)&#xff0c;\u5176\u4f59\u7f6e\u4e3a superseded<br \/>\n3. superseded \u6587\u6863\u4e0d\u5220\u9664&#xff0c;\u68c0\u7d22\u65f6\u964d\u6743\u6216\u76f4\u63a5\u5c4f\u853d<br \/>\n4. \u6587\u6863\u5934\u90e8\u5f3a\u5236\u5199\u5165&#xff1a;\u751f\u6548\u65e5\u671f \/ \u9002\u7528\u8303\u56f4 \/ \u5f52\u53e3\u90e8\u95e8<\/p>\n<h3>\u4e8c\u3001\u56db\u9636\u6bb5\u4e0e\u4ea4\u4ed8\u7269<\/h3>\n<table>\n<tr>\u9636\u6bb5\u5468\u671f\u5173\u952e\u52a8\u4f5c\u4ea4\u4ed8\u7269\u9a8c\u6536\u4fe1\u53f7<\/tr>\n<tbody>\n<tr>\n<td>\u6df1\u5ea6\u8c03\u7814<\/td>\n<td>1\u20132 \u5468<\/td>\n<td>\u6587\u6863\u8d44\u4ea7\u76d8\u70b9\u3001\u9ad8\u9891\u573a\u666f\u68b3\u7406\u3001\u6743\u9650\u7ed3\u6784\u6478\u5e95<\/td>\n<td>\u573a\u666f\u6e05\u5355\u3001\u6587\u6863\u8d44\u4ea7\u6e05\u5355\u3001\u6743\u9650\u6620\u5c04\u8868<\/td>\n<td>\u573a\u666f\u6e05\u5355\u7ecf\u4e1a\u52a1\u90e8\u95e8\u786e\u8ba4<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u6574\u7406<\/td>\n<td>2\u20133 \u5468<\/td>\n<td>\u7ed3\u6784\u5316\u3001\u53bb\u91cd\u3001\u5931\u6548\u7248\u672c\u6807\u8bb0<\/td>\n<td>\u7ed3\u6784\u5316\u8bed\u6599\u5e93\u3001\u5931\u6548\u7248\u672c\u6e05\u5355<\/td>\n<td>\u62bd\u68c0 50 \u4efd\u6587\u6863\u89e3\u6790\u6b63\u786e<\/td>\n<\/tr>\n<tr>\n<td>\u642d\u5efa\u8c03\u4f18<\/td>\n<td>3\u20135 \u5468<\/td>\n<td>\u90e8\u7f72\u884c\u4e1a\u5e93\u4e0e\u4f01\u4e1a\u5e93\u3001\u771f\u5b9e\u95ee\u7b54\u8c03\u4f18<\/td>\n<td>\u95ee\u7b54\u6d4b\u8bd5\u96c6\u3001\u8c03\u4f18\u8bb0\u5f55<\/td>\n<td>\u6d4b\u8bd5\u96c6\u547d\u4e2d\u7387\u8fbe\u6807<\/td>\n<\/tr>\n<tr>\n<td>\u57f9\u8bad\u966a\u8dd1<\/td>\n<td>5\u20138 \u5468<\/td>\n<td>\u4e00\u7ebf\u4e0a\u624b\u3001badcase \u56de\u6536\u8fed\u4ee3<\/td>\n<td>badcase \u53f0\u8d26\u3001\u8fed\u4ee3\u8bb0\u5f55<\/td>\n<td>\u5468\u6d3b\u8dc3\u67e5\u8be2\u91cf\u7a33\u5b9a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5b8c\u6574\u65b9\u6848\u7ea6 2\u20133 \u4e2a\u6708\u3002\u6ce8\u610f\u9996\u4e2a\u573a\u666f\u7ea6 30 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div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-Al9HOnz9q95IUBKm .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-Al9HOnz9q95IUBKm rect.text{fill:none;stroke-width:0;}#mermaid-svg-Al9HOnz9q95IUBKm .icon-shape,#mermaid-svg-Al9HOnz9q95IUBKm .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-Al9HOnz9q95IUBKm .icon-shape p,#mermaid-svg-Al9HOnz9q95IUBKm .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-Al9HOnz9q95IUBKm .icon-shape .label rect,#mermaid-svg-Al9HOnz9q95IUBKm .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-Al9HOnz9q95IUBKm 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class=\"nodeLabel\"><\/p>\n<p>\u610f\u56fe\u8def\u7531\u89c4\u8303\u67e5\u8be2 \/ \u5236\u5ea6\u95ee\u7b54 \/ \u67e5\u4ef7 \/ \u5408\u540c\u6761\u6b3e<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>ACL \u8fc7\u6ee4user.org \u00b7 user.projects \u00b7 doc.classification<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6df7\u5408\u53ec\u56de\u5411\u91cf &#043; \u6807\u51c6\u53f7 \/ \u5173\u952e\u8bcd<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u91cd\u6392\u7248\u672c\u6709\u6548\u6027 &gt; \u6548\u529b\u5c42\u7ea7 &gt; \u8bed\u4e49\u76f8\u4f3c\u5ea6<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u751f\u6210\u6ce8\u5165\u6765\u6e90\u7247\u6bb5&#xff0c;\u8f93\u51fa\u5f15\u7528\u6807\u8bb0<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6709\u5408\u89c4\u6765\u6e90&#xff1f;<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8fd4\u56de\u7b54\u6848 &#043; doc_id \/ \u6761\u6b3e\u4f4d\u7f6e<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u515c\u5e95&#xff1a;\u8bf7\u4eba\u5de5\u6838\u5b9e<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8fc7\u6ee4\u5728\u68c0\u7d22\u524d&#xff1a;\u65e0\u6743\u9650\u6587\u6863\u4e0d\u8fdb\u5165\u53ec\u56de\u5019\u9009\u96c6<\/p>\n<p><\/span><\/p>\n<p>\u5173\u952e\u70b9&#xff1a;\u8fc7\u6ee4\u5728\u68c0\u7d22\u524d\u3002ACL \u5728\u53ec\u56de\u4e4b\u524d\u5c31\u628a\u65e0\u6743\u9650\u6587\u6863\u6392\u9664\u5728\u5019\u9009\u96c6\u4e4b\u5916&#xff0c;\u800c\u4e0d\u662f\u751f\u6210\u540e\u518d\u6253\u7801\u2014\u2014\u540e\u8005\u6a21\u578b\u5df2\u7ecf\u300c\u770b\u8fc7\u300d\u4e86\u5185\u5bb9\u3002<\/p>\n<p>\u53f3\u4e0b\u89d2\u8bf4\u660e&#xff1a;\u793a\u610f\u56fe&#xff0c;\u975e\u5382\u5546\u5b9e\u73b0\u3002<br \/>\nACL \u8fc7\u6ee4\u7684\u4f2a\u4ee3\u7801&#xff0c;\u53ef\u4f5c\u4e3a\u5bf9\u63a5\u63a5\u53e3\u65f6\u7684\u68c0\u67e5\u70b9&#xff1a;<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">retrieve<\/span><span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">,<\/span> user<span class=\"token punctuation\">,<\/span> top_k<span class=\"token operator\">&#061;<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    scope <span class=\"token operator\">&#061;<\/span> acl_scope<span class=\"token punctuation\">(<\/span>user<span class=\"token punctuation\">)<\/span>          <span class=\"token comment\"># \u7ec4\u7ec7 &#043; \u53c2\u5efa\u9879\u76ee &#043; \u6587\u6863\u5bc6\u7ea7<\/span><br \/>\n    hits <span class=\"token operator\">&#061;<\/span> hybrid_search<span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">,<\/span> scope<span class=\"token punctuation\">)<\/span><br \/>\n    hits <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>h <span class=\"token keyword\">for<\/span> h <span class=\"token keyword\">in<\/span> hits <span class=\"token keyword\">if<\/span> h<span class=\"token punctuation\">.<\/span>version_active <span class=\"token keyword\">and<\/span> h<span class=\"token punctuation\">.<\/span>in_scope<span class=\"token punctuation\">(<\/span>scope<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> rerank<span class=\"token punctuation\">(<\/span>hits<span class=\"token punctuation\">,<\/span><br \/>\n                  key<span class=\"token operator\">&#061;<\/span><span class=\"token keyword\">lambda<\/span> h<span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">(<\/span>h<span class=\"token punctuation\">.<\/span>version_active<span class=\"token punctuation\">,<\/span> h<span class=\"token punctuation\">.<\/span>effect_level<span class=\"token punctuation\">,<\/span> h<span class=\"token punctuation\">.