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Turbo\u548cClaude 1.3\u4f5c\u4e3a\u4e3b\u8981LLM\uff0c\u5e76\u4f7f\u7528Alpaca-7B\u6216GPT2-Alpaca\u5b8c\u6210\u538b\u7f29\u4efb\u52a1\u3002\u4ed6\u4eec\u5728\u5404\u79cd\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u6d4b\u8bd5\u4e86LLMLingua\uff0c\u5305\u62ec\u7528\u4e8e\u63a8\u7406\u548c\u573a\u666f\u5b66\u4e60\u7684GSM8k\u548cBBH\uff0c\u4ee5\u53ca\u7528\u4e8e\u4f1a\u8bdd\u573a\u666f\u7406\u89e3\u548c\u6458\u8981\u4efb\u52a1\u7684ShareGPT\u548cArxiv-March23\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u5728\u53d1\u5e03\u7684\u4e00\u4efd\u62a5\u544a\u8bf4\uff1a\u201c\u5728\u51e0\u4e4e\u6240\u6709\u7684\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u7684\u65b9\u6cd5\u59cb\u7ec8\u4ee5\u5f88\u5927\u7684\u4f18\u52bf\u4f18\u4e8e\u5148\u524d\u7684\u65b9\u6cd5\u3002\u201d<\/p>\n<p>\u5728GSM8K\u548cBBH\u7684\u63a8\u7406\u548c\u573a\u666f\u5b66\u4e60\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cLLMLingua\u4e0d\u4ec5\u53d6\u5f97\u4e86\u6bd4\u5168\u666f(Full-shot)\u65b9\u6cd5\u66f4\u9ad8\u7684\u7ed3\u679c\uff0c\u800c\u4e14\u83b7\u5f97\u4e865\u500d\u548c3\u500d\u7684\u663e\u8457\u538b\u7f29\u6bd4\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u5199\u9053\uff1a\u201c\u8fd9\u5f88\u597d\u5730\u8bc1\u660e\u4e86\u6211\u4eec\u7684\u538b\u7f29\u63d0\u793a\u6709\u6548\u5730\u4fdd\u7559\u4e86\u539f\u59cb\u63d0\u793a\u4e2d\u5305\u542b\u7684\u63a8\u7406\u4fe1\u606f\u3002\u201d<\/p>\n<p>\u5bf9\u4e8eShareGPT\u548cArxiv-March23\u4e0a\u7684\u573a\u666f\u7406\u89e3\u57fa\u51c6\uff0cLLMLingua\u5c06\u63d0\u793a\u538b\u7f29\u4e869\u500d\u548c3.3\u500d\u3002\u8fd9\u8868\u660eLLMLingua\u5728\u538b\u7f29\u521d\u59cb\u63d0\u793a\u65f6\u4fdd\u7559\u4e86\u5b83\u4eec\u7684\u8bed\u4e49\u5b8c\u6574\u6027\u3002\u6b64\u5916\uff0cLLMLingua\u5728\u51c6\u786e\u6027\u548c\u538b\u7f29\u7a0b\u5ea6\u4e0a\u90fd\u4f18\u4e8e\u5176\u4ed6\u63d0\u793a\u538b\u7f29\u65b9\u6cd5\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5b83\u5728\u539f\u59cb\u63d0\u793a\u7b26\u4e0a\u5b9e\u73b0\u4e86\u9ad8\u8fbe20\u500d\u7684\u538b\u7f29\u3002<\/p>\n<p>\u5c3d\u7ba1\u6d89\u53ca\u591a\u4e2a\u6b65\u9aa4\u548c\u4e24\u4e2a\u6a21\u578b\u7684\u590d\u6742\u6027\uff0cLLMLingua\u8bbe\u6cd5\u5b9e\u73b0\u4e86\u4ece1.7\u52305.7\u500d\u7684\u52a0\u901f\uff0c\u5e76\u4e14\u8ba1\u7b97\u5f00\u9500\u6700\u5c0f\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u603b\u7ed3\u8bf4\uff1a\u201c\u6211\u4eec\u7684\u65b9\u6cd5\u5177\u6709\u91cd\u5927\u7684\u5b9e\u9645\u610f\u4e49\uff0c\u56e0\u4e3a\u5b83\u4e0d\u4ec5\u964d\u4f4e\u4e86\u8ba1\u7b97\u6210\u672c\uff0c\u800c\u4e14\u4e3aLLM\u4e2d\u9002\u5e94\u66f4\u957f\u7684\u573a\u666f\u63d0\u4f9b\u4e86\u4e00\u79cd\u6f5c\u5728\u7684\u89e3\u51b3\u65b9\u6848\u3002\u201d<\/p>\n<p>\u4e3a\u4e86\u4f7fLLMLingua\u5f97\u5230\u66f4\u5e7f\u6cdb\u7684\u91c7\u7528\uff0c\u5fae\u8f6f\u516c\u53f8\u901a\u8fc7\u4e00\u4e2a\u6613\u4e8e\u4f7f\u7528\u7684\u5f00\u6e90\u5e93\u63d0\u4f9b\u4e86LLMLingua\u3002\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e2a\u5e93\u5c06LLMLingua\u96c6\u6210\u5230\u4ed6\u4eec\u81ea\u5df1\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002<\/p>\n<p>\u539f\u6587\u6807\u9898\uff1aReduce the costs of GPT-4 with prompt compression\uff0c\u4f5c\u8005\uff1aBen Dickson<\/p>\n<p>\u94fe\u63a5\uff1ahttps:\/\/bdtechtalks.com\/2023\/12\/20\/llmlingua-prompt-compression\/\u3002<\/p>\n<p>\u60f3\u4e86\u89e3\u66f4\u591aAIGC\u7684\u5185\u5bb9\uff0c\u8bf7\u8bbf\u95ee\uff1a<\/p>\n<p>51CTO AI.x\u793e\u533a<\/p>\n<p>https:\/\/www.51cto.com\/aigc\/<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_21331\" class=\"pvc_stats total_only  \" data-element-id=\"21331\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 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