\u201c<\/span><\/strong>Towards Achieving Human Parity on End-to-end Simultaneous Speech Translation via LLM Agent\u201d<\/span><\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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\u00a0<\/span><\/p>\n
\u5728\u7ffb\u8bd1\u9886\u57df\uff0c\u5927\u6a21\u578b\u8d85\u8d8a\u4eba\u7c7b\u6c34\u5e73\u5df2\u7ecf\u4e0d\u662f\u65b0\u95fb\u4e86\u3002\u7136\u800c\uff0c\u5927\u6a21\u578b\u5728\u540c\u58f0\u4f20\u8bd1\u65b9\u9762\u4f9d\u7136\u662f\u4e00\u4e2a\u672a\u88ab\u5b8c\u5168\u653b\u514b\u7684\u96be\u9898\u3002
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\u8fd1\u65e5\uff0c\u5b57\u8282\u8df3\u52a8\u7684\u7814\u7a76\u4eba\u5458\u63a8\u51fa\u4e86\u7aef\u5230\u7aef\u540c\u58f0\u4f20\u8bd1\u667a\u80fd\u4f53CLASI\uff0c\u5176\u6548\u679c\u5df2\u63a5\u8fd1\u4e13\u4e1a\u4eba\u58eb\u7684\u540c\u58f0\u4f20\u8bd1\u6c34\u5e73\u3002CLASI\u4f9d\u6258\u4e8e\u8c46\u5305\u5927\u6a21\u578b\uff0c\u540c\u65f6\u5177\u5907\u4e86\u4ece\u5916\u90e8\u83b7\u53d6\u77e5\u8bc6\u7684\u80fd\u529b\uff0c\u6700\u7ec8\u5f62\u6210\u4e86\u8db3\u4ee5\u5ab2\u7f8e\u4eba\u7c7b\u6c34\u5e73\u7684\u540c\u58f0\u4f20\u8bd1\u7cfb\u7edf\u3002<\/span><\/p>\n
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\u9879\u76ee\u4e3b\u9875\uff1a<\/span>https:\/\/byteresearchcla.github.io\/clasi\/<\/span><\/p>\n
\u8bba\u6587\u5730\u5740<\/span><\/span>\uff1a<\/span><\/span>https:\/\/byteresearchcla.github.io\/clasi\/technical_report.pdf<\/span><\/p>\n
\u00a0<\/span><\/p>\n
\u6458\u8981<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u672c\u6587\u4ecb\u7ecd\u4e86\u4e00\u79cd\u9ad8\u8d28\u91cf\u3001\u7c7b\u4eba\u7684\u540c\u58f0\u4f20\u8bd1\u7cfb\u7edfCLASI\uff0c\u5b83\u91c7\u7528\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u6570\u636e\u9a71\u52a8\u8bfb\u5199\u7b56\u7565\u6765\u5e73\u8861\u7ffb\u8bd1\u8d28\u91cf\u548c\u5ef6\u8fdf\uff0c\u5e76\u5229\u7528\u591a\u6a21\u6001\u68c0\u7d22\u6a21\u5757\u6765\u89e3\u51b3\u9886\u57df\u672f\u8bed\u7ffb\u8bd1\u7684\u6311\u6218\u3002\u8be5\u7cfb\u7edf\u652f\u6301\u9519\u8bef\u5bb9\u5fcd\u7ffb\u8bd1\uff0c\u5e76\u901a\u8fc7VIP\u6307\u6807\u8bc4\u4f30\u7ffb\u8bd1\u8d28\u91cf\uff0c\u5b9e\u9a8c\u7ed3\u679c\u8868\u660eCLASI\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u8868\u73b0\u4f18\u4e8e\u5176\u4ed6\u7cfb\u7edf\u3002\u8be5\u7cfb\u7edf\u7684\u6f14\u793a\u548c\u4eba\u5de5\u6807\u6ce8\u6d4b\u8bd5\u96c6\u53ef\u5728\u7f51\u7ad9\u4e0a\u83b7\u5f97\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u7b80\u4ecb<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n
