{"id":1073010,"date":"2023-11-15T04:11:00","date_gmt":"2023-11-15T12:11:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1073010"},"modified":"2024-09-25T03:49:29","modified_gmt":"2024-09-25T10:49:29","slug":"new-arrival-in-research-4","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-4\/","title":{"rendered":"\u79d1\u7814\u4e0a\u65b0 | \u8bed\u8a00-\u97f3\u4e50\u5bf9\u6bd4\u9884\u8bad\u7ec3\uff1b\u67e5\u627e\u8868\u5b9e\u73b0\u7684\u795e\u7ecf\u7f51\u7edc\u63a8\u7406\uff1b\u5927\u6a21\u578b\u65f6\u4ee3\u91cd\u65b0\u5b9a\u4e49\u641c\u7d22\u6846\u67b6"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u6c47\u805a\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u7684\u521b\u65b0\u6210\u679c\u4e0e\u79d1\u7814\u52a8\u6001\u3002\u5728\u8fd9\u91cc\uff0c\u4f60\u53ef\u4ee5\u5feb\u901f\u6d4f\u89c8\u7814\u7a76\u9662\u7684\u4eae\u70b9\u8d44\u8baf\uff0c\u4fdd\u6301\u5bf9\u524d\u6cbf\u9886\u57df\u7684\u654f\u9510\u55c5\u89c9\uff0c\u540c\u65f6\u4e5f\u80fd\u627e\u5230\u5148\u8fdb\u5b9e\u7528\u7684\u5f00\u6e90\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u672c\u671f\u5185\u5bb9\u901f\u89c8<\/p>\n\n\n\n<p>01. CLaMP: \u9762\u5411\u97f3\u4e50\u4fe1\u606f\u68c0\u7d22\u7684\u8bed\u8a00-\u97f3\u4e50\u5bf9\u6bd4\u9884\u8bad\u7ec3<br>02. LUT-NN: \u901a\u8fc7\u67e5\u627e\u8868\u5b9e\u73b0\u7684\u9ad8\u6548\u795e\u7ecf\u7f51\u7edc\u63a8\u7406<br>03. Large Search Model: \u5728\u5927\u6a21\u578b\u65f6\u4ee3\u91cd\u5b9a\u4e49\u641c\u7d22\u6846\u67b6<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u9876\u4f1a\u805a\u7126\">\u9876\u4f1a\u805a\u7126<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research1\">CLaMP: \u9762\u5411\u97f3\u4e50\u4fe1\u606f\u68c0\u7d22\u7684\u8bed\u8a00-\u97f3\u4e50\u5bf9\u6bd4\u9884\u8bad\u7ec3<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"641\" height=\"193\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-1.png\" alt=\"paper screenshot\" class=\"wp-image-1073013\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-1.png 641w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-1-300x90.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-1-240x72.png 240w\" sizes=\"auto, (max-width: 641px) 100vw, 641px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2304.11029<\/p>\n\n\n\n<p>\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/ai-muzic.github.io\/clamp\/<\/p>\n\n\n\n<p>\u7b26\u53f7\u97f3\u4e50\u4fe1\u606f\u68c0\u7d22\u662f\u5904\u7406\u57fa\u4e8e\u7b26\u53f7\u8868\u793a\uff08\u5982\u8c31\u9762\u6216 MIDI \u6587\u4ef6\uff09\u7684\u97f3\u4e50\u7684\u81ea\u52a8\u5206\u6790\u548c\u68c0\u7d22\u9886\u57df\u3002\u7531\u4e8e\u6df1\u5ea6\u5b66\u4e60\u80fd\u591f\u4ece\u5927\u578b\u6570\u636e\u96c6\u4e2d\u63d0\u53d6\u590d\u6742\u548c\u62bd\u8c61\u7684\u97f3\u4e50\u7279\u5f81\uff0c\u56e0\u6b64\u5728\u7b26\u53f7\u97f3\u4e50\u4fe1\u606f\u68c0\u7d22\u4e2d\u53d8\u5f97\u8d8a\u6765\u8d8a\u6d41\u884c\u3002\u4f46\u5927\u591a\u6570\u5e26\u6807\u7b7e\u7684\u7b26\u53f7\u97f3\u4e50\u6570\u636e\u96c6\u90fd\u89c4\u6a21\u8f83\u5c0f\uff0c\