{"id":36355,"date":"2025-01-09T21:00:11","date_gmt":"2025-01-09T13:00:11","guid":{"rendered":"https:\/\/17aitech.com\/?p=36355"},"modified":"2025-01-09T21:00:11","modified_gmt":"2025-01-09T13:00:11","slug":"%e6%96%af%e5%9d%a6%e7%a6%8f%e5%bc%80%e6%ba%90%e5%ad%a6%e6%9c%af%e7%a0%94%e7%a9%b6%e7%a5%9e%e5%99%a8storm%e5%86%8d%e8%bf%9b%e5%8c%96%ef%bc%8cai%e6%99%ba%e8%83%bd%e4%bd%93%e5%83%8f%e4%ba%ba%e4%b8%80","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36355","title":{"rendered":"\u65af\u5766\u798f\u5f00\u6e90\u5b66\u672f\u7814\u7a76\u795e\u5668STORM\u518d\u8fdb\u5316\uff0cAI\u667a\u80fd\u4f53\u50cf\u4eba\u4e00\u6837\u8fdb\u884c\u5706\u684c\u8ba8\u8bba"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u65af\u5766\u798f\u5f00\u6e90\u5b66\u672f\u7814\u7a76\u795e\u5668STORM\u518d\u8fdb\u5316\uff0cAI\u667a\u80fd\u4f53\u50cf\u4eba\u4e00\u6837\u8fdb\u884c\u5706\u684c\u8ba8\u8bba<\/a><\/p>\n

\n
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\u4e0d\u4ec5\u6709\u4e3b\u6301\u4eba\uff0c\u8fd8\u80fd\u5f97\u5230\u4e0d\u540cAI\u4e13\u5bb6\u7684\u89e3\u7b54\u3002<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n

\u4eca\u5e74 4 \u6708\uff0c\u65af\u5766\u798f\u5927\u5b66\u63a8\u51fa\u4e86\u4e00\u6b3e\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8f85\u52a9\u7f16\u5199\u7c7b\u7ef4\u57fa\u767e\u79d1\u6587\u7ae0\u7684\u795e\u5668\u3002\u5b83\u5c31\u662f\u5f00\u6e90\u7684 STORM\uff0c\u53ef\u4ee5\u5728\u4e09\u5206\u949f\u5de6\u53f3\u5c06\u4f60\u8f93\u5165\u7684\u4e3b\u9898\u8f6c\u6362\u4e3a\u957f\u7bc7\u6587\u7ae0\u6216\u8005\u7814\u7a76\u8bba\u6587\uff0c\u5e76\u80fd\u591f\u4ee5 PDF \u683c\u5f0f\u76f4\u63a5\u4e0b\u8f7d\u3002<\/p>\n

\u5177\u4f53\u6765\u8bb2\uff0cSTORM \u5728 LLM \u7684\u534f\u52a9\u4e0b\uff0c\u901a\u8fc7\u68c0\u7d22\u3001\u591a\u89d2\u5ea6\u63d0\u95ee\u548c\u6a21\u62df\u4e13\u5bb6\u5bf9\u8bdd\u7b49\u65b9\u5f0f\uff0c\u5728\u6574\u7406\u6536\u96c6\u5230\u7684\u4fe1\u606f\u57fa\u7840\u4e0a\u751f\u6210\u5199\u4f5c\u5927\u7eb2\uff0c\u5e76\u6700\u7ec8\u5f62\u6210\u4e00\u4efd\u8be6\u7ec6\u3001\u6df1\u5165\u548c\u51c6\u786e\u7684\u5185\u5bb9\u62a5\u544a\u3002STORM \u5c24\u5176\u64c5\u957f\u9700\u8981\u5927\u91cf\u7814\u7a76\u548c\u5f15\u7528\u7684\u5199\u4f5c\u4efb\u52a1\u3002\u66f4\u96be\u5f97\u7684\u662f\uff0c\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u5728 STORM \u7684\u7f51\u7ad9\u514d\u8d39\u4f53\u9a8c\u3002<\/p>\n

\u6b64\u540e\uff0cSTORM \u4e0d\u65ad\u63a8\u51fa\u65b0\u7684\u529f\u80fd\u548c\u670d\u52a1\uff0c\u5728 GitHub \u4e0a\u7684 Star \u91cf\u5df2\u7ecf\u8d85\u8fc7\u4e86 12k\u3002<\/p>\n