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\u540c\u6b65\u8bed\u97f3\u7ffb\u8bd1(<\/span>SiST<\/span>)\u88ab\u8ba4\u4e3a\u662f\u7ffb\u8bd1\u9886\u57df\u6700\u5177\u6311\u6218\u6027\u7684\u4efb\u52a1\u4e4b\u4e00\u3002\u4f20\u7edf\u7684\u540c\u58f0\u7ffb\u8bd1\u65b9\u6cd5\u901a\u5e38\u91c7\u7528\u7ea7\u8054\u7cfb\u7edf\uff0c\u5305\u62ec\u6d41\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b(ASR)\u6a21\u578b\u3001\u6807\u70b9\u7b26\u53f7\u6a21\u578b\u548c\u673a\u5668\u7ffb\u8bd1(MT)\u6a21\u578b\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u7ea7\u8054\u7cfb\u7edf\u7ecf\u5e38\u906d\u53d7ASR\u6a21\u5757\u7684\u9519\u8bef\u4f20\u64ad\u548c\u5ef6\u8fdf\u3002<\/span><\/p>\n
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LLM\u5728\u673a\u5668\u7ffb\u8bd1\u548c\u8bed\u97f3\u7ffb\u8bd1\u65b9\u9762\u53d6\u5f97\u5de8\u5927\u6210\u529f\u7684\u6fc0\u52b1\u4e0b\uff0c\u6211\u4eec\u5efa\u8bae\u4f7f\u7528LLM\u6765\u5b8c\u6210SiST\u4efb\u52a1\u3002\u6211\u4eec\u786e\u5b9a\u4e86\u4e09\u4e2a\u4e3b\u8981\u6311\u6218\u3002\u9996\u5148\uff0c\u5c06LLM\u6574\u5408\u5230SiST\u4e2d\u7684\u4e00\u4e2a\u5173\u952e\u6311\u6218\u662f\u8bfb\u5199\u7b56\u7565\uff0c\u5176\u4e2dLLM\u9700\u8981\u4e3a\u8f93\u5165\u8bed\u97f3\u63d0\u4f9b\u90e8\u5206\u7ffb\u8bd1\u3002\u5176\u6b21\uff0c\u8981\u8fbe\u5230\u4e0e\u4eba\u7c7b\u76f8\u5f53\u7684\u8868\u73b0\uff0c\u9700\u8981\u7406\u89e3\u548c\u7ffb\u8bd1llm\u65e0\u6cd5\u4ece\u8bad\u7ec3\u6570\u636e\u4e2d\u5b66\u4e60\u7684\u672f\u8bed\u548c\u4e0d\u5e38\u89c1\u77ed\u8bed\u3002\u6700\u540e\uff0c\u8bad\u7ec3\u6570\u636e\u7684\u7a00\u7f3a\u6027\u7ee7\u7eed\u963b\u788dSiST\u4efb\u52a1\u7684\u6027\u80fd\u3002<\/p>\n
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\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u6211\u4eec\u7684\u7aef\u5230\u7aef\u65b9\u6cd5\uff0cCLASI\uff0c\u4e00\u4e2a\u8de8\u8bed\u8a00\u4ee3\u7406\uff0c\u901a\u8fc7\u8fed\u4ee3\u5730\u6267\u884c\u591a\u4e2a\u52a8\u4f5c\u6765\u5b8c\u6210\u540c\u58f0\u4f20\u8bd1\u3002\u5173\u4e8e\u7b2c\u4e00\u4e2a\u6311\u6218\uff0c\u6211\u4eec\u6a21\u4eff\u4e13\u4e1a\u7684\u4eba\u7c7b\u53e3\u8bd1\u5458\uff0c\u5b66\u4e60\u4ed6\u4eec\u901a\u8fc7\u53e5\u6cd5\u8fb9\u754c(\u6682\u505c\u3001\u9017\u53f7\u3001\u8fde\u8bcd\u7b49)\u548c\u4e0a\u4e0b\u6587\u610f\u4e49\u5c06\u5b8c\u6574\u53e5\u5b50\u5206\u5272\u6210\u51e0\u4e2a\u8bed\u4e49\u201c\u5757\u201d\u7684\u7b56\u7565\u3002\u4e3a\u4e86\u4f7fCLASI\u80fd\u591f\u5b66\u4e60\u8fd9\u6837\u7684\u7b56\u7565\uff0c\u6211\u4eec\u9075\u5faa\u6570\u636e\u9a71\u52a8\u7684\u7b56\u7565\u5b66\u4e60\u8fc7\u7a0b\uff0c\u5e76\u9080\u8bf7\u4eba\u7c7b\u53e3\u8bd1\u5458\u6ce8\u91ca\u73b0\u5b9e\u4e16\u754c\u7684\u8bed\u97f3\uff0c\u5176\u4e2d\u5305\u62ec\u5206\u6bb5\u7684\u8bfb\u5199\u65f6\u95f4\u3002\u4ece\u6570\u636e\u4e2d\uff0cCLASI\u4ece\u4eba\u7c7b\u90a3\u91cc\u5b66\u4e60\u4e86SiST\u7684\u5065\u58ee\u8bfb\u5199\u7b56\u7565\u3002<\/p>\n