u83b7\u53d6\u8db3\u591f\u7684\u5e26\u6807\u7b7e\u6570\u636e\u53ef\u80fd\u65e2\u6602\u8d35\u53c8\u8017\u65f6\u3002\u800c\u8bed\u4e49\u641c\u7d22\u548c\u96f6\u6837\u672c\u5206\u7c7b\u6280\u672f\u53ef\u4ee5\u7528\u6765\u68c0\u7d22\u548c\u6807\u8bb0\u5927\u91cf\u672a\u6807\u8bb0\u7684\u6570\u636e\u3002\u8fd9\u4e9b\u6280\u672f\u5c06\u53ef\u4ee5\u8ba9\u4f7f\u7528\u8005\u80fd\u591f\u901a\u8fc7\u7ed9\u5b9a\u7684\u5f00\u653e\u9886\u57df\u67e5\u8be2\uff08\u4f8b\u5982\uff0c\u201c\u5feb\u8282\u594f\u7684\u6b22\u5feb\u97f3\u4e50\u201d\uff09\u641c\u7d22\u97f3\u4e50\uff0c\u6216\u8005\u6839\u636e\u5b9a\u5236\u6807\u7b7e\u81ea\u52a8\u8bc6\u522b\u97f3\u4e50\u7279\u5f81\uff0c\u4e14\u65e0\u9700\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u82e5\u60f3\u5b9e\u73b0\u7b26\u53f7\u97f3\u4e50\u7684\u8bed\u4e49\u641c\u7d22\u548c\u96f6\u6837\u672c\u5206\u7c7b\uff0c\u5c31\u9700\u8981\u5efa\u7acb\u97f3\u4e50\u548c\u8bed\u8a00\u4e4b\u95f4\u7684\u8054\u7cfb\u3002\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 CLaMP\uff1a\u5bf9\u6bd4\u8bed\u8a00-\u97f3\u4e50\u9884\u8bad\u7ec3\uff0c\u901a\u8fc7\u4f7f\u7528\u4e0e\u5bf9\u6bd4\u635f\u5931\u4e00\u8d77\u8bad\u7ec3\u7684\u6587\u672c\u7f16\u7801\u5668\u548c\u97f3\u4e50\u7f16\u7801\u5668\uff0c\u6765\u5b66\u4e60\u81ea\u7136\u8bed\u8a00\u548c\u7b26\u53f7\u97f3\u4e50\u4e4b\u95f4\u7684\u4ea4\u53c9\u6a21\u6001\u8868\u793a\u3002\u4e3a\u4e86\u9884\u8bad\u7ec3 CLaMP\uff0c\u8fd9\u4e00\u7814\u7a76\u6536\u96c6\u4e86\u4e00\u4e2a\u5305\u542b140\u4e07\u4e2a\u97f3\u4e50-\u6587\u672c\u5bf9\u7684\u5927\u578b\u6570\u636e\u96c6\u3002\u5b83\u91c7\u7528\u6587\u672c\u4e22\u5931\u4f5c\u4e3a\u6570\u636e\u589e\u5f3a\u6280\u672f\uff0c\u5e76\u4f7f\u7528\u5c0f\u8282\u5206\u5757\u6280\u672f\u6765\u6709\u6548\u8868\u793a\u97f3\u4e50\u6570\u636e\uff0c\u5c06\u5e8f\u5217\u957f\u5ea6\u7f29\u77ed\u5230\u5c0f\u4e8e10%\u3002\u6b64\u5916\uff0c\u8be5\u7814\u7a76\u8fd8\u63d0\u51fa\u4e86\u4e00\u4e2a\u63a9\u7801\u97f3\u4e50\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u76ee\u6807\uff0c\u4ee5\u589e\u5f3a\u97f3\u4e50\u7f16\u7801\u5668\u5bf9\u97f3\u4e50\u4e0a\u4e0b\u6587\u548c\u7ed3\u6784\u7684\u7406\u89e3\u3002<\/p>\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=\"305\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-2-1024x305.png\" alt=\"\u56fe1\uff1aCLaMP \u6267\u884c\u8de8\u6a21\u6001\u7b26\u53f7\u97f3\u4e50\u4fe1\u606f\u68c0\u7d22\u4efb\u52a1\u7684\u8fc7\u7a0b\uff0c\u5305\u62ec\u8bed\u4e49\u641c\u7d22\u548c\u96f6\u6837\u672c\u5206\u7c7b\uff0c\u800c\u65e0\u9700\u7279\u5b9a\u4efb\u52a1\u7684\u8bad\u7ec3\u6570\u636e\" class=\"wp-image-1073016\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-2-1024x305.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-2-300x89.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-2-768x229.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-2-240x71.