<\/a><\/p>\n

GitHub \u5730\u5740\uff1ahttps:\/\/github.com\/stanford-oval\/storm<\/p>\n

\u5c31\u5728\u6700\u8fd1\uff0c\u8be5\u56e2\u961f\u53c8\u63a8\u51fa\u5168\u65b0\u529f\u80fd \u2014\u2014Co-STORM\u3002\u4e0e STORM \u7684\u533a\u522b\u5728\u4e8e\uff0c\u5b83\u5f15\u5165\u4e86\u534f\u4f5c\u5bf9\u8bdd\u673a\u5236\uff0c\u5e76\u91c7\u7528\u8f6e\u6b21\u7ba1\u7406\u7b56\u7565\uff0c\u5b9e\u73b0\u6d41\u7545\u7684\u534f\u4f5c\u5f0f AI \u5b66\u672f\u7814\u7a76\u3002\u529f\u80fd\u5305\u62ec\u5982\u4e0b\uff1a<\/p>\n

Co-STORM LLM \u4e13\u5bb6\uff1a\u8fd9\u79cd\u7c7b\u578b\u7684\u667a\u80fd\u4f53\u4f1a\u6839\u636e\u5916\u90e8\u77e5\u8bc6\u6765\u6e90\u751f\u6210\u7b54\u6848\u5e76\u80fd\u6839\u636e\u5bf9\u8bdd\u5386\u53f2\u63d0\u51fa\u540e\u7eed\u95ee\u9898\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff08Moderator\uff09\uff1a\u8be5\u667a\u80fd\u4f53\u4f1a\u6839\u636e\u68c0\u7d22\u5668\u53d1\u73b0\u4f46\u672a\u5728\u524d\u51e0\u8f6e\u76f4\u63a5\u4f7f\u7528\u7684\u4fe1\u606f\u751f\u6210\u53d1\u4eba\u6df1\u7701\u7684\u95ee\u9898\u3002\u5f53\u7136\uff0c\u95ee\u9898\u751f\u6210\u4e5f\u53ef\u4ee5\u57fa\u4e8e\u4e8b\u5b9e\u3002<\/p>\n

\u4eba\u7c7b\u7528\u6237\uff1a\u4eba\u7c7b\u7528\u6237\u5c06\u4e3b\u52a8\u89c2\u5bdf\u5bf9\u8bdd\u4ee5\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u4e3b\u9898\uff0c\u6216\u8005\u901a\u8fc7\u6ce8\u5165\u5bf9\u8bdd\u6765\u5f15\u5bfc\u8ba8\u8bba\u7126\u70b9\uff0c\u79ef\u6781\u53c2\u4e0e\u5bf9\u8bdd\u3002<\/p>\n

Co-STORM \u7684\u754c\u9762\u662f\u4e0b\u9762\u8fd9\u6837\u7684\u3002<\/p>\n

<\/a><\/p>\n

\u4f53\u9a8c\u5730\u5740\uff1ahttps:\/\/storm.genie.stanford.edu\/<\/p>\n

\u6211\u4eec\u8ba9 Co-STORM \u5c31\u6218\u4e89\u4e0e\u548c\u5e73\uff08war and peace\uff09\u4e3b\u9898\u6765\u751f\u6210\u4e00\u7bc7\u6587\u7ae0\uff0c\u5927\u7ea6\u9700\u8981\u4e09\u5206\u949f\u3002<\/p>\n

<\/a><\/p>\n

\u5728\u751f\u6210\u6587\u7ae0\u4e4b\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u4e3b\u6301\u4eba\u63d0\u51fa\u95ee\u9898\uff0c\u5e76\u5f97\u5230\u57fa\u672c\u4fe1\u606f\u63d0\u4f9b\u8005\u3001\u6587\u5b66\u6559\u6388\u3001\u7eaa\u5f55\u7247\u5bfc\u6f14\u7b49\u4e0d\u540c AI \u667a\u80fd\u4f53\u7684\u56de\u590d\uff0c\u7136\u540e\u5f00\u542f\u65b0\u4e00\u8f6e\u6b21\u7684\u63d0\u95ee\u3002<\/p>\n

<\/a><\/p>\n

\u6b64\u5916\uff0cCo-STORM \u7684\u76f8\u5173\u8bba\u6587\u5df2\u88ab EMNLP 2024 \u4e3b\u4f1a\u8bae\u6536\u5f55\u3002<\/p>\n

