{"id":26420,"date":"2025-02-22T19:01:07","date_gmt":"2025-02-22T11:01:07","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=26420"},"modified":"2025-02-22T19:01:07","modified_gmt":"2025-02-22T11:01:07","slug":"rig","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/rig\/","title":{"rendered":"RIG\uff08\u68c0\u7d22\u4ea4\u9519\u751f\u6210\uff09\uff1a\u8fb9\u67e5\u8fb9\u5199\u7684\u68c0\u7d22\u7b56\u7565\uff0c\u9002\u5408\u67e5\u8be2\u5b9e\u65f6\u6570\u636e"},"content":{"rendered":"<h3>\u6280\u672f\u6838\u5fc3\uff1aRetrieval Interleaved Generation (RIG)<\/h3>\n<ul>\n<li><strong>\u4ec0\u4e48\u662f RIG\uff1f<\/strong><br \/>\nRIG \u662f\u4e00\u79cd\u521b\u65b0\u7684\u751f\u6210\u65b9\u6cd5\uff0c\u65e8\u5728\u89e3\u51b3\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5904\u7406\u7edf\u8ba1\u6570\u636e\u65f6\u7684\u201c\u5e7b\u89c9\u201d\uff08hallucination\uff09\u95ee\u9898\u3002\u4f20\u7edf\u6a21\u578b\u53ef\u80fd\u4f1a\u51ed\u7a7a\u751f\u6210\u4e0d\u51c6\u786e\u7684\u6570\u5b57\u6216\u4e8b\u5b9e\uff0c\u800c RIG \u901a\u8fc7\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u63d2\u5165\u5bf9\u5916\u90e8\u6570\u636e\u6e90\u7684\u67e5\u8be2\u6765\u786e\u4fdd\u6570\u636e\u7684\u771f\u5b9e\u6027\u3002<\/li>\n<li><strong>\u5de5\u4f5c\u539f\u7406<\/strong>\u00a0\uff1a\n<ul>\n<li>\u5f53\u6a21\u578b\u63a5\u6536\u5230\u4e00\u4e2a\u9700\u8981\u7edf\u8ba1\u6570\u636e\u7684\u63d0\u95ee\u65f6\uff0c\u5b83\u4f1a\u5728\u751f\u6210\u56de\u7b54\u7684\u8fc7\u7a0b\u4e2d\u52a8\u6001\u8c03\u7528 Data Commons\uff08\u4e00\u4e2a\u7531 Google \u652f\u6301\u7684\u516c\u5171\u6570\u636e\u77e5\u8bc6\u5e93\uff09\u3002<\/li>\n<li>\u67e5\u8be2\u7ed3\u679c\u4f1a\u4ee5\u81ea\u7136\u8bed\u8a00\u5f62\u5f0f\u5d4c\u5165\u5230\u8f93\u51fa\u4e2d\uff0c\u4f8b\u5982\uff1a<strong>[DC(&#8220;What is the population of France?&#8221;) &#8211;&gt; &#8220;67 million&#8221;]<\/strong>\u3002<\/li>\n<li>\u8fd9\u79cd\u201c\u68c0\u7d22\u4e0e\u751f\u6210\u4ea4\u9519\u201d\u7684\u65b9\u5f0f\u8ba9\u6a21\u578b\u65e2\u80fd\u4fdd\u6301\u6d41\u7545\u7684\u8bed\u8a00\u8868\u8fbe\uff0c\u53c8\u80fd\u63d0\u4f9b\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u7edf\u8ba1\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>\u6a21\u578b\u7ec6\u8282<\/h4>\n<ul>\n<li><strong>\u57fa\u7840\u6a21\u578b<\/strong>\u00a0\uff1aGemma 2\uff0827B \u53c2\u6570\u7248\u672c\uff09\uff0c\u8fd9\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u5f00\u6e90\u8bed\u8a00\u6a21\u578b\uff0c\u8bbe\u8ba1\u7528\u4e8e\u7814\u7a76\u548c\u5b9e\u9a8c\u3002<\/li>\n<li><strong>\u5fae\u8c03\u76ee\u6807<\/strong>\u00a0\uff1a\u901a\u8fc7\u4e13\u95e8\u7684\u8bad\u7ec3\uff0c\u4f7f\u5176\u80fd\u591f\u8bc6\u522b\u4f55\u65f6\u9700\u8981\u67e5\u8be2 Data Commons\uff0c\u5e76\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u65e0\u7f1d\u6574\u5408\u8fd9\u4e9b\u6570\u636e\u3002<\/li>\n<li><strong>\u8f93\u5165\u4e0e\u8f93\u51fa<\/strong>\u00a0\uff1a\n<ul>\n<li>\u8f93\u5165\uff1a\u4efb\u610f\u6587\u672c\u63d0\u793a\uff08\u5982\u95ee\u9898\u6216\u8bed\u53e5\uff09\u3002<\/li>\n<li>\u8f93\u51fa\uff1a\u82f1\u6587\u6587\u672c\uff0c\u53ef\u80fd\u5305\u542b\u5d4c\u5165\u7684 Data Commons \u67e5\u8be2\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8bed\u8a00<\/strong>\u00a0\uff1a\u4e3b\u8981\u652f\u6301\u82f1\u6587\uff08\u201cit\u201d\u53ef\u80fd\u6307\u7684\u662f\u201cinstruction-tuned\u201d\uff0c\u5373\u6307\u4ee4\u5fae\u8c03\u7248\uff0c\u4f46\u9875\u9762\u672a\u660e\u786e\u8bf4\u660e\u5177\u4f53\u8bed\u8a00\u8303\u56f4\uff09\u3002<\/li>\n<\/ul>\n<h4>\u5e94\u7528\u573a\u666f<\/h4>\n<ul>\n<li><strong>\u76ee\u6807\u7528\u6237<\/strong>\u00a0\uff1a\u5b66\u672f\u7814\u7a76\u4eba\u5458\u3001\u6570\u636e\u79d1\u5b66\u5bb6\u3002<\/li>\n<li><strong>\u7528\u9014<\/strong>\u00a0\uff1a\u9002\u5408\u9700\u8981\u51c6\u786e\u7edf\u8ba1\u6570\u636e\u7684\u573a\u666f\uff0c\u4f8b\u5982\u56de\u7b54\u201c\u67d0\u4e2a\u56fd\u5bb6\u7684\u4eba\u53e3\u201d\u3001\u201c\u67d0\u5e74\u7684\u5168\u7403 CO2 \u6392\u653e\u91cf\u201d\u7b49\u3002<\/li>\n<li><strong>\u9650\u5236<\/strong>\u00a0\uff1a\u5f53\u524d\u4e3a\u65e9\u671f\u7248\u672c\uff0c\u4ec5\u9650\u53d7\u4fe1\u4efb\u7684\u6d4b\u8bd5\u8005\u4f7f\u7528\uff0c\u4e0d\u5efa\u8bae\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u6216\u5546\u4e1a\u7528\u9014\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\u6a21\u578b\uff1a<\/strong>https:\/\/huggingface.co\/google\/datagemma-rig-27b-it<\/p>\n<p><strong>\u539f\u6587\uff1a<\/strong>https:\/\/arxiv.org\/abs\/2409.13741<\/p>\n<p>&nbsp;<\/p>\n<h3>RIG\u7684\u5b9e\u73b0\u8fc7\u7a0b<\/h3>\n<p>RIG\u662f\u4e00\u79cd\u5c06\u68c0\u7d22\u4e0e\u751f\u6210\u4ea4\u9519\u8fdb\u884c\u7684\u65b9\u6cd5\uff0c\u65e8\u5728\u901a\u8fc7\u8ba9LLM\u751f\u6210\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u6765\u4eceData Commons\u4e2d\u68c0\u7d22\u6570\u636e\uff0c\u4ece\u800c\u63d0\u9ad8\u751f\u6210\u7ed3\u679c\u7684\u51c6\u786e\u6027\u3002\u4ee5\u4e0b\u662fRIG\u7684\u8be6\u7ec6\u5b9e\u73b0\u6b65\u9aa4\uff1a<\/p>\n<h4>1.