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-2.png 1269w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aCLaMP \u6267\u884c\u8de8\u6a21\u6001\u7b26\u53f7\u97f3\u4e50\u4fe1\u606f\u68c0\u7d22\u4efb\u52a1\u7684\u8fc7\u7a0b\uff0c\u5305\u62ec\u8bed\u4e49\u641c\u7d22\u548c\u96f6\u6837\u672c\u5206\u7c7b\uff0c\u800c\u65e0\u9700\u7279\u5b9a\u4efb\u52a1\u7684\u8bad\u7ec3\u6570\u636e<\/figcaption><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u8868\u660e\uff0cCLaMP \u6574\u5408\u6587\u672c\u4fe1\u606f\uff0c\u5b9e\u73b0\u4e86\u7b26\u53f7\u97f3\u4e50\u7684\u8bed\u4e49\u641c\u7d22\u548c\u96f6\u6837\u672c\u5206\u7c7b\uff0c\u8d85\u8d8a\u4e86\u5148\u524d\u6a21\u578b\u7684\u80fd\u529b\u3002\u4e0e\u9700\u8981\u5fae\u8c03\u7684\u76ee\u524d\u6700\u5148\u8fdb\u7684\u6a21\u578b\u76f8\u6bd4\uff0c\u96f6\u6837\u672c\u7684 CLaMP \u5728\u4ee5\u4e50\u8c31\u4e3a\u5bfc\u5411\u7684\u6570\u636e\u96c6\u4e0a\u5c55\u793a\u51fa\u4e86\u4e0e\u4e4b\u76f8\u5f53\u6216\u66f4\u4f18\u8d8a\u7684\u6027\u80fd\u3002\u8be5\u8bba\u6587\u5df2\u88ab ISMIR 2023 \u63a5\u6536\uff0c\u5e76\u8363\u83b7\u6700\u4f73\u5b66\u751f\u8bba\u6587\u5956\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"845\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-3-1024x845.png\" alt=\"\u56fe2\uff1a\u57fa\u4e8e BLIP \u751f\u6210\u6807\u9898\u7684\u56fe\u50cf\u63a8\u8350\u97f3\u4e50\u7684\u7ed3\u679c\" class=\"wp-image-1073019\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-3-1024x845.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-3-300x247.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-3-768x633.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-3-218x180.png 218w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-3.png 1267w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a\u57fa\u4e8e BLIP \u751f\u6210\u6807\u9898\u7684\u56fe\u50cf\u63a8\u8350\u97f3\u4e50\u7684\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research2\">LUT-NN: \u901a\u8fc7\u67e5\u627e\u8868\u5b9e\u73b0\u7684\u9ad8\u6548\u795e\u7ecf\u7f51\u7edc\u63a8\u7406<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"511\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-4-1024x511.png\" alt=\"paper screenshot\" class=\"wp-image-1073022\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-4-1024x511.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-4-300x150.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-4-768x383.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-4-1536x767.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-4-2048x1022.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-4-240x120.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/dl.acm.org\/doi\/10.1145\/3570361.3613285<\/p>\n\n\n\n<p>\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/github.com\/lutnn<\/p>\n\n\n\n<p>\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u63a8\u7406\u9762\u4e34\u7740\u5f20\u91cf\u8ba1\u7b97\u7684\u9ad8\u786c\u4ef6\u5f00\u9500\uff0c\u4ee5\u53ca\u5f20\u91cf\u7b97\u5b50\u5f00\u53d1\u7684\u9ad8\u4eba\u529b\u6210\u672c\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u521b\u65b0\u5730\u63d0\u51fa\u4e86 LUT-NN \u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u63a8\u7406\u7cfb\u7edf\u3002\u5982\u56fe\u6240\u793a\uff0cLUT-NN \u53ef\u4ee5\u5c06\u7f51\u7edc\u63a8\u7406\u4e2d\u7684\u7ebf\u6027\u8ba1\u7b97\u7b97\u5b50\u8f6c\u5316\u4e3a\u67e5\u8868\u64cd\u4f5c\uff0c\u4ece\u800c\u7701\u53bb\u4e86\u7b97\u5b50\u8ba1\u7b97\u548c\u5b9e\u73b0\u7684\u6210\u672c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"894\" height=\"787\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-5.jpg\" alt=\"\u56fe3: LUT-NN \u6a21\u578b\u8f6c\u6362\u793a\u4f8b\" class=\"wp-image-1073025\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-5.jpg 894w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-5-300x264.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-5-768x676.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-5-204x180.jpg 204w\" sizes=\"auto, (max-width: 894px) 100vw, 894px\" \/><figcaption class=\"wp-element-caption\">\u56fe3: LUT-NN \u6a21\u578b\u8f6c\u6362\u793a\u4f8b<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u4e3a\u5b9e\u73b0\u67e5\u8868\uff0c\u7814\u7a76\u5458\u4eec\u4ece\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6bcf\u5c42\u7684\u8ba1\u7b97\u51fa\u53d1\u3002DNN \u6a21\u578b\u7684\u6bcf\u4e00\u5c42\u901a\u5e38\u662f\u5c06\u8f93\u5165\u7279\u5f81\u8f6c\u6362\u4e3a\u66f4\u9ad8\u7ea7\u522b\u7684\u7279\u5f81\u3002\u5373\u4f7f\u662f\u4e0d\u540c\u7684\u8f93\u5165\u6570\u636e\uff0cDNN \u6a21\u578b\u4e2d\u6bcf\u4e00\u5c42\u7684\u7279\u5f81\u4e5f\u5b58\u5728\u7740\u8bed\u4e49\u4e0a\u7684\u76f8\u4f3c\u6027\u3002LUT-NN \u901a\u8fc7\u5b66\u4e60\u6bcf\u4e2a\u7ebf\u6027\u8ba1\u7b97\u7b97\u5b50\u7684\u5178\u578b\u7279\u5f81\uff08\u79f0\u4e3a\u4e2d\u5fc3\u70b9 \u201ccentroid\u201d\uff09\uff0c\u9884\u5148\u8ba1\u7b97\u8fd9\u4e9b\u7279\u5f81\u7684\u7ed3\u679c\u6765\u4f5c\u4e3a\u67e5\u627e\u8868\uff08Look-up Tables, LUT\uff09\u3002\u5728\u63a8\u7406\u65f6\uff0cLUT-NN \u53ef\u4ee5\u76f4\u63a5\u4ece\u67e5\u627e\u8868\u4e2d\u8bfb\u53d6\u4e0e\u8f93\u5165\u7279\u5f81\u6700\u63a5\u8fd1\u4e2d\u5fc3\u70b9\u7684\u8ba1\u7b97\u7ed3\u679c\uff0c\u4f5c\u4e3a\u8be5\u7b97\u5b50\u7684\u8fd1\u4f3c\u8f93\u51fa\u3002\u4e3a\u4e86\u63d0\u9ad8 LUT-NN \u7684\u51c6\u786e\u6027\uff0cLUT-NN \u8fd8\u91c7\u7528\u4e86\u53ef\u5fae\u4e2d\u5fc3\u70b9\u5b66\u4e60\uff08differentiable centroid learnings\uff09\u6280\u672f\u3002\u901a\u8fc7\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u53cd\u5411\u4f20\u64ad\uff0cLUT-NN \u53ef\u4ee5\u901a\u8fc7\u8c03\u6574\u4e2d\u5fc3\u70b9\uff0c\u6700\u5c0f\u5316 LUT-NN \u6a21\u578b\u7684\u7cbe\u5ea6\u635f\u5931\u3002\u6b64\u5916\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u4f18\u5316\u4e86 LUT-NN \u7684\u63a8\u7406\u6267\u884c\uff0c\u901a\u8fc7\u63d0\u5347\u5e76\u884c\u6027\u3001\u51cf\u5c11\u5185\u5b58\u8bbf\u95ee\u3001\u5145\u5206\u5229\u7528\u5df2\u6709\u7684\u786c\u4ef6\u52a0\u901f\u6307\u4ee4\u7b49\u65b9\u5f0f\u63d0\u5347\u4e86\u6a21\u578b\u7684\u63a8\u7406\u6027\u80fd\u3002<\/p>\n\n\n\n<p>LUT-NN \u5728\u5305\u62ec\u56fe\u50cf\u8bc6\u522b\u3001\u8bed\u97f3\u8bc6\u522b\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u591a\u79cd\u9886\u57df\u7684\u4efb\u52a1\u4e0a\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u4e0e\u4f20\u7edf\u65b9\u6cd5\u76f8\u6bd4\uff0cLUT-NN \u5728\u4fdd\u6301\u76f8\u4f3c\u7684\u6a21\u578b\u51c6\u786e\u5ea6\u7684\u540c\u65f6\uff0c\u663e\u8457\u51cf\u5c11\u4e86\u5404\u9879\u63a8\u7406\u6210\u672c\u3002\u5176\u4e2d\uff1a\u6d6e\u70b9\u8fd0\u7b97 FLOPs \u6700\u591a\u51cf\u5c11\u52301\/16\uff0c\u6a21\u578b\u5927\u5c0f\u6700\u591a\u51cf\u5c11\u52301\/7\uff0c\u5ef6\u8fdf\u6700\u591a\u51cf\u5c11\u52301\/6.8\uff0c\u5185\u5b58\u6700\u591a\u51cf\u5c11\u52301\/6.5\uff0c\u529f\u8017\u6700\u591a\u51cf\u5c11\u523041.7%\u3002LUT-NN \u9996\u6b21\u4f7f\u7528\u4e86\u67e5\u627e\u8868\u6765\u7b80\u5316DNN\u63a8\u7406\u8fc7\u7a0b\uff0c\u5e76\u4e14\u901a\u8fc7\u53ef\u5fae\u4e2d\u5fc3\u70b9\u7684\u65b9\u5f0f\u964d\u4f4e\u4e86\u6a21\u578b\u8bad\u7ec3\u6210\u672c\uff0c\u540c\u65f6\u8fd8\u4fdd\u6301\u4e86\u6a21\u578b\u7684\u51c6\u786e\u5ea6\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e3a\u79fb\u52a8\u8bbe\u5907\u4e0a\u7684 DNN \u63a8\u7406\u63d0\u4f9b\u4e86\u4e00\u79cd\u65b0\u7684\u3001\u6548\u7387\u66f4\u9ad8\u7684\u89e3\u51b3\u65b9\u6848\u3002\u8be5\u8bba\u6587\u5df2\u88ab MobiCom 2023 \u5927\u4f1a\u63a5\u53d7\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"arxiv\u7cbe\u9009\">arXiv\u7cbe\u9009<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research3\">Large Search Model: \u5728\u5927\u6a21\u578b\u65f6\u4ee3\u91cd\u5b9a\u4e49\u641c\u7d22\u6846\u67b6<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"643\" height=\"174\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-6.png\" alt=\"paper screenshot\" class=\"wp-image-1073028\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-6.png 643w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-6-300x81.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-6-240x65.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-6-640x174.png 640w\" sizes=\"auto, (max-width: 643px) 100vw, 643px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2310.14587.pdf<\/p>\n\n\n\n<p>\u641c\u7d22\u5f15\u64ce\u662f\u5341\u5206\u91cd\u8981\u7684\u4fe1\u606f\u83b7\u53d6\u5de5\u5177\u3002\u5f53\u4ee3\u641c\u7d22\u5f15\u64ce\u5305\u542b\u4e00\u7cfb\u5217\u4e0d\u540c\u7684\u6a21\u5757\uff0c\u5305\u62ec\u67e5\u8be2\uff08query\uff09\u7406\u89e3\u3001\u68c0\u7d22\u3001\u591a\u7ea7\u6392\u5e8f\u548c\u95ee\u7b54\u7b49\u3002\u4f46\u8fd9\u4e9b\u6a21\u5757\u5f80\u5f80\u662f\u72ec\u7acb\u4f18\u5316\u548c\u90e8\u7f72\u7684\uff0c\u7f3a\u5c11\u7aef\u5230\u7aef\u7684\u8bad\u7ec3\u6765\u4f18\u5316\u6574\u4f53\u7684\u641c\u7d22\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p>\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u79f0\u4e3a\u201c\u5927\u578b\u641c\u7d22\u6a21\u578b\u201d\uff08Large Search