{"id":1081440,"date":"2024-08-30T01:50:00","date_gmt":"2024-08-30T08:50:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&#038;p=1081440"},"modified":"2024-09-24T23:56:28","modified_gmt":"2024-09-25T06:56:28","slug":"wavecoder","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/wavecoder\/","title":{"rendered":"\u4ee3\u7801\u6458\u8981\u3001\u751f\u6210\u3001\u7ffb\u8bd1\u3001\u4fee\u590d\u5168\u8986\u76d6&#8230; WaveCoder\u5f00\u542f\u4ee3\u7801\u667a\u80fd\u65b0\u7bc7\u7ae0"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1a\u5de5\u7a0b\u4e0e\u57fa\u7840\u67b6\u6784\u7ec4<\/em><\/p>\n\n\n\n<p>\u7f16\u8005\u6309\uff1a\u4ee3\u7801\u5927\u8bed\u8a00\u6a21\u578b\uff08Code LLMs\uff09\u4f5c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u7f16\u7a0b\u9886\u57df\u7ed3\u5408\u7684\u4ea7\u7269\uff0c\u53ef\u4ee5\u901a\u8fc7\u81ea\u52a8\u751f\u6210\u548c\u8865\u5168\u4ee3\u7801\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u5b9e\u73b0\u529f\u80fd\u3002\u4f46\u76ee\u524d\u9488\u5bf9\u4ee3\u7801\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6307\u4ee4\u5fae\u8c03\u65b9\u6cd5\u4e3b\u8981\u96c6\u4e2d\u5728\u4f20\u7edf\u7684\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4e0a\uff0c\u5ffd\u7565\u4e86\u6a21\u578b\u5728\u5904\u7406\u590d\u6742\u591a\u4efb\u52a1\u573a\u666f\u4e2d\u7684\u8868\u73b0\u3002\u4e3a\u6b64\uff0c\u6765\u81ea\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5f00\u53d1\u4e86 WaveCoder \u6a21\u578b\uff0c\u5176\u4f7f\u7528\u5305\u542b19,915\u4e2a\u6307\u4ee4\u3001\u6db5\u76d64\u4e2a\u4ee3\u7801\u4efb\u52a1\u7684\u6570\u636e\u96c6 CodeSeaXDataset \u8fdb\u884c\u8bad\u7ec3\uff0c\u5728\u4ee3\u7801\u6458\u8981\u3001\u751f\u6210\u3001\u7ffb\u8bd1\u3001\u4fee\u590d\u7b49\u591a\u4e2a\u4ee3\u7801\u4efb\u52a1\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\uff0c\u5177\u6709\u66f4\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\u3002\u8fd1\u671f\uff0cWaveCoder\u4e5f\u5df2\u5f00\u6e90\uff0c\u5e0c\u671b\u53ef\u4ee5\u6210\u4e3a\u5f00\u53d1\u8005\u7f16\u7a0b\u4e4b\u65c5\u4e2d\u7684\u5f97\u529b\u4f19\u4f34\uff01<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u7f16\u7a0b\u7684\u7ed3\u5408\u6b63\u5728\u5f00\u542f\u7f16\u7a0b\u9886\u57df\u7684\u65b0\u7bc7\u7ae0\u3002\u5728\u8fc7\u53bb\u4e00\u5e74\u4e2d\uff0c\u57fa\u4e8e\u4ee3\u7801\u751f\u6210\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5907\u53d7\u77a9\u76ee\uff0c\u4ee3\u7801\u5927\u8bed\u8a00\u6a21\u578b\uff08Code LLMs\uff09\u4e0d\u4ec5\u80fd\u591f\u81ea\u52a8\u751f\u6210\u548c\u8865\u5168\u4ee3\u7801\uff0c\u8fd8\u80fd\u4fee\u590d\u9519\u8bef\u3001\u8fdb\u884c\u4ee3\u7801\u4f18\u5316\uff0c\u65e0\u7591\u4ee5\u66f4\u9ad8\u7684\u6548\u7387\u7ed9\u7f16\u7a0b\u9886\u57df\u5e26\u6765\u4e86\u6df1\u8fdc\u5f71\u54cd\u3002<\/p>\n\n\n\n<p>\u4ee3\u7801\u5927\u6a21\u578b\u901a\u8fc7\u5728\u4ee3\u7801\u6570\u636e\u96c6\u4e0a\u7684\u9884\u8bad\u7ec3\u548c\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u5fae\u8c03\uff0c\u5df2\u7ecf\u80fd\u591f\u7406\u89e3\u7528\u6237\u7684\u95ee\u9898\u5e76\u751f\u6210\u76f8\u5e94\u7684\u89e3\u51b3\u65b9\u6848\u4ee3\u7801\u3002\u7136\u800c\uff0c\u5728\u5904\u7406\u591a\u6837\u5316\u7f16\u7a0b\u4efb\u52a1\u65f6\uff0c\u73b0\u6709\u7684\u4ee3\u7801\u5927\u6a21\u578b\u4ecd\u7136\u5b58\u5728\u7740\u96be\u4ee5\u7406\u89e3\u7cbe\u786e\u3001\u5e7f\u6cdb\u7684\u7406\u89e3\u6307\u4ee4\uff0c\u751f\u6210\u7684\u4ee3\u7801\u8d28\u91cf\u4e0d\u4f73\u7b49\u95ee\u9898\u3002\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 