\u00a0<strong>\u6a21\u578b\u5fae\u8c03\uff08Model Fine-tuning\uff09<\/strong><\/h4>\n<p><strong>\u76ee\u6807<\/strong>\uff1a\u8ba9LLM\u5b66\u4f1a\u751f\u6210\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\uff0c\u8fd9\u4e9b\u67e5\u8be2\u53ef\u4ee5\u7528\u4e8e\u4eceData Commons\u4e2d\u68c0\u7d22\u7edf\u8ba1\u6570\u636e\u3002<\/p>\n<p><strong>\u6b65\u9aa4<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u521d\u59cb\u67e5\u8be2\u4e0e\u751f\u6210<\/strong>\uff1a\u5f53LLM\u63a5\u6536\u5230\u4e00\u4e2a\u7edf\u8ba1\u67e5\u8be2\u65f6\uff0c\u5b83\u901a\u5e38\u4f1a\u751f\u6210\u5305\u542b\u6570\u503c\u7b54\u6848\u7684\u6587\u672c\u3002\u6211\u4eec\u5c06\u8fd9\u4e2a\u6570\u503c\u7b54\u6848\u79f0\u4e3a<strong>LLM\u751f\u6210\u7684\u7edf\u8ba1\u503c\uff08LLM-SV\uff09<\/strong>\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u67e5\u8be2\u201c\u52a0\u5dde\u7684\u603b\u4eba\u53e3\u662f\u591a\u5c11\uff1f\u201d\uff0cLLM\u53ef\u80fd\u4f1a\u751f\u6210\u201c\u52a0\u5dde\u7684\u603b\u4eba\u53e3\u7ea6\u4e3a3900\u4e07\u201d\u3002<\/li>\n<li><strong>\u8bc6\u522b\u76f8\u5173\u6570\u636e<\/strong>\uff1a\u4eceLLM\u751f\u6210\u7684\u6587\u672c\u4e2d\uff0c\u6211\u4eec\u9700\u8981\u8bc6\u522b\u51fa\u4e0eData Commons\u6570\u636e\u5e93\u4e2d\u6700\u76f8\u5173\u7684\u6570\u636e\uff0c\u4ee5\u4fbf\u5c06\u5176\u4f5c\u4e3a\u4e8b\u5b9e\u6838\u67e5\u673a\u5236\u63d0\u4f9b\u7ed9\u7528\u6237\u3002\u6211\u4eec\u5c06\u8fd9\u4e2a\u68c0\u7d22\u5230\u7684\u503c\u79f0\u4e3a<strong>Data Commons\u7edf\u8ba1\u503c\uff08DC-SV\uff09<\/strong>\u3002<\/li>\n<li><strong>\u751f\u6210\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/strong>\uff1a\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u6211\u4eec\u5fae\u8c03LLM\uff0c\u4f7f\u5176\u5728\u751f\u6210LLM-SV\u7684\u540c\u65f6\uff0c\u4e5f\u751f\u6210\u4e00\u4e2a\u63cf\u8ff0LLM-SV\u7684\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u3002\u8fd9\u4e2a\u67e5\u8be2\u5c06\u7528\u4e8e\u4eceData Commons\u4e2d\u68c0\u7d22\u6570\u636e\u3002\n<p><img decoding=\"async\" title=\"RIG\uff08\u68c0\u7d22\u4ea4\u9519\u751f\u6210\uff09\uff1a\u8fb9\u67e5\u8fb9\u5199\u7684\u68c0\u7d22\u7b56\u7565\uff0c\u9002\u5408\u67e5\u8be2\u5b9e\u65f6\u6570\u636e-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/bfac2a372cc7b9c.jpg\" alt=\"RIG\uff08\u68c0\u7d22\u4ea4\u9519\u751f\u6210\uff09\uff1a\u8fb9\u67e5\u8fb9\u5199\u7684\u68c0\u7d22\u7b56\u7565\uff0c\u9002\u5408\u67e5\u8be2\u5b9e\u65f6\u6570\u636e-1\" \/><br \/>\n<em>\u56fe1\uff1a\u6bd4\u8f83\u4e86\u5bf9\u67e5\u8be2\u7684\u7b54\u6848\uff1b\u57fa\u7ebfGemma\uff08Gemma 7B IT, Gemma 2 27B IT\uff09\u672a\u4e0eData Commons\u63a5\u53e3\u7684\u7b54\u6848\uff0c\u4ee5\u53ca\u68c0\u7d22\u4ea4\u9519\u751f\u6210\uff08RIG\uff09\u7684\u7b54\u6848\u3002<\/em><\/p>\n<p><strong>\u56fe1<\/strong>\u5c55\u793a\u4e86\u57fa\u7ebfGemma\u6a21\u578b\u548cRIG\u6a21\u578b\u7684\u7b54\u6848\u5bf9\u6bd4\u3002RIG\u6a21\u578b\u4e0d\u4ec5\u751f\u6210\u4e86\u7edf\u8ba1\u503c\uff0c\u8fd8\u751f\u6210\u4e86\u7528\u4e8e\u68c0\u7d22\u7684\u67e5\u8be2\u3002<\/li>\n<li><strong>\u8bad\u7ec3\u6570\u636e\u96c6<\/strong>\uff1a\u6211\u4eec\u4f7f\u7528\u4e00\u4e2a\u5305\u542b\u5927\u7ea6700\u4e2a\u7528\u6237\u67e5\u8be2\u7684\u6307\u4ee4-\u54cd\u5e94\u6570\u636e\u96c6\u8fdb\u884c\u5fae\u8c03\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u67e5\u8be2\uff0c\u6211\u4eec\u9009\u62e9\u57fa\u6a21\u578b\u751f\u6210\u7684\u5305\u542b\u7edf\u8ba1\u6570\u636e\u7684\u54cd\u5e94\uff08\u5927\u7ea6400\u4e2a\u793a\u4f8b\uff09\uff0c\u5e76\u4f7f\u7528\u4e00\u4e2a\u66f4\u5f3a\u5927\u7684LLM\uff08\u5982Gemini 1.5 Pro\uff09\u6765\u751f\u6210\u81ea\u7136\u8bed\u8a00Data Commons\u8c03\u7528\u3002\n<p><strong>\u793a\u4f8b<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u67e5\u8be2<\/strong>\uff1aTell me one statistic about California, San Francisco, Alabama and the US.<\/li>\n<li><strong>\u539f\u59cb\u54cd\u5e94<\/strong>\uff1a\n<ul>\n<li>California is 1st as the nation&#8217;s most populous state, with about 39 million people in 2020.<\/li>\n<li>In San Francisco, the diabetes rate is 9.2 cases per 10000 people.<\/li>\n<li>&#8230;<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5fae\u8c03\u540e\u7684\u54cd\u5e94<\/strong>\uff1a\n<ul>\n<li>California is 1st as the nation&#8217;s most populous state, with about [<strong>DC<\/strong>(&#8220;what was the population of california in 2020?&#8221;) &#8211;&gt; &#8220;39 million&#8221;] people.<\/li>\n<li>In San Francisco, the diabetes rate is [<strong>DC<\/strong>(&#8220;what is the prevalence of diabetes in San Francisco?&#8221;) &#8211;&gt; &#8220;9.2 cases per 10000 people&#8221;].<\/li>\n<li>&#8230;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>2.