<\/a><\/p>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/www.arxiv.org\/pdf\/2408.15232<\/p>\n

\u8fd0\u884c\u539f\u7406\u6982\u89c8<\/strong><\/p>\n

\u4e0b\u56fe\u4e3a Co-STORM \u6846\u67b6\u3002\u6574\u4f53\u800c\u8a00\uff0cCo-STORM \u6a21\u62df\u7528\u6237\u3001\u89c2\u70b9\u5f15\u5bfc\u4e13\u5bb6\u548c\u4e3b\u6301\u4eba\u4e4b\u95f4\u7684\u534f\u4f5c\u5bf9\u8bdd\u3002<\/p>\n

\u8fd0\u884c\u539f\u7406\u5982\u4e0b\u6240\u793a\uff1a\u9996\u5148\u7ef4\u62a4\u52a8\u6001\u66f4\u65b0\u7684\u601d\u7ef4\u5bfc\u56fe\uff083.2\uff09\uff0c\u4ece\u800c\u5e2e\u52a9\u7528\u6237\u8ddf\u8e2a\u548c\u53c2\u4e0e\u5bf9\u8bdd\uff083.3\uff09\u3002\u00a0<\/p>\n

\u5728 3.4\uff0c\u63d0\u793a\u6a21\u62df\u4e13\u5bb6\u6839\u636e\u5bf9\u8bdd\u5386\u53f2\u6765\u786e\u5b9a\u5bf9\u8bdd\u610f\u56fe\uff0c\u5e76\u751f\u6210\u57fa\u4e8e\u4e92\u8054\u7f51\u7684\u95ee\u9898\u6216\u7b54\u6848\u3002<\/p>\n

\u5728 3.5\uff0c\u63d0\u793a\u6a21\u62df\u4e3b\u6301\u4eba\u5229\u7528\u672a\u4f7f\u7528\u7684\u4fe1\u606f\u548c\u601d\u7ef4\u5bfc\u56fe\u751f\u6210\u65b0\u95ee\u9898\uff0c\u4ece\u800c\u81ea\u52a8\u5f15\u5bfc\u5bf9\u8bdd\u3002<\/p>\n

\u6700\u540e\uff0c\u601d\u7ef4\u5bfc\u56fe\u53ef\u7528\u6765\u751f\u6210\u5b8c\u6574\u7684\u5f15\u7528\u62a5\u544a\u4ee5\u4f5c\u4e3a\u603b\u7ed3\u3002<\/p>\n

<\/a><\/p>\n

\u8bc4\u4f30\u7ed3\u679c<\/strong><\/p>\n

\u81ea\u52a8\u8bc4\u4f30\u53ef\u4ee5\u5b9e\u73b0\u53ef\u6269\u5c55\u6d4b\u8bd5\uff0c\u5e76\u5141\u8bb8\u5bf9\u7528\u6237\u884c\u4e3a\u8fdb\u884c\u4e00\u81f4\u7684\u6a21\u62df\u3002<\/p>\n

\u7814\u7a76\u8005\u5c06 Co-STORM \u4e0e\u4ee5\u4e0b\u57fa\u7ebf\u8fdb\u884c\u6bd4\u8f83\uff1a\uff081\uff09RAG Chatbot\uff0c\u8be5\u57fa\u7ebf\u4ece\u641c\u7d22\u5f15\u64ce\u68c0\u7d22\u4fe1\u606f\u5e76\u901a\u8fc7\u4e00\u95ee\u4e00\u7b54\u8303\u5f0f\u4e0e\u7528\u6237\u4ea4\u4e92\uff1b\uff082\uff09STORM + QA\uff0c\u8be5\u57fa\u7ebf\u4f7f\u7528 STORM \u6846\u67b6\u4e3a\u7ed9\u5b9a\u4e3b\u9898\u751f\u6210\u62a5\u544a\u4ee5\u63d0\u4f9b\u57fa\u672c\u4fe1\u606f\u3002<\/p>\n