WaveCoder\uff0c\u901a\u8fc7\u6307\u4ee4\u4f18\u5316\u589e\u5f3a\u4ee3\u7801\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5e7f\u6cdb\u6027\u548c\u591a\u529f\u80fd\u6027\u3002<\/p>\n\n\n\n<p>WaveCoder: Widespread And Versatile Enhancement For Code Large Language Models By Instruction Tuning<\/p>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2312.14187\">https:\/\/arxiv.org\/pdf\/2312.14187<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>GitHub\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/WaveCoder\">https:\/\/github.com\/microsoft\/WaveCoder<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u4e3a\u4e86\u4f7f\u6a21\u578b\u80fd\u591f\u5904\u7406\u590d\u6742\u7684\u4ee3\u7801\u4efb\u52a1\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u63d0\u51fa\u4e86\u4e00\u5957\u4ee5\u5f00\u6e90\u4ee3\u7801\u4e3a\u57fa\u7840\u7684\u6570\u636e\u5408\u6210\u6846\u67b6\uff0c\u80fd\u591f\u4e3a\u7279\u5b9a\u7684\u7f16\u7a0b\u4efb\u52a1\u751f\u6210\u9ad8\u8d28\u91cf\u4e14\u591a\u6837\u5316\u7684\u6307\u4ee4\u6570\u636e\u3002\u901a\u8fc7\u8fd9\u4e00\u6846\u67b6\uff0c\u7814\u7a76\u5458\u4eec\u6210\u529f\u6784\u5efa\u4e86\u4e00\u4e2a\u5168\u9762\u800c\u591a\u6837\u7684\u7f16\u7a0b\u6570\u636e\u96c6 CodeSeaXDataset\u3002CodeSeaXDataset \u6c47\u96c6\u4e86\u4ece\u5f00\u6e90\u9879\u76ee\u4e2d\u7cbe\u9009\u7684\u7f16\u7a0b\u95ee\u9898\u53ca\u5176\u89e3\u51b3\u65b9\u6848\uff0c\u4e0d\u4ec5\u5305\u542b\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\uff0c\u8fd8\u6db5\u76d6\u4e86\u5e7f\u6cdb\u7684\u4efb\u52a1\u7c7b\u578b\u3002<\/p>\n\n\n\n<p>CodeSeaXDataset \u6570\u636e\u96c6\u6c47\u96c6\u4e8619,915\u6761\u7ecf\u8fc7\u4e25\u683c\u7b5b\u9009\u7684\u6307\u4ee4\u5b9e\u4f8b\uff0c\u5305\u542b\u7f16\u7a0b\u9886\u57df\u7684\u5e7f\u6cdb\u4e3b\u9898\u3002\u8fd9\u4e2a\u6570\u636e\u96c6\u7684\u9ad8\u8d28\u91cf\u548c\u591a\u6837\u6027\u4e3a WaveCoder \u5728\u4ee3\u7801\u6458\u8981\u3001\u751f\u6210\u3001\u7ffb\u8bd1\u548c\u4fee\u590d\u7b49\u591a\u4e2a\u7f16\u7a0b\u4efb\u52a1\u4e0a\u7684\u8bad\u7ec3\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u652f\u6491\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"979\" height=\"186\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-1.png\" alt=\"CodeSeaXDataset \u4e2d\u5404\u79cd\u4ee3\u7801\u76f8\u5173\u4efb\u52a1\u7684\u8be6\u7ec6\u7ec6\u8282\" class=\"wp-image-1081455\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-1.png 979w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-1-300x57.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-1-768x146.