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\u5bf9\u4e8e\u7b2c\u4e8c\u4e2a\u6311\u6218\uff0c\u6211\u4eec\u5305\u62ec\u4e24\u4e2a\u5916\u90e8\u6a21\u5757\u6765\u589e\u5f3a\u6211\u4eec\u7684CLASI\u4ee3\u7406\uff0c\u4e00\u4e2a\u5b58\u50a8\u672f\u8bed\u548c\u914d\u5bf9\u7ffb\u8bd1\u7684\u5916\u90e8\u77e5\u8bc6\u6570\u636e\u5e93\uff0c\u4ee5\u53ca\u4e00\u4e2a\u5b58\u50a8\u8bed\u97f3\u4e0a\u4e0b\u6587\u7684\u5185\u5b58\u3002\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u591a\u6a21\u6001\u68c0\u7d22\u589e\u5f3a\u751f\u6210(MM-RAG)\u8fc7\u7a0b\u3002\u591a\u6a21\u6001\u68c0\u7d22\u5668\u6839\u636e\u8bed\u97f3\u8f93\u5165\u4ece\u5916\u90e8\u6570\u636e\u5e93\u4e2d\u63d0\u53d6\u77e5\u8bc6\u3002\u7136\u540e\uff0c\u4ece\u8bb0\u5fc6\u4e2d\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u548c\u4e0a\u4e0b\u6587\u88ab\u9644\u52a0\u5230\u6211\u4eec\u7684LLM\u4ee3\u7406\u7684\u63d0\u793a\u4e2d\uff0c\u901a\u8fc7\u4e0a\u4e0b\u6587\u5b66\u4e60\u6765\u589e\u5f3a\u7ffb\u8bd1\u3002<\/p>\n
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\u4e3a\u4e86\u89e3\u51b3SiST\u4efb\u52a1\u7684\u6570\u636e\u7a00\u7f3a\u6027\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u4e09\u9636\u6bb5\u8bad\u7ec3\u65b9\u6cd5\uff1a\u9884\u8bad\u7ec3\u3001\u6301\u7eed\u8bad\u7ec3\u548c\u5fae\u8c03\u3002\u9996\u5148\uff0c\u6211\u4eec\u7684LLM\u548c\u97f3\u9891\u7f16\u7801\u5668\u662f\u5728\u6211\u4eec\u7684\u5927\u578b\u5185\u90e8\u6570\u636e\u96c6\u4e0a\u72ec\u7acb\u9884\u8bad\u7ec3\u7684\u3002\u7136\u540e\uff0c\u6211\u4eec\u7684\u6a21\u578b\u4f7f\u7528\u6570\u5341\u4ebf\u4e2a\u4e2d\u7b49\u8d28\u91cf\u7684\u5408\u6210\u8bed\u97f3\u7ffb\u8bd1\u6570\u636e\u8fdb\u884c\u6301\u7eed\u8bad\u7ec3\uff0c\u65e8\u5728\u4f7f\u8bed\u97f3\u548c\u6587\u672c\u6a21\u5f0f\u4fdd\u6301\u4e00\u81f4\u3002\u6211\u4eec\u8fd8\u589e\u52a0\u4e86\u591a\u4e2a\u4efb\u52a1\u6765\u589e\u5f3aLLM\u7684\u8bed\u5883\u5b66\u4e60\u80fd\u529b\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u5229\u7528\u6765\u81ea\u68c0\u7d22\u8005\u548c\u5148\u524d\u7ffb\u8bd1\u7684\u8bed\u5883\u4fe1\u606f\u3002\u6700\u540e\uff0c\u6211\u4eec\u4f7f\u7528\u5c11\u91cf\u4eba\u5de5\u6807\u6ce8\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u8fdb\u4e00\u6b65\u6a21\u4eff\u4e13\u4e1a\u7684\u4eba\u5de5\u53e3\u8bd1\u5458\uff0c\u63d0\u9ad8\u9c81\u68d2\u6027\u548c\u7ffb\u8bd1\u8d28\u91cf\u3002<\/p>\n
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CLASI<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n
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\u6574\u4f53\u6846\u67b6<\/strong><\/span><\/p>\n