<\/span>score<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span>top_k<span class=\"token punctuation\">]<\/span><\/p>\n<h3>\u56db\u3001\u51fa\u5904\u5f15\u7528\u4e0e\u62d2\u7b54&#xff1a;\u4e24\u4e2a\u5de5\u7a0b\u7ea6\u675f<\/h3>\n<p>\u51fa\u5904\u5f3a\u5236\u7ed1\u5b9a\u3002 \u751f\u6210\u7ed3\u679c\u8981\u643a\u5e26 doc_id \u4e0e\u6761\u6b3e\u4f4d\u7f6e&#xff0c;\u524d\u7aef\u53ef\u70b9\u51fb\u56de\u6eaf\u3002\u4e0d\u662f\u300c\u53c2\u8003\u6587\u732e\u300d\u5f0f\u7684\u8f6f\u5f15\u7528&#xff0c;\u662f\u7ed3\u6784\u5316\u7684\u5b57\u6bb5\u3002<\/p>\n<p>\u65e0\u4f9d\u636e\u5373\u62d2\u7b54\u3002 \u6821\u9a8c\u5c42\u5224\u65ad\u53ef\u7528\u7247\u6bb5\u4e3a\u7a7a\u6216\u5206\u6570\u4f4e\u4e8e\u9608\u503c\u5373\u964d\u7ea7&#xff1a;<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">answer<\/span><span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">,<\/span> hits<span class=\"token punctuation\">,<\/span> tau<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    valid <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>h <span class=\"token keyword\">for<\/span> h <span class=\"token keyword\">in<\/span> hits <span class=\"token keyword\">if<\/span> h<span class=\"token punctuation\">.<\/span>has_source <span class=\"token keyword\">and<\/span> h<span class=\"token punctuation\">.<\/span>version_active<span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> valid <span class=\"token keyword\">or<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span>h<span class=\"token punctuation\">.<\/span>score <span class=\"token keyword\">for<\/span> h <span class=\"token keyword\">in<\/span> valid<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;<\/span> tau<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;answer&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u77e5\u8bc6\u5e93\u672a\u6536\u5f55&#xff0c;\u8bf7\u4eba\u5de5\u6838\u5b9e&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;sources&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;answer&#034;<\/span><span class=\"token punctuation\">:<\/span> generate<span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">,<\/span> valid<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;sources&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span>h<span class=\"token punctuation\">.<\/span>doc_id <span class=\"token keyword\">for<\/span> h <span class=\"token keyword\">in<\/span> valid<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p>\u9608\u503c \u03c4 \u7528\u4e1a\u52a1\u65b9\u6311\u51fa\u7684 30\u201350 \u6761\u300c\u8d85\u8303\u56f4\u95ee\u9898\u300d\u505a\u8d1f\u6837\u672c\u6807\u5b9a&#xff0c;\u5b81\u53ef\u591a\u62d2&#xff0c;\u4e0d\u8981\u591a\u7f16\u2014\u2014\u5de5\u7a0b\u573a\u666f\u4e0b&#xff0c;\u4e00\u6b21\u7f16\u9020\u7684\u6210\u672c\u8fdc\u9ad8\u4e8e\u4e00\u6b21\u62d2\u7b54\u3002<\/p>\n<h3>\u4e94\u3001\u6570\u636e\u5b89\u5168\u56db\u6761&#xff08;\u5199\u8fdb\u5408\u540c&#xff09;<\/h3>\n<ul>\n<li>\u6570\u636e\u5b58\u653e\u5728\u4f01\u4e1a\u81ea\u5df1\u7684\u7a7a\u95f4&#xff0c;\u4e0d\u7ecf\u7b2c\u4e09\u65b9\u670d\u52a1\u5668\u4e2d\u8f6c&#xff1b;<\/li>\n<li>AI \u5904\u7406\u4e0d\u7559\u5b58\u539f\u59cb\u4e1a\u52a1\u6570\u636e&#xff0c;\u67e5\u8be2\u7ed3\u675f\u5373\u91ca\u653e&#xff1b;<\/li>\n<li>\u5177\u5907\u6b63\u5f0f\u4fdd\u5bc6\u534f\u8bae\u3001\u6743\u9650\u5206\u7ea7\u3001\u64cd\u4f5c\u65e5\u5fd7&#xff1b;<\/li>\n<li>\u5e95\u5c42\u4f7f\u7528\u56fd\u4ea7\u5927\u6a21\u578b&#xff0c;\u6570\u636e\u4e0d\u51fa\u5883\u3002<\/li>\n<\/ul>\n<h3>\u516d\u3001\u9a8c\u6536\u6e05\u5355<\/h3>\n<table>\n<tr>#\u9879\u76ee\u901a\u8fc7\u6807\u51c6<\/tr>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>\u884c\u4e1a\u5e93\u53ef\u7528\u6027<\/td>\n<td>\u4e03\u5927\u677f\u5757\u5f00\u901a\u5f53\u5929\u53ef\u68c0\u7d22<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u5931\u6548\u7248\u672c\u6cbb\u7406<\/td>\n<td>superseded \u6587\u6863\u88ab\u964d\u6743\u6216\u5c4f\u853d<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u51fa\u5904\u53ef\u56de\u6eaf<\/td>\n<td>\u6bcf\u6761\u56de\u7b54\u5e26 doc_id \u4e0e\u6761\u6b3e\u4f4d\u7f6e<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>\u62d2\u7b54\u80fd\u529b<\/td>\n<td>30 \u6761\u8d85\u8303\u56f4\u95ee\u9898\u5747\u8fd4\u56de\u6838\u5b9e\u63d0\u793a<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>\u6743\u9650\u7ee7\u627f<\/td>\n<td>\u65e0\u6743\u9650\u6587\u6863\u5728 ACL \u5c42\u5373\u88ab\u8fc7\u6ee4<\/td>\n<\/tr>\n<tr>\n<td>6<\/td>\n<td>\u6743\u9650\u65f6\u6548<\/td>\n<td>\u8c03\u5c97\u540e\u68c0\u7d22\u8303\u56f4\u5f53\u65e5\u6536\u7f29<\/td>\n<\/tr>\n<tr>\n<td>7<\/td>\n<td>\u65e5\u5fd7\u4e0e\u7559\u5b58<\/td>\n<td>\u6709\u67e5\u8be2\/\u8bbf\u95ee\u65e5\u5fd7&#xff0c;\u6709\u4e0d\u7559\u5b58\u7684\u673a\u5236\u8bf4\u660e<\/td>\n<\/tr>\n<tr>\n<td>8<\/td>\n<td>\u9996\u4e2a\u573a\u666f\u91cc\u7a0b\u7891<\/td>\n<td>30 \u5929\u5185\u5355\u573a\u666f\u95ed\u73af\u53ef\u6f14\u793a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u4e03\u3001\u7ed3\u8bba\u4e0e\u5b9e\u6d4b\u53c2\u8003<\/h3>\n<p>\u65bd\u5de5\u884c\u4e1a\u77e5\u8bc6\u5e93\u7684\u6280\u672f\u91cd\u70b9\u4e0d\u662f\u6a21\u578b&#xff0c;\u800c\u662f\u4e09\u4ef6\u4e8b&#xff1a;\u8bed\u6599\u5206\u5c42\u7684\u7ef4\u62a4\u8d23\u4efb\u3001\u6743\u9650\u5728\u68c0\u7d22\u5c42\u7684\u524d\u7f6e\u8fc7\u6ee4\u3001\u56de\u7b54\u7684\u51fa\u5904\u4e0e\u62d2\u7b54\u80fd\u529b\u3002<\/p>\n<p>\u5b9e\u6d4b\u53c2\u8003&#xff1a;\u6e56\u5357\u4e00\u5bb6 30 \u5e74\u5386\u53f2\u7684\u7efc\u5408\u6027\u65bd\u5de5\u4f01\u4e1a&#xff08;\u623f\u5efa\/\u5e02\u653f\/\u6d77\u5916\u4e1a\u52a1&#xff09;\u5728\u884c\u4e1a\u5e93\u5168\u573a\u666f\u6cd5\u89c4\u5165\u5e93\u3001\u4f01\u4e1a\u5e93\u6587\u6863\u5168\u9762\u5165\u5e93\u540e&#xff0c;\u67e5\u89c4\u8303\u4ece 30 \u5206\u949f\u7f29\u77ed\u5230 10 \u79d2&#xff0c;\u5468\u62a5\u751f\u6210\u4ece 2 \u5c0f\u65f6\u538b\u7f29\u5230 10 \u5206\u949f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u65bd\u5de5\u884c\u4e1a\u7684\u77e5\u8bc6\u5e93\u9879\u76ee&#xff0c;\u5931\u8d25\u7387\u4e0d\u4f4e\u3002\u590d\u76d8\u4e0b\u6765\u6280\u672f\u9009\u578b\u901a\u5e38\u4e0d\u662f\u4e3b\u56e0\u2014\u2014\u8bed\u6599\u6cbb\u7406\u548c\u6743\u9650\u8bbe\u8ba1\u624d\u662f\u3002\u8fd9\u7bc7\u6587\u7ae0\u6309\u5b9e\u65bd\u987a\u5e8f\u8bb0\u5f55\u53ef\u590d\u7528\u7684\u505a\u6cd5&#xff1a;\u8bed\u6599\u600e\u4e48\u5206\u5c42\u3001\u56db\u9636\u6bb5\u5404\u81ea\u7684\u4ea4\u4ed8\u7269\u3001\u6743\u9650\u5982\u4f55\u524d\u7f6e&#xff0c;\u4ee5\u53ca\u600e\u4e48\u7528\u6700\u5c0f\u573a\u666f\u5728 30 \u5929\u5185\u62ff\u5230\u53ef\u9a8c\u8bc1\u7ed3\u679c\u3002<br \/>\n\u4e00\u3001\u8bed\u6599\u5206\u5c42&#xff1a;\u5148\u5206\u7c7b&#xff0c;\u518d\u51b3\u5b9a\u8c01\u7ef4\u62a4<br 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