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-1-240x46.png 240w\" sizes=\"auto, (max-width: 979px) 100vw, 979px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1aCodeSeaXDataset \u4e2d\u5404\u79cd\u4ee3\u7801\u76f8\u5173\u4efb\u52a1\u7684\u8be6\u7ec6\u7ec6\u8282<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u8ba4\u4e3a\uff0c\u9ad8\u8d28\u91cf\u3001\u591a\u6837\u7684\u6570\u636e\u662f\u63d0\u5347\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6027\u80fd\u7684\u6838\u5fc3\u8981\u7d20\u3002CodeSeaXDataset \u6570\u636e\u96c6\u7684\u4e30\u5bcc\u5185\u5bb9\u80fd\u4f7f WaveCoder \u6df1\u5165\u7406\u89e3\u591a\u4efb\u52a1\u573a\u666f\u4e0b\u7684\u7528\u6237\u6307\u4ee4\uff0c\u4ece\u800c\u5728\u5404\u79cd\u7f16\u7a0b\u6311\u6218\u4e2d\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u6027\u80fd\u3002\u6b64\u5916\uff0c\u8be5\u6570\u636e\u96c6\u7684\u591a\u6837\u6027\u4e5f\u4fc3\u8fdb\u4e86\u6a21\u578b\u5bf9\u4e0d\u540c\u7f16\u7a0b\u60c5\u5883\u7684\u9002\u5e94\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u591f\u7075\u6d3b\u5e94\u5bf9\u5404\u79cd\u7f16\u7a0b\u9700\u6c42\u3002\u901a\u8fc7\u8fd9\u6837\u7684\u6570\u636e\u57fa\u7840\uff0cWaveCoder \u80fd\u591f\u63d0\u9ad8\u5904\u7406\u4e0d\u540c\u4ee3\u7801\u76f8\u5173\u6307\u4ee4\u7684\u51c6\u786e\u6027\u548c\u6548\u7387\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"997\" height=\"500\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-2.png\" alt=\"WaveCoder \u7684\u6574\u4f53\u6d41\u7a0b\" class=\"wp-image-1081458\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-2.png 997w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-2-300x150.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-2-768x385.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-2-240x120.png 240w\" sizes=\"auto, (max-width: 997px) 100vw, 997px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aWaveCoder \u7684\u6574\u4f53\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u521b\u65b0\u578b\u6307\u4ee4\u6570\u636e\u751f\u6210\u7b56\u7565\">\u521b\u65b0\u578b\u6307\u4ee4\u6570\u636e\u751f\u6210\u7b56\u7565<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u663e\u5f0f\u63a7\u5236\u6570\u636e\u7684\u591a\u6837\u6027\u548c\u8d28\u91cf\uff0cWaveCoder \u91c7\u7528\u4e86\u4e00\u79cd\u4e24\u9636\u6bb5\u7684\u6307\u4ee4\u6570\u636e\u751f\u6210\u7b56\u7565\u3002\u9996\u5148\uff0c\u7814\u7a76\u5458\u4eec\u5bf9\u6d77\u91cf\u4ee3\u7801\u6570\u636e\u8fdb\u884c\u521d\u6b65\u7b5b\u9009\uff0c\u53bb\u9664\u6389\u5176\u4e2d\u8d28\u91cf\u4e0d\u4f73\u7684\u6837\u672c\uff0c\u4fdd\u8bc1\u4ee3\u7801\u6570\u636e\u7684\u57fa\u672c\u8d28\u91cf\u3002\u7136\u540e\uff0c\u7814\u7a76\u5458\u4eec\u5229\u7528 KCenterGreedy \u805a\u7c7b\u65b9\u6cd5\uff0c\u8fdb\u4e00\u6b65\u4f18\u5316\u4e86\u6570\u636e\u96c6\u7684\u7ed3\u6784\uff0c\u4fdd\u7559\u4e86\u4ee3\u7801\u7684\u591a\u6837\u6027\uff0c\u8fd9\u4e9b\u5b9e\u4f8b\u80fd\u591f\u5168\u9762\u8986\u76d6\u7f16\u7a0b\u8bed\u8a00\u7684\u5404\u79cd\u5e94\u7528\u573a\u666f\uff0c\u4fdd\u8bc1\u4e86\u6570\u636e\u96c6\u7684\u9ad8\u6548\u6027\u548c\u5b9e\u7528\u6027\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347\u6570\u636e\u8d28\u91cf\uff0cWaveCoder \u8fd8\u5f15\u5165\u4e86\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u751f\u6210\u5668-\u5224\u522b\u5668\u6846\u67b6\u3002\u5728\u8fd9\u4e00\u6846\u67b6\u4e2d\uff0c\u539f\u59cb\u4ee3\u7801\u7247\u6bb5\u88ab\u8f93\u5165\u751f\u6210\u5668\u4ee5\u751f\u6210\u65b0\u7684\u6307\u4ee4\u6570\u636e\uff0c\u518d\u7531\u5224\u522b\u5668\u8fdb\u884c\u8d28\u91cf\u8bc4\u4f30\uff0c\u4fdd\u8bc1\u6bcf\u4e00\u6761\u751f\u6210\u7684\u6307\u4ee4\u6570\u636e\u90fd\u7b26\u5408\u9ad8\u6807\u51c6\u7684\u8d28\u91cf\u8981\u6c42\u3002\u751f\u6210\u5668\u548c\u5224\u522b\u5668\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u5f62\u6210\u4e86\u4e00\u4e2a\u52a8\u6001\u7684\u6570\u636e\u751f\u6210\u548c\u4f18\u5316\u5faa\u73af\uff0c\u4f7f\u5f97\u6570\u636e\u751f\u6210\u8fc7\u7a0b\u80fd\u591f\u4ece\u6b63\u786e\u7684\u793a\u4f8b\u548c\u9519\u8bef\u7684\u793a\u4f8b\u4e2d\u5b66\u4e60\uff0c\u4ece\u800c\u63d0\u5347\u751f\u6210\u6570\u636e\u7684\u8d28\u91cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"998\" height=\"319\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-3.png\" alt=\"WaveCoder \u4e2d\u57fa\u4e8e LLMs \u7684\u751f\u6210\u5668-\u9274\u522b\u5668\u6846\u67b6\" class=\"wp-image-1081461\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-3.png 998w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-3-300x96.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-3-768x245.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-3-240x77.png 240w\" sizes=\"auto, (max-width: 998px) 100vw, 998px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aWaveCoder \u4e2d\u57fa\u4e8e LLMs \u7684\u751f\u6210\u5668-\u9274\u522b\u5668\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u79cd\u521b\u65b0\u7684\u6570\u636e\u751f\u6210\u7b56\u7565\uff0cWaveCoder \u5728\u591a\u4efb\u52a1\u5b66\u4e60\u4e2d\u5c55\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u7a33\u5b9a\u6027\u548c\u53ef\u9760\u6027\u3002\u65e0\u8bba\u662f\u4ee3\u7801\u6458\u8981\u3001\u751f\u6210\u3001\u7ffb\u8bd1\u8fd8\u662f\u4fee\u590d\u4efb\u52a1\uff0c\u6a21\u578b\u90fd\u80fd\u591f\u63d0\u4f9b\u51c6\u786e\u3001\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"wavecoder\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u4f18\u5f02\">WaveCoder\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u4f18\u5f02<\/h2>\n\n\n\n<p>\u5728\u4e00\u7cfb\u5217\u4ee3\u7801\u76f8\u5173\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u5982 HumanEval\u3001MBPP \u548c HumanEvalPack \u4e2d\uff0cWaveCoder \u90fd\u8868\u73b0\u51fa\u5176\u5728\u591a\u4efb\u52a1\u7f16\u7a0b\u573a\u666f\u4e2d\u7684\u5de8\u5927\u6f5c\u529b\u548c\u5353\u8d8a\u6027\u80fd\u3002\u8fd9\u4e9b\u6d4b\u8bd5\u662f\u8bc4\u4f30\u7f16\u7a0b\u8bed\u8a00\u5904\u7406\u6a21\u578b\u80fd\u529b\u7684\u91cd\u8981\u6807\u51c6\uff0c\u6db5\u76d6\u4e86\u4ee3\u7801\u751f\u6210\u3001\u7406\u89e3\u548c\u4fee\u590d\u7b49\u591a\u4e2a\u65b9\u9762\u3002<\/p>\n\n\n\n<p>\u7279\u522b\u662f WaveCoder \u7684\u4e24\u4e2a\u9ad8\u7ea7\u7248\u672c\uff0cWaveCoder-Pro-6.7B \u548c