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CLASI\u53ef\u4ee5\u63a5\u6536\u8bed\u97f3\u8f93\u5165\u3001\u6307\u4ee4\u3001\u5916\u90e8\u77e5\u8bc6\u548c\u4e0a\u4e00\u8f6e\u7684\u8bb0\u5fc6\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff0c\u901a\u8fc7\u8f93\u5165\u3001\u8f93\u51fa\u3001\u68c0\u7d22\u3001\u52a0\u8f7d\u548c\u66f4\u65b0\u8bb0\u5fc6\u7b49\u4e94\u4e2a\u64cd\u4f5c\u6765\u5b8c\u6210\u4efb\u52a1\u3002CLASI\u53ef\u4ee5\u5b58\u50a8\u5148\u524d\u7684\u8f6c\u5f55\u548c\u7ffb\u8bd1\u7ed3\u679c\u3002\u5728\u6bcf\u4e00\u8f6e\u4e2d\uff0c\u5b83\u8bfb\u53d6\u8bed\u97f3\u8f93\u5165\uff0c\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u52a0\u8f7d\u4e0a\u4e00\u8f6e\u7684\u8bb0\u5fc6\uff0c\u5e76\u751f\u6210\u8f6c\u5f55\u548c\u7ffb\u8bd1\u7ed3\u679c\u3002\u5728\u9700\u8981\u8f93\u51fa\u8f6c\u5f55\u65f6\uff0c\u5b83\u53ef\u4ee5\u4f7f\u7528<\/span>CoT<\/span>\u6765\u751f\u6210\u8f6c\u5f55\u3002\u4e0b\u4e00\u8f6e\u7684\u8bed\u97f3\u8f93\u5165\u4ece\u4e0a\u4e00\u8f6e\u7684\u7ed3\u675f\u65f6\u95f4\u5f00\u59cb\u3002<\/span><\/p>\n
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\u67b6\u6784<\/strong><\/span><\/p>\n
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CLASI\u4f7f\u7528\u7f16\u7801\u5668-\u6761\u4ef6\u5316LLM\u67b6\u6784\uff0c\u5176\u4e2d\u97f3\u9891\u7f16\u7801\u5668\u5c06\u8f93\u5165\u8bed\u97f3\u6d41\u8f6c\u6362\u4e3a\u4e00\u7cfb\u5217\u8fde\u7eed\u8868\u793a\uff0cLLM\u4ee5\u8bed\u97f3\u8868\u793a\u3001\u68c0\u7d22\u77e5\u8bc6\u3001\u5386\u53f2\u7ffb\u8bd1\u548c\u6307\u4ee4\u4f5c\u4e3a\u63d0\u793a\u5e8f\u5217\u6765\u751f\u6210\u7ffb\u8bd1\u7ed3\u679c\u3002\u591a\u6a21\u6001\u68c0\u7d22\u5668\u6846\u67b6\u4f7f\u7528\u97f3\u9891\u548c\u6587\u672c\u7f16\u7801\u5668\u72ec\u7acb\u7f16\u7801\u97f3\u9891\u6d41\u548c\u6587\u672c\u5173\u952e\u5b57\uff0c\u4ee5\u589e\u5f3a\u5bf9\u9f50\u3002<\/p>\n
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\u6570\u636e\u9a71\u52a8\u8bfb\u5199\u7b56\u7565\uff1a<\u8f93\u5165>\uff0c<\u8f93\u51fa><\/strong><\/span><\/p>\n
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CLASI\u901a\u8fc7\u7b49\u5f85\u5b8c\u6574\u7684\u8bed\u4e49\u5757\u6765\u6a21\u4eff\u5b83\u4eec\u7684\u7b56\u7565\u3002\u7ed9\u5b9a\u90e8\u5206\u8bed\u97f3\uff0cCLASI\u53ea\u751f\u6210\u8f93\u5165\u8bed\u97f3\u7684\u5b8c\u6574\u5757\u7684\u7ffb\u8bd1\u3002\u8be5\u6a21\u578b\u4f7f\u7528\u5206\u6bb5\u8bed\u97f3\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u6765\u5b66\u4e60\u8fd9\u79cd\u80fd\u529b\u3002\u5728\u6570\u5b66\u4e0a\uff0c\u7ed9\u5b9a\u6e90\u97f3\u9891x1:M\uff0c\u6211\u4eec\u5c06\u5176\u7ffb\u8bd1\u5206\u6210\u4e00\u7cfb\u5217n\u4e2a\u201c\u5757\u201dy 1:n\uff0c\u5e76\u5f97\u5230\u76f8\u5e94\u7684\u5bf9{(x t j:t j+1, y j} nj=1\uff0c\u5176\u4e2dx t j:t j+1\u548cy j\u8868\u793a\u97f3\u9891\u7684\u7b2cj\u6bb5\u548c\u76f8\u5e94\u7684\u7ffb\u8bd1\u3002\u5bf9\u4e8e\u8bad\u7ec3\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u8f93\u51fa\u6240\u6709\u5b8c\u6574\u7684\u5206\u6bb5\u7ffb\u8bd1\u548c\u7ed9\u5b9a\u968f\u673a\u90e8\u5206\u8f93\u5165\u97f3\u9891x 1:t<\/p>\n