\u4e0b\u8868 3 \u5c55\u793a\u4e86\u62a5\u544a\u8d28\u91cf\u548c\u5bf9\u8bdd\u4e2d\u95ee\u7b54\u8f6e\u6b21\u8d28\u91cf\u7684\u8bc4\u4f30\u7ed3\u679c\u3002\u95ee\u7b54\u8f6e\u6b21\u548c\u6700\u7ec8\u62a5\u544a\u662f\u4eba\u7c7b\u4e0e Co-STORM \u4ea4\u4e92\u65f6\u5b66\u4e60\u7684\u4e3b\u8981\u6765\u6e90\u3002STORM + QA \u5728\u7814\u7a76\u7ed9\u5b9a\u4e3b\u9898\u65f6\u8003\u8651\u4e86\u591a\u79cd\u89c2\u70b9\uff0c\u4e0e RAG Chatbot \u76f8\u6bd4\uff0c\u786e\u5b9e\u63d0\u9ad8\u4e86\u62a5\u544a\u8d28\u91cf\u6240\u6709\u56db\u4e2a\u8bc4\u5206\u7ef4\u5ea6\u7684\u8868\u73b0\u3002<\/p>\n

\u540c\u6837\uff0cCo-STORM \u7684\u8868\u73b0\u4f18\u4e8e RAG Chatbot\uff0c\u7279\u522b\u662f\u5728\u6df1\u5ea6\u548c\u65b0\u9896\u6027\u65b9\u9762\uff0c\u5b83\u901a\u8fc7\u6a21\u62df\u5177\u6709\u591a\u4e2a\u667a\u80fd\u4f53\u89d2\u8272\u7684\u534f\u4f5c\u5bf9\u8bdd\uff0c\u7c7b\u4f3c\u4e8e\u5706\u684c\u8ba8\u8bba\u3002\u5c31\u5bf9\u8bdd\u8d28\u91cf\u800c\u8a00\uff0cCo-STORM \u4e2d\u7684\u95ee\u7b54\u8f6e\u6b21\u5728\u4e00\u81f4\u6027\u548c\u53c2\u4e0e\u5ea6\u65b9\u9762\u660e\u663e\u4f18\u4e8e\u4e24\u4e2a\u57fa\u7ebf\u3002<\/p>\n

<\/a><\/p>\n

Co-STORM \u7684\u4e00\u4e2a\u5173\u952e\u7279\u6027\u662f LM \u667a\u80fd\u4f53\u53ef\u4ee5\u4ee3\u8868\u7528\u6237\u63d0\u95ee\u3002\u5982\u4e0b\u56fe 3 \u6240\u793a\uff0c\u5728\u68c0\u67e5\u63d0\u95ee\u8f6e\u6b21\u65f6\uff0cCo-STORM \u591a\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u4f18\u52bf\u53d8\u5f97\u66f4\u52a0\u660e\u663e\uff0c\u53ea\u9700\u8981\u4e00\u4f4d\u4e13\u5bb6\u548c\u4e00\u4f4d\u4e3b\u6301\u4eba\u5c31\u53ef\u4ee5\u6781\u5927\u5730\u83b7\u76ca\u3002<\/p>\n

\u91cd\u8981\u7684\u662f\uff0cCoSTORM \u4e2d\u7684\u4e3b\u6301\u4eba\u89d2\u8272\u4f1a\u6839\u636e\u6709\u5173\u4e3b\u9898\u7684\u672a\u4f7f\u7528\u4fe1\u606f\u63d0\u51fa\u95ee\u9898\u3002\u8fd9\u6837\u7684\u89d2\u8272\u4ee3\u8868\u62e5\u6709\u66f4\u591a\u5df2\u77e5\u672a\u77e5\uff08known unknowns\uff09\u7684\u4eba\uff0c\u6709\u6548\u5730\u5f15\u5bfc\u5bf9\u8bdd\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u672a\u77e5\u672a\u77e5\uff08unknown unknowns\uff09\u7a7a\u95f4\u4e2d\u53d1\u73b0\u66f4\u591a\u4fe1\u606f\u3002<\/p>\n

<\/a><\/p>\n

\u4e0b\u8868 4 \u4e3a\u4eba\u5de5\u8bc4\u5206\u7ed3\u679c\uff0c\u56fe 4 \u4e3a\u6210\u5bf9\u6bd4\u8f83\u7ed3\u679c\u3002\u53ef\u4ee5\u5f97\u51fa\u7ed3\u8bba\uff0cCoSTORM \u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u627e\u5230\u4e0e\u5176\u76ee\u6807\u76f8\u5173\u7684\u66f4\u5e7f\u6cdb\u3001\u66f4\u6df1\u5c42\u6b21\u7684\u4fe1\u606f\u3002<\/p>\n

<\/a><\/p>\n

<\/a><\/p>\n

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