\u00a0<strong>\u67e5\u8be2\u8f6c\u6362\uff08Query Conversion\uff09<\/strong><\/h4>\n<p><strong>\u76ee\u6807<\/strong>\uff1a\u5c06LLM\u751f\u6210\u7684\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u67e5\u8be2\uff0c\u4ee5\u4fbf\u4eceData Commons\u4e2d\u68c0\u7d22\u6570\u636e\u3002<\/p>\n<p><strong>\u6b65\u9aa4<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u5206\u89e3\u67e5\u8be2<\/strong>\uff1a\u5c06\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u5206\u89e3\u4e3a\u4ee5\u4e0b\u7ec4\u4ef6\uff1a\n<ul>\n<li><strong>\u7edf\u8ba1\u53d8\u91cf\u6216\u4e3b\u9898<\/strong>\uff1a\u5982\u201c\u5931\u4e1a\u7387\u201d\u3001\u201c\u4eba\u53e3\u7edf\u8ba1\u201d\u7b49\u3002<\/li>\n<li><strong>\u5730\u70b9<\/strong>\uff1a\u5982\u201c\u52a0\u5229\u798f\u5c3c\u4e9a\u5dde\u201d\u3002<\/li>\n<li><strong>\u5c5e\u6027<\/strong>\uff1a\u5982\u201c\u6392\u540d\u201d\u3001\u201c\u6bd4\u8f83\u201d\u3001\u201c\u53d8\u5316\u7387\u201d\u7b49\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6620\u5c04\u4e0e\u8bc6\u522b<\/strong>\uff1a\u5c06\u8fd9\u4e9b\u7ec4\u4ef6\u6620\u5c04\u5230Data Commons\u4e2d\u7684\u76f8\u5e94ID\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u57fa\u4e8e\u5d4c\u5165\u7684\u8bed\u4e49\u641c\u7d22\u7d22\u5f15\u6765\u8bc6\u522b\u7edf\u8ba1\u53d8\u91cf\uff0c\u4f7f\u7528\u57fa\u4e8e\u5b57\u7b26\u4e32\u7684\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u6765\u5b9e\u73b0\u6765\u8bc6\u522b\u5730\u70b9\u3002<\/li>\n<li><strong>\u5206\u7c7b\u4e0e\u6a21\u677f\u5339\u914d<\/strong>\uff1a\u6839\u636e\u8bc6\u522b\u7684\u7ec4\u4ef6\uff0c\u5c06\u67e5\u8be2\u5206\u7c7b\u5230\u4e00\u7ec4\u56fa\u5b9a\u7684\u67e5\u8be2\u6a21\u677f\u4e2d\u3002\u4f8b\u5982\uff1a\n<ul>\n<li>How many XX in YY\uff08YY\u4e2d\u6709\u591a\u5c11XX\uff09<\/li>\n<li>What is the correlation between XX and YY across ZZ in AA\uff08AA\u4e2dZZ\u7684XX\u548cYY\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u662f\u4ec0\u4e48\uff09<\/li>\n<li>Which XX in YY have the highest number of ZZ\uff08YY\u4e2d\u54ea\u4e9bXX\u7684ZZ\u6570\u91cf\u6700\u591a\uff09<\/li>\n<li>What are the most significant XX in YY\uff08YY\u4e2d\u6700\u663e\u8457\u7684XX\u662f\u4ec0\u4e48\uff09<\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"RIG\uff08\u68c0\u7d22\u4ea4\u9519\u751f\u6210\uff09\uff1a\u8fb9\u67e5\u8fb9\u5199\u7684\u68c0\u7d22\u7b56\u7565\uff0c\u9002\u5408\u67e5\u8be2\u5b9e\u65f6\u6570\u636e-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/bd4c4f403d5595f.jpg\" alt=\"RIG\uff08\u68c0\u7d22\u4ea4\u9519\u751f\u6210\uff09\uff1a\u8fb9\u67e5\u8fb9\u5199\u7684\u68c0\u7d22\u7b56\u7565\uff0c\u9002\u5408\u67e5\u8be2\u5b9e\u65f6\u6570\u636e-2\" \/><br \/>\n<em>\u56fe2\uff1a\u6bd4\u8f83\u57fa\u7ebf\u3001RIG\u548cRAG\u65b9\u6cd5\u751f\u6210\u5e26\u6709\u7edf\u8ba1\u6570\u636e\u7684\u54cd\u5e94\u3002\u57fa\u7ebf\u65b9\u6cd5\u76f4\u63a5\u62a5\u544a\u7edf\u8ba1\u6570\u636e\u800c\u4e0d\u63d0\u4f9b\u8bc1\u636e\uff0c\u800cRIG\u548cRAG\u5229\u7528Data Commons\u63d0\u4f9b\u6743\u5a01\u6570\u636e\u3002<\/em><\/p>\n<p><strong>\u56fe2<\/strong>\u5c55\u793a\u4e86\u57fa\u7ebf\u3001RIG\u548cRAG\u65b9\u6cd5\u7684\u6bd4\u8f83\u3002RIG\u65b9\u6cd5\u901a\u8fc7\u5c06\u7edf\u8ba1\u6807\u8bb0\u4e0e\u9002\u5408\u4eceData Commons\u68c0\u7d22\u7684\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u4ea4\u9519\u8fdb\u884c\u751f\u6210\u3002<\/li>\n<li><strong>\u67e5\u8be2\u6267\u884c<\/strong>\uff1a\u6839\u636e\u67e5\u8be2\u6a21\u677f\u548c\u53d8\u91cf\u3001\u5730\u70b9\u7684ID\uff0c\u8c03\u7528Data Commons\u7684\u7ed3\u6784\u5316\u6570\u636eAPI\u6765\u68c0\u7d22\u6570\u636e\u3002<\/li>\n<\/ul>\n<h4>3.\u00a0<strong>\u5b9e\u73b0\uff08Fulfillment\uff09<\/strong><\/h4>\n<p><strong>\u76ee\u6807<\/strong>\uff1a\u5c06\u68c0\u7d22\u5230\u7684\u6570\u636e\u4e0eLLM\u751f\u6210\u7684\u7edf\u8ba1\u503c\u4e00\u8d77\u5448\u73b0\u7ed9\u7528\u6237\u3002<\/p>\n<p><strong>\u6b65\u9aa4<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u636e\u5448\u73b0<\/strong>\uff1a\u5c06Data Commons\u8fd4\u56de\u7684\u7b54\u6848\u4e0e\u539f\u59cbLLM\u751f\u6210\u7684\u7edf\u8ba1\u6570\u636e\u4e00\u8d77\u5448\u73b0\u7ed9\u7528\u6237\u3002\u8fd9\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u4e8b\u5b9e\u6838\u67e5LLM\u7684\u673a\u4f1a\u3002\n<p><img decoding=\"async\" title=\"RIG\uff08\u68c0\u7d22\u4ea4\u9519\u751f\u6210\uff09\uff1a\u8fb9\u67e5\u8fb9\u5199\u7684\u68c0\u7d22\u7b56\u7565\uff0c\u9002\u5408\u67e5\u8be2\u5b9e\u65f6\u6570\u636e-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/6cebe4a977df15e.jpg\" alt=\"RIG\uff08\u68c0\u7d22\u4ea4\u9519\u751f\u6210\uff09\uff1a\u8fb9\u67e5\u8fb9\u5199\u7684\u68c0\u7d22\u7b56\u7565\uff0c\u9002\u5408\u67e5\u8be2\u5b9e\u65f6\u6570\u636e-3\" \/><br \/>\n<em>\u56fe3\uff1aRIG\u8bc4\u4f30\u5de5\u5177\u3002\u8be5\u56fe\u5c55\u793a\u4e86\u4e24\u4e2a\u8bc4\u4f30\u9636\u6bb5\u7684\u5c4f\u5e55\u622a\u56fe\uff0c\u5e76\u6392\u663e\u793a\u3002\u6bcf\u4e2a\u9636\u6bb5\u6709\u4e24\u4e2a\u9762\u677f\u3002\u5728\u5de6\u4fa7\uff0c\u5411\u7528\u6237\u5c55\u793a\u6b63\u5728\u8bc4\u4f30\u7684\u5b8c\u6574\u54cd\u5e94\uff08\u5728\u4e0