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\u901a\u8fc7\u8bad\u7ec3\uff0cCLASI\u5b66\u4e60\u751f\u6210\u8f93\u5165\u8bed\u97f3\u7684\u622a\u6b62\u65f6\u95f4\u3002\u6b64\u5916\uff0c\u76ee\u6807\u51fd\u6570\u4f7fCLASI\u5728\u5f00\u59cb\u7ffb\u8bd1\u4e4b\u524d\u7b49\u5f85\u9002\u5f53\u7684\u65f6\u95f4\uff0c\u56e0\u4e3aLLM\u5728\u201c\u8ba4\u4e3a\u201d\u5f53\u524d\u8bed\u97f3\u6d41\u4e0d\u5305\u542b\u5b8c\u6574\u7684\u8bed\u97f3\u5757\u65f6\u5c06\u4e0d\u8f93\u51fa\u4efb\u4f55\u5185\u5bb9\u3002<\/p>\n
\n
\u80cc\u666f\u4fe1\u606f\uff1a<LOAD_MEM>\u548c<UPDATE_MEM><\/strong><\/span><\/p>\n
\n
\u8bb0\u5fc6\u5b58\u50a8\u4e86\u524d\u51e0\u8f6e\u7684\u7ffb\u8bd1\u548c\u8f6c\u5f55\uff0c\u7528\u4e8e\u786e\u5b9a\u5df2\u7ffb\u8bd1\u548c\u672a\u7ffb\u8bd1\u90e8\u5206\uff0c\u5e2e\u52a9CLASI\u505a\u51fa\u8bfb\u5199\u51b3\u7b56\u5e76\u8f93\u51fa\u7ffb\u8bd1\u7ed3\u679c\u3002\u540c\u65f6\uff0c\u7406\u89e3\u4eba\u7c7b\u8bed\u97f3\u901a\u5e38\u9700\u8981\u4e0a\u4e0b\u6587\uff0c\u4ee5\u907f\u514d\u591a\u4e49\u6027\u5728\u4e0d\u540c\u8bed\u5883\u4e0b\u5bfc\u81f4\u4e0d\u540c\u7684\u7ffb\u8bd1\u7ed3\u679c\u3002CLASI\u9700\u8981\u80fd\u591f\u68c0\u7d22\u957f\u7bc7\u6f14\u8bb2\u7684\u4e0a\u4e0b\u6587\uff0c\u6839\u636e\u4e0d\u540c\u8bed\u5883\u505a\u51fa\u9002\u5f53\u7684\u7ffb\u8bd1\u3002\u5728\u6bcf\u8f6e\u4e2d\uff0c\u5c06\u524d\u51e0\u8f6e\u7684\u7ffb\u8bd1\u4f20\u9012\u7ed9LLM\u4f5c\u4e3a\u63d0\u793a\uff0c\u751f\u6210\u65b0\u7684\u7ffb\u8bd1\u540e\u66f4\u65b0\u5b58\u50a8\u5230\u8bb0\u5fc6\u4e2d\u3002<\/p>\n
\u00a0<\/strong><\/span><\/p>\n
\u591a\u6a21\u6001\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff1a<\u68c0\u7d22><\/strong><\/span><\/p>\n
\n
\u672c\u6587\u4ecb\u7ecd\u4e86\u4e00\u79cd\u65b0\u7684\u65b9\u6cd5\uff0c\u5c06\u5916\u90e8\u6570\u636e\u5e93\u4e0e\u8bed\u97f3\u7ffb\u8bd1\u6a21\u578b\u76f8\u7ed3\u5408\uff0c\u4ee5\u63d0\u9ad8\u4e13\u4e1a\u672f\u8bed\u7684\u51c6\u786e\u6027\u3002\u8be5\u65b9\u6cd5\u4f7f\u7528\u591a\u6a21\u5f0f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u8fc7\u7a0b\uff0c\u4ece\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u672f\u8bed\uff0c\u5e76\u5c06\u5176\u4e0e\u4e0a\u4e0b\u6587\u4fe1\u606f\u7ed3\u5408\uff0c\u4ee5\u63d0\u9ad8\u7ffb\u8bd1\u7684\u51c6\u786e\u6027\u548c\u8fde\u8d2f\u6027\u3002\u8be5\u65b9\u6cd5\u6bd4\u4f20\u7edf\u7684\u66ff\u6362\u65b9\u6cd5\u66f4\u6709\u6548\uff0c\u53ef\u4ee5\u6839\u636e\u4e0a\u4e0b\u6587\u9009\u62e9\u6b63\u786e\u7684\u7ffb\u8bd1\uff0c\u5e76\u5229\u7528\u6e90\u8bed\u8a00\u548c\u76ee\u6807\u8bed\u8a00\u7684\u5355\u8bed\u6587\u672c\u8fdb\u884c\u7ffb\u8bd1\u3002<\/p>\n
\n
\n
\n
\n
\u591a\u9636\u6bb5\u8bad\u7ec3<\/strong><\/span><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n
\n