WaveCoder-Ultra-6.7B\uff0c\u5728\u8fd9\u4e9b\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u591a\u4e2a\u4ee3\u7801\u76f8\u5173\u4efb\u52a1\u4e0a\u5747\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6210\u679c\u3002\u5b83\u4eec\u4e0d\u4ec5\u5728\u4f20\u7edf\u7684\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u8fd8\u5728\u66f4\u590d\u6742\u7684\u7f16\u7a0b\u6311\u6218\u4e2d\uff0c\u5982\u4ee3\u7801\u6458\u8981\u548c\u4fee\u590d\u4efb\u52a1\uff0c\u4e5f\u6709\u6781\u9ad8\u7684\u51c6\u786e\u6027\u548c\u6548\u7387\u3002WaveCoder \u5728\u6570\u636e\u5408\u6210\u4e0a\u7684\u521b\u65b0\u548c\u4f18\u5316\uff0c\u662f\u83b7\u5f97\u8fd9\u4e9b\u4f18\u5f02\u8868\u73b0\u7684\u5173\u952e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"999\" height=\"775\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-4.png\" alt=\"WaveCoder \u5728\u4ee3\u7801\u751f\u6210\u57fa\u51c6 HumanEval \u548c MBPP \u4e0a\u7684\u8868\u73b0\" class=\"wp-image-1081464\" style=\"width:738px;height:auto\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-4.png 999w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-4-300x233.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-4-768x596.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-4-232x180.png 232w\" sizes=\"auto, (max-width: 999px) 100vw, 999px\" \/><figcaption class=\"wp-element-caption\">\u88682\uff1aWaveCoder \u5728\u4ee3\u7801\u751f\u6210\u57fa\u51c6 HumanEval \u548c MBPP \u4e0a\u7684\u8868\u73b0<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"351\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-5-1024x351.png\" alt=\"WaveCoder \u5728\u4ee3\u7801\u4fee\u590d\u57fa\u51c6 HumanEvalFix\uff08\u5de6\uff09\u548c\u4ee3\u7801\u603b\u7ed3\u4efb\u52a1 HumanEvalExplain \uff08\u53f3\uff09\u4e0a\u7684\u8868\u73b0\" class=\"wp-image-1081467\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-5-1024x351.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-5-300x103.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-5-768x263.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-5-1536x526.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-5-2048x701.png 2048w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-5-240x82.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88683\uff1aWaveCoder \u5728\u4ee3\u7801\u4fee\u590d\u57fa\u51c6 HumanEvalFix\uff08\u5de6\uff09\u548c\u4ee3\u7801\u603b\u7ed3\u4efb\u52a1 HumanEvalExplain \uff08\u53f3\uff09\u4e0a\u7684\u8868\u73b0<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u5728\u6570\u636e\u79d1\u5b66\u76f8\u5173\u7684\u4ee3\u7801\u8bc4\u6d4b\u57fa\u51c6 DS-1000 \u4e2d\uff0cWaveCoder \u5728\u4e00\u4f17\u8d85\u7ea7\u5927\u6a21\u578b\u5bf9\u6bd4\u4e2d\u4e5f\u80fd\u8868\u73b0\u5f97\u6bd4\u8f83\u51fa\u8272\uff0c\u8fd9\u8bf4\u660e\u4e86\u5f00\u6e90\u4ee3\u7801\u5728\u6570\u636e\u5408\u6210\u4e2d\u7684\u6f5c\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"578\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-6-1024x578.png\" alt=\"DS-1000 Arena Leaderboard\" class=\"wp-image-1081470\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-6-1024x578.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-6-300x169.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-6-768x433.