a\u9762\u7684\u56fe\u50cf\u4e2d\u4e3a\u4e86\u8282\u7701\u7a7a\u95f4\u800c\u6392\u9664\uff09\u3002\u5728\u53f3\u4fa7\u662f\u8bc4\u4f30\u4efb\u52a1\u3002\u5728\u7b2c1\u9636\u6bb5\uff0c\u8bc4\u4f30\u8005\u5bf9\u4efb\u4f55\u660e\u663e\u7684\u9519\u8bef\u8fdb\u884c\u5feb\u901f\u68c0\u67e5\u3002\u5728\u7b2c2\u9636\u6bb5\uff0c\u8bc4\u4f30\u8005\u8bc4\u4f30\u54cd\u5e94\u4e2d\u5b58\u5728\u7684\u6bcf\u4e2a\u7edf\u8ba1\u6570\u636e\u3002<\/em><\/p>\n<p><strong>\u56fe3<\/strong>\u5c55\u793a\u4e86RIG\u8bc4\u4f30\u5de5\u5177\u7684\u4f7f\u7528\u8fc7\u7a0b\u3002\u8bc4\u4f30\u8005\u53ef\u4ee5\u5feb\u901f\u68c0\u67e5\u4efb\u4f55\u660e\u663e\u7684\u9519\u8bef\uff0c\u5e76\u8bc4\u4f30\u54cd\u5e94\u4e2d\u5b58\u5728\u7684\u6bcf\u4e2a\u7edf\u8ba1\u6570\u636e\u3002<\/li>\n<li><strong>\u7528\u6237\u4f53\u9a8c<\/strong>\uff1a\u6709\u591a\u79cd\u65b9\u5f0f\u53ef\u4ee5\u5c55\u793a\u8fd9\u4e2a\u65b0\u7ed3\u679c\uff0c\u4f8b\u5982\u5e76\u6392\u663e\u793a\u3001\u7a81\u51fa\u663e\u793a\u5dee\u5f02\u3001\u811a\u6ce8\u3001\u60ac\u505c\u52a8\u4f5c\u7b49\uff0c\u8fd9\u4e9b\u53ef\u4ee5\u4f5c\u4e3a\u672a\u6765\u7684\u5de5\u4f5c\u8fdb\u884c\u63a2\u7d22\u3002<\/li>\n<\/ul>\n<h3>\u603b\u7ed3<\/h3>\n<p>RIG\u7684\u5b9e\u73b0\u8fc7\u7a0b\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u6a21\u578b\u5fae\u8c03<\/strong>\uff1a\u8ba9LLM\u751f\u6210\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\uff0c\u8fd9\u4e9b\u67e5\u8be2\u63cf\u8ff0\u4e86LLM\u751f\u6210\u7684\u7edf\u8ba1\u503c\u3002<\/li>\n<li><strong>\u67e5\u8be2\u8f6c\u6362<\/strong>\uff1a\u5c06\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u67e5\u8be2\uff0c\u4ee5\u4fbf\u4eceData Commons\u4e2d\u68c0\u7d22\u6570\u636e\u3002<\/li>\n<li><strong>\u6570\u636e\u68c0\u7d22\u4e0e\u5448\u73b0<\/strong>\uff1a\u4eceData Commons\u4e2d\u68c0\u7d22\u6570\u636e\uff0c\u5e76\u5c06\u68c0\u7d22\u5230\u7684\u6570\u636e\u4e0eLLM\u751f\u6210\u7684\u7edf\u8ba1\u6570\u636e\u4e00\u8d77\u5448\u73b0\u7ed9\u7528\u6237\u3002<\/li>\n<\/ol>\n<p>\u901a\u8fc7\u8fd9\u4e9b\u6b65\u9aa4\uff0cRIG\u65b9\u6cd5\u80fd\u591f\u6709\u6548\u5730\u7ed3\u5408LLM\u7684\u751f\u6210\u80fd\u529b\u548cData Commons\u7684\u6570\u636e\u8d44\u6e90\uff0c\u4ece\u800c\u63d0\u9ad8LLM\u5728\u5904\u7406\u7edf\u8ba1\u67e5\u8be2\u65f6\u7684\u51c6\u786e\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6280\u672f\u6838\u5fc3\uff1aRetrieval Interleaved Generation (RIG) \u4ec0\u4e48\u662f RIG\uff1f RIG 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