CLASI\u7684\u8bad\u7ec3\u8fc7\u7a0b\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a\u9884\u8bad\u7ec3\u3001\u591a\u4efb\u52a1\u6301\u7eed\u8bad\u7ec3\u548c\u591a\u4efb\u52a1\u76d1\u7763\u5fae\u8c03\u3002\u9996\u5148\uff0cLLM\u548c\u97f3\u9891\u7f16\u7801\u5668\u5206\u522b\u4f7f\u7528\u5927\u91cf\u7684\u5185\u90e8\u8bed\u97f3\u548c\u6587\u672c\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\u3002\u63a5\u4e0b\u6765\uff0c\u4f7f\u7528\u5927\u91cf\u7684\u8bed\u97f3-\u6587\u672c\u914d\u5bf9\u6570\u636e\u6765\u5bf9\u9f50\u97f3\u9891\u548c\u6587\u672c\u6a21\u6001\uff0c\u5efa\u7acb\u8de8\u6a21\u6001\u591a\u4efb\u52a1\u7684\u57fa\u672c\u80fd\u529b\u3002\u6700\u540e\uff0c\u4f7f\u7528\u5c11\u91cf\u7684\u4eba\u5de5\u6807\u6ce8\u6570\u636e\u5bf9CLASI\u4ee3\u7406\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u6a21\u4eff\u4e13\u4e1a\u4eba\u7c7b\u53e3\u8bd1\u5458\u7684\u7ffb\u8bd1\u884c\u4e3a\u3002\u8fd9\u4e2a\u591a\u9636\u6bb5\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4f7f\u5f97\u5b66\u4e60\u6548\u7387\u9ad8\uff0c\u53ea\u9700\u8981\u5c11\u91cf\u7684\u4eba\u5de5\u6807\u6ce8\u6570\u636e\u3002<\/p>\n
\n
\u9884\u8bad\u7ec3<\/strong><\/p>\n
\n
CLASI<\/span>\u5305\u62ec\u4e24\u4e2a\u72ec\u7acb\u9884\u8bad\u7ec3\u7684\u6a21\u578b\uff1aLLM\u548c\u97f3\u9891\u7f16\u7801\u5668\u3002LLM\u4f7f\u7528\u89e3\u7801\u5668-\u53ea\u53d8\u538b\u5668\u67b6\u6784\uff0c\u9996\u5148\u5728\u5927\u91cf\u5355\u8bed\u548c\u53cc\u8bed\u6587\u672c\u6570\u636e\u4e0a\u8fdb\u884c\u4ea4\u53c9\u71b5\u635f\u5931\u7684\u9884\u8bad\u7ec3\uff0c\u7136\u540e\u5728\u6307\u4ee4\u8ddf\u968f\u6570\u636e\u4e0a\u8fdb\u884c\u5fae\u8c03\u3002\u97f3\u9891\u7f16\u7801\u5668\u5219\u4f7f\u7528\u7ecf\u5178\u7684\u9884\u8bad\u7ec3-\u5fae\u8c03\u8303\u5f0f\uff0c\u5728\u5927\u91cf\u4e0e\u8bed\u97f3\u76f8\u5173\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\u3002\u8fd9\u4e24\u4e2a\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u4e3a\u540e\u7eed\u9636\u6bb5\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n
\n
\u591a\u4efb\u52a1\u6301\u7eed\u8bad\u7ec3
<\/strong><\/span><\/p>\n
\n
\u8bad\u7ec3\u4efb\u52a1\u5305\u62ec\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u3001\u8bed\u97f3\u7ffb\u8bd1\u548c\u6587\u672c\u7ffb\u8bd1\u3002\u4e3a\u4e86\u89e3\u51b3\u540c\u58f0\u4f20\u8bd1\u6570\u636e\u7a00\u7f3a\u7684\u95ee\u9898\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u5408\u6210\u6570\u636e\u7684\u65b9\u6cd5\uff0c\u5305\u62ec\u79bb\u7ebf\u8bed\u97f3\u7ffb\u8bd1\u6570\u636e\u548c\u57fa\u4e8e\u8bed\u4e49\u5757\u7684\u6d41\u5f0f\u8bed\u97f3\u7ffb\u8bd1\u6570\u636e\u3002\u4f5c\u8005\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cdVIP\u8bc4\u4f30\u6307\u6807\u6765\u8bc4\u4f30\u5408\u6210\u6570\u636e\u7684\u8d28\u91cf\u3002<\/p>\n
$\"\"$ <\/p>\n
\u591a\u4efb\u52a1\u6709\u76d1\u7763\u5fae\u8c03<\/strong><\/span><\/p>\n
\n