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-6-1536x867.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-6-2048x1155.png 2048w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-6-240x135.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-6-640x360.png 640w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88684\uff1aDS-1000 Arena Leaderboard<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u9ad8\u53ef\u9760\u6027\u548c\u6709\u6548\u6027-\u5f00\u542f\u4ee3\u7801\u667a\u80fd\u65b0\u7bc7\u7ae0\">\u9ad8\u53ef\u9760\u6027\u548c\u6709\u6548\u6027\uff0c\u5f00\u542f\u4ee3\u7801\u667a\u80fd\u65b0\u7bc7\u7ae0<\/h2>\n\n\n\n<p>\u5728\u63a2\u7a76 WaveCoder \u6027\u80fd\u7684\u591a\u7ef4\u5ea6\u5f71\u54cd\u56e0\u7d20\u65f6\uff0c\u4e3a\u4e86\u786e\u4fdd\u7814\u7a76\u7ed3\u679c\u7684\u53ef\u9760\u6027\u4e0e\u8bc4\u4f30\u7684\u516c\u6b63\u6027\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u5bf9\u6240\u4f7f\u7528\u7684\u6570\u636e\u96c6\u8fdb\u884c\u4e86\u6570\u636e\u6cc4\u9732\u5206\u6790\u3002\u8fd9\u4e00\u8fc7\u7a0b\u5305\u62ec\u4e86\u5bf9\u6570\u636e\u96c6\u7684\u5168\u9762\u5ba1\u67e5\uff0c\u4ee5\u8bc6\u522b\u5e76\u89e3\u51b3\u4efb\u4f55\u53ef\u80fd\u5f71\u54cd\u8bc4\u4f30\u7ed3\u679c\u7684\u6f5c\u5728\u95ee\u9898\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\uff0c\u7814\u7a76\u5458\u4eec\u6392\u9664\u4e86\u6570\u636e\u6cc4\u9732\u5bf9\u7814\u7a76\u7ed3\u8bba\u7684\u5e72\u6270\uff0c\u53ef\u4ee5\u786e\u4fdd\u7814\u7a76\u7684\u4e25\u8c28\u6027\u548c\u7ed3\u8bba\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"393\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-7-1024x393.png\" alt=\"\u6570\u636e\u6cc4\u9732\u5206\u6790\" class=\"wp-image-1081473\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-7-1024x393.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-7-300x115.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-7-768x295.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-7-1536x589.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-7-2048x786.png 2048w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/wavecoder-7-240x92.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u6570\u636e\u6cc4\u9732\u5206\u6790<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>WaveCoder \u5728\u672a\u6765\u4f1a\u5229\u7528\u66f4\u5e7f\u6cdb\u7684\u6570\u636e\u96c6\u8fdb\u4e00\u6b65\u5b9e\u73b0\u80fd\u529b\u7684\u6269\u5c55\u548c\u589e\u5f3a\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u5c06\u6db5\u76d6\u66f4\u591a\u7684\u7f16\u7a0b\u8bed\u8a00\u3001\u6846\u67b6\u548c\u5e93\uff0c\u4ee5\u53ca\u66f4\u591a\u6837\u5316\u7684\u7f16\u7a0b\u573a\u666f\u548c\u95ee\u9898\uff0c\u4ece\u800c\u4f7f WaveCoder \u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u548c\u9002\u5e94\u4e0d\u540c\u7684\u7f16\u7a0b\u9700\u6c42\u3002<\/p>\n\n\n\n<p>WaveCoder \u89e3\u9501\u4e86\u7f16\u7a0b\u9886\u57df\u7684\u65b0\u6f5c\u80fd\uff0c\u4e5f\u5f00\u542f\u4e86\u4ee3\u7801\u667a\u80fd\u7684\u65b0\u7bc7\u7ae0\u3002\u901a\u8fc7\u63d0\u4f9b\u66f4\u52a0\u667a\u80fd\u7684\u7f16\u7a0b\u8f85\u52a9\uff0cWaveCoder 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