\u901a\u8fc7\u5728\u591a\u4efb\u52a1\u8fde\u7eed\u8bad\u7ec3\u9636\u6bb5\u540e\u5bf9\u4eba\u5de5\u6ce8\u91ca\u7684\u6d41\u5f0f\u8bed\u97f3\u6570\u636e\u8fdb\u884c\u5fae\u8c03\uff0c\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u5728SiST\u4efb\u52a1\u4e0a\u7684\u7ffb\u8bd1\u8d28\u91cf\uff0c\u5e76\u589e\u5f3a\u5176\u5bf9\u8bed\u97f3\u969c\u788d\u7684\u9c81\u68d2\u6027\u3002\u540c\u65f6\uff0c\u4f7f\u7528\u4e13\u4e1a\u4eba\u5458\u63d0\u4f9b\u7684\u9ad8\u8d28\u91cf\u6ce8\u91ca\u6570\u636e\uff0c\u53ef\u4ee5\u4f7f\u6a21\u578b\u66f4\u597d\u5730\u9002\u5e94\u4eba\u5de5\u89e3\u91ca\u8005\u7684\u5206\u5272\u65b9\u6cd5\uff0c\u5e76\u8bc6\u522b\u548c\u7ffb\u8bd1\u4e0a\u4e0b\u6587\u4e2d\u7684\u4e13\u4e1a\u672f\u8bed\uff0c\u4ece\u800c\u589e\u5f3a\u5176\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u3002<\/p>\n
\n
\u591a\u6a21\u6001\u68c0\u7d22\u5668<\/span>\u8bad\u7ec3<\/strong><\/span><\/p>\n
\n
\u8bad\u7ec3\u65f6\uff0c\u4ece\u8bed\u97f3\u8f6c\u5f55\u4e2d\u968f\u673a\u9009\u62e9\u5355\u8bcd\u4f5c\u4e3a\u6b63\u6837\u672c\uff0c\u4ece\u4e0d\u540c\u53e5\u5b50\u4e2d\u9009\u62e9\u8d1f\u6837\u672c\uff0c\u4ee5\u533a\u5206\u76f8\u5173\u548c\u65e0\u5173\u4fe1\u606f\u3002\u4f7f\u7528\u4e8c\u5143\u4ea4\u53c9\u71b5\u635f\u5931\u51fd\u6570\u6765\u4f18\u5316\u6a21\u578b\u6027\u80fd\u3002\u8bc4\u4f30\u65f6\uff0c\u4f7f\u7528\u5185\u90e8\u68c0\u7d22\u5f00\u53d1\u96c6\u6765\u6d4b\u8bd5\u68c0\u7d22\u5668\u7684\u6709\u6548\u6027\u3002\u6bcf\u4e2a\u6837\u672c\u5305\u62ec\u4e00\u4e2a\u77ed\u97f3\u9891\u7247\u6bb5\u548c\u97f3\u9891\u4e2d\u63d0\u5230\u7684\u672f\u8bed\u3002\u672f\u8bed\u662f\u6307\u7279\u5b9a\u5173\u952e\u8bcd\uff0c\u5982\u540d\u79f0\u3001\u4f4d\u7f6e\u3001\u7f29\u5199\u548c\u9886\u57df\u7279\u5b9a\u8bcd\u6c47\u3002<\/p>\n
\n
\n
\n
\n
\u5b9e\u9a8c<\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n
\n
\u8bc4\u4f30\u57fa\u51c6<\/strong><\/span><\/p>\n
\n
\u5f53\u524d\u6d41\u884c\u7684\u51e0\u79cd\u673a\u5668\u7ffb\u8bd1\u8bc4\u4f30\u57fa\u51c6\u7684\u7f3a\u70b9\uff0c\u5305\u62ec\u8bed\u97f3\u6765\u6e90\u4e0d\u771f\u5b9e\u3001\u8bc4\u4f30\u6570\u636e\u96c6\u7684\u624b\u52a8\u5206\u5272\u53ef\u80fd\u4f1a\u9ad8\u4f30\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6027\u80fd\u7b49\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u57fa\u51c6\u6570\u636e\u96c6RealSI\uff0c\u5305\u62ec10\u4e2a\u6d41\u884c\u9886\u57df\u7684\u81ea\u7136\u8bed\u8a00\u8bed\u97f3\uff0c\u4e0d\u9700\u8981\u624b\u52a8\u5206\u5272\uff0c\u9002\u7528\u4e8e\u4e2d\u82f1\u6587\u7ffb\u8bd1\u3002<\/p>\n
$\"\"$ <\/p>\n
\n
\u57fa\u7ebf<\/strong><\/span><\/p>\n
\n
\u672c\u6587\u6bd4\u8f83\u4e86CLASI\u548c\u5f00\u6e90\u7684SiST\u6a21\u578bSeamlessStreaming\u4ee5\u53ca\u51e0\u4e2a\u5546\u4e1a\u7cfb\u7edf\u7684\u7ffb\u8bd1\u8d28\u91cf\u3002\u5546\u4e1a\u7cfb\u7edf\u901a\u5e38\u91c7\u7528\u91cd\u5199\u7b56\u7565\u6765\u63d0\u9ad8\u7ffb\u8bd1\u8d28\u91cf\uff0c\u4f46\u8fd9\u53ef\u80fd\u4f1a\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u3002\u672c\u6587\u4f7f\u7528\u4e86\u4e00\u4e2a\u901a\u7528\u7684\u5916\u90e8\u77e5\u8bc6\u5e93\u8fdb\u884c\u8bc4\u4f30\uff0c\u4ee5\u907f\u514d\u4e0d\u516c\u5e73\u6bd4\u8f83\u3002<\/p>\n
\n
\u7ffb\u8bd1\u8d28\u91cf
<\/strong><\/span><\/p>\n
\n
\u4e0e\u5176\u4ed6\u57fa\u7ebf\u6a21\u578b\u76f8\u6bd4\uff0cCLASI\u5728VIP\u8bc4\u4f30\u6307\u6807\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u53ef\u5b9e\u73b0\u5b9e\u65f6\u8bed\u97f3\u7684\u9ad8\u8d28\u91cf\u7ffb\u8bd1\uff0c\u5177\u6709\u5b9e\u9645\u5e94\u7528\u4ef7\u503c\u3002\u540c\u65f6\uff0c\u4f5c\u8005\u6307\u51fa\u73b0\u6709\u7684\u81ea\u52a8\u8bc4\u4f30\u6307\u6807\u53ef\u80fd\u65e0\u6cd5\u5b8c\u5168\u53cd\u6620\u7ffb\u8bd1\u8d28\u91cf\uff0c\u9700\u8981\u7ed3\u5408\u4eba\u5de5\u8bc4\u4f30\u6307\u6807\u8fdb\u884c\u7efc\u5408\u8bc4\u4f30\u3002<\/p>\n
$\"\"$ <\/p>\n
\n
\u5ef6\u8fdf<\/strong><\/span><\/p>\n
\n
\u540c\u58f0\u4f20\u8bd1\u7cfb\u7edf\u7684\u5ef6\u8fdf\u7684\u6307\u6807\uff0c\u5305\u62ec\u5e73\u5747\u6ede\u540e(AL)\u3001\u957f\u5ea6\u81ea\u9002\u5e94\u5e73\u5747\u6ede\u540e(LAAL)\u548c\u9996\u5b57\u6bcd\u51fa\u73b0\u6ede\u540e(FLAL)\u3002\u4f5c\u8005\u53d1\u73b0\uff0c\u5bf9\u4e8e\u6bb5\u843d\u7ea7\u522b\u7684\u540c\u58f0\u4f20\u8bd1\u7cfb\u7edf\uff0c\u73b0\u6709\u7684AL\u548cLAAL\u6307\u6807\u5e76\u4e0d\u9002\u7528\uff0cFLAL\u662f\u66f4\u53ef\u9760\u548c\u7a33\u5b9a\u7684\u6307\u6807\u3002\u4f5c\u8005\u8fd8\u8fdb\u884c\u4e86\u7528\u6237\u8c03\u67e5\uff0c\u53d1\u73b0\u7528\u6237\u66f4\u6ce8\u91cd\u7ffb\u8bd1\u8d28\u91cf\u800c\u975e\u5ef6\u8fdf\u3002\u4f5c\u8005\u8ba4\u4e3a\u9700\u8981\u66f4\u7cbe\u7ec6\u7684\u6307\u6807\u6765\u8bc4\u4f30\u957f\u7bc7\u6f14\u8bb2\u7684\u540c\u58f0\u4f20\u8bd1\u7cfb\u7edf\u7684\u5ef6\u8fdf\u3002<\/p>\n
\n
$\"\"$ <\/p>\n
\u8865\u5145\u5b9e\u9a8c<\/strong><\/span><\/p>\n
\n
\u5728\u56db\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u7ed3\u679c\u8868\u660e\uff0cCLASI<\/span>\u5728\u81ea\u52a8\u8bc4\u4f30\u6307\u6807\u4e0a\u8868\u73b0\u4f18\u4e8e\u57fa\u7ebf\u6a21\u578b\u3002\u4f46\u4f5c\u8005\u4e5f\u6307\u51fa\uff0c\u53e5\u5b50\u7ea7\u522b\u7684\u8bc4\u4f30\u53ef\u80fd\u4f1a\u9ad8\u4f30SiST\u7cfb\u7edf\u7684\u6027\u80fd\u3002\u7531\u4e8e\u4eba\u5de5\u8bc4\u4f30\u6210\u672c\u9ad8\u6602\uff0c\u4f5c\u8005\u672a\u80fd\u63d0\u4f9bVIP\u3002<\/p>\n
$\"\"$ <\/p>\n
\n
MM-RAG\u6027\u80fd<\/strong><\/span><\/p>\n
\n
\u68c0\u7d22<\/strong><\/p>\n
\n
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$\"\"$ <\/p>\n
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ICL\u8868\u73b0<\/strong><\/p>\n
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\u258c\u5546\u52a1\u5408\u4f5c<\/span><\/strong><\/span><\/strong><\/span><\/section>\n
\u8bf7\u52a0\u5fae\u4fe1\u201cLingDuTech163\u201d\uff0c\u6216\u516c\u4f17\u53f7\u540e\u53f0\u79c1\u4fe1\u201c\u8054\u7cfb\u65b9\u5f0f\u201d\u3002<\/p>\n
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