Model\uff09\u7684\u65b0\u641c\u7d22\u6982\u5ff5\u6846\u67b6\uff0c\u5c06\u4e0d\u540c\u7684\u641c\u7d22\u6a21\u5757\u7edf\u4e00\u6210\u4e00\u4e2a\u7528\u4e8e\u641c\u7d22\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002\u5728\u8fd9\u4e2a\u6846\u67b6\u4e0b\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u5404\u79cd\u641c\u7d22\u6a21\u5757\u90fd\u8f6c\u5316\u4e3a\u81ea\u56de\u5f52\u4efb\u52a1\uff0c\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5f3a\u5927\u7684\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\uff0c\u5728\u7b80\u5316\u590d\u6742\u641c\u7d22\u6a21\u5757\u7684\u540c\u65f6\u63d0\u4f9b\u66f4\u597d\u7684\u641c\u7d22\u7ed3\u679c\u3002<\/p>\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=\"405\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-7-1024x405.png\" alt=\"\u56fe4\uff1aLarge Search Model \u6846\u67b6\u793a\u610f\u56fe\" class=\"wp-image-1073031\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-7-1024x405.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-7-300x119.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-7-768x304.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-7-240x95.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-7.png 1043w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aLarge Search Model \u6846\u67b6\u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u4f20\u7edf\u641c\u7d22\u5f15\u64ce\u4e2d\uff0c\u68c0\u7d22\u6a21\u5757\u8d1f\u8d23\u6839\u636e\u7528\u6237\u67e5\u8be2\u4ece\u6d77\u91cf\u6587\u6863\u4e2d\u8fd4\u56de\u6570\u5343\u76f8\u5173\u6587\u6863\uff0c\u518d\u901a\u8fc7\u591a\u4e2a\u4e0d\u540c\u7684\u6392\u5e8f\u6a21\u5757\u9010\u6b65\u4ece\u6570\u5343\u6587\u6863\u4e2d\u7b5b\u9009\u51fa\u6700\u76f8\u5173\u7684\u6570\u4e2a\u6587\u6863\uff0c\u6700\u540e\u57fa\u4e8e\u6700\u76f8\u5173\u7684\u6587\u6863\u8fdb\u884c\u6458\u8981\u62bd\u53d6\u548c\u95ee\u7b54\u7b49\u52a8\u4f5c\uff0c\u4ece\u800c\u751f\u6210\u641c\u7d22\u5f15\u64ce\u7ed3\u679c\u9875\u9762\uff08SERP\uff09\u3002\u800c\u5728\u65b0\u7684 Large Search Model \u6846\u67b6\u4e2d\uff0c\u5219\u662f\u4f7f\u7528\u4e00\u4e2a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u4e00\u4e2a\u7edf\u4e00\u7684\u641c\u7d22\u6a21\u578b\uff0c\u5c06\u68c0\u7d22\u8fd4\u56de\u7684\u6570\u5343\u6587\u6863\u540c\u65f6\u4f5c\u4e3a\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u5165\uff0c\u7136\u540e\u76f4\u63a5\u8f93\u51fa\u6574\u4e2aSERP\uff0c\u5305\u62ec\u6392\u5e8f\u5217\u8868\u3001\u6458\u8981\u3001\u95ee\u7b54\u7ed3\u679c\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u6b64\u76ee\u6807\uff0c\u7814\u7a76\u5458\u4eec\u8ba4\u4e3a Large Search Model \u5e94\u8be5\u5177\u6709\u7edf\u4e00\u5efa\u6a21\u591a\u79cd\u68c0\u7d22\u4efb\u52a1\u7684\u80fd\u529b\u3001\u901a\u8fc7\u63d0\u793a\u8bcd\u8fdb\u884c\u5b9a\u5236\u7684\u80fd\u529b\u3001\u957f\u6587\u672c\u5efa\u6a21\u80fd\u529b\u548c\u591a\u6a21\u6001\u5904\u7406\u80fd\u529b\u3002\u6b64\u5916\uff0c\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u6548\u7387\u3001\u5e7b\u89c9\u548c\u4e00\u81f4\u6027\u4e5f\u662f\u5b9e\u9645\u4e2d\u9700\u8981\u8003\u8651\u7684\u95ee\u9898\u3002\u7814\u7a76\u5458\u4eec\u5728 MS-MARCO \u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u521d\u6b65\u7684\u5b9e\u9a8c\u3002\u68c0\u7d22\u7ed3\u679c\u6392\u5e8f\uff08\u88681\uff09\u548c\u7ed3\u679c\u751f\u6210\uff08\u88682\uff09\u7684\u5b9e\u9a8c\uff0c\u90fd\u53d6\u5f97\u4e86\u4f18\u4e8e\u57fa\u7ebf\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"883\" height=\"183\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-8.png\" alt=\"\u88681\uff1a\u5217\u8868\u6392\u5e8f\u7684\u521d\u6b65\u5b9e\u9a8c\u7ed3\u679c\" class=\"wp-image-1073034\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-8.png 883w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-8-300x62.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-8-768x159.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-8-240x50.png 240w\" sizes=\"auto, (max-width: 883px) 100vw, 883px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1a\u5217\u8868\u6392\u5e8f\u7684\u521d\u6b65\u5b9e\u9a8c\u7ed3\u679c<\/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=\"498\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-9-1024x498.png\" alt=\"\u88682\uff1a\u7b54\u6848\u6458\u8981\u751f\u6210\u7ed3\u679c\u793a\u4f8b\" class=\"wp-image-1073037\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-9-1024x498.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-9-300x146.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-9-768x373.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-9-240x117.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-4-9.png 1072w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88682\uff1a\u7b54\u6848\u6458\u8981\u751f\u6210\u7ed3\u679c\u793a\u4f8b<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u672a\u6765\uff0c\u7814\u7a76\u5458\u4eec\u5e0c\u671b\u80fd\u5728\u66f4\u5927\u89c4\u6a21\u7684\u771f\u5b9e\u573a\u666f\u4e0b\u8fdb\u884c\u5b9e\u9a8c\uff0c\u5e76\u4e3a\u641c\u7d22\u5f15\u64ce\u7684\u7814\u7a76\u63d0\u4f9b\u4e00\u79cd\u65b0\u7684\u601d\u8def\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u6c47\u805a\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u7684\u521b\u65b0\u6210\u679c\u4e0e\u79d1\u7814\u52a8\u6001\u3002\u5728\u8fd9\u91cc\uff0c\u4f60\u53ef\u4ee5\u5feb\u901f\u6d4f\u89c8\u7814\u7a76\u9662\u7684\u4eae\u70b9\u8d44\u8baf\uff0c\u4fdd\u6301\u5bf9\u524d\u6cbf\u9886\u57df\u7684\u654f\u9510\u55c5\u89c9\uff0c\u540c\u65f6\u4e5f\u80fd\u627e\u5230\u5148\u8fdb\u5b9e\u7528\u7684\u5f00\u6e90\u5de5\u5177\u3002 \u672c\u671f\u5185\u5bb9\u901f\u89c8 01. CLaMP: \u9762\u5411\u97f3\u4e50\u4fe1\u606f\u68c0\u7d22\u7684\u8bed\u8a00-\u97f3\u4e50\u5bf9\u6bd4\u9884\u8bad\u7ec302. LUT-NN: \u901a\u8fc7\u67e5\u627e\u8868\u5b9e\u73b0\u7684\u9ad8\u6548\u795e\u7ecf\u7f51\u7edc\u63a8\u740603. 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\u6587\u4ef6\uff09\u7684\u97f3\u4e50\u7684\u81ea\u52a8\u5206\u6790\u548c\u68c0\u7d22\u9886\u57df\u3002\u7531\u4e8e\u6df1\u5ea6\u5b66\u4e60\u80fd\u591f\u4ece\u5927\u578b\u6570\u636e\u96c6\u4e2d\u63d0\u53d6\u590d\u6742\u548c\u62bd\u8c61\u7684\u97f3\u4e50\u7279\u5f81\uff0c\u56e0\u6b64\u5728\u7b26\u53f7\u97f3\u4e50\u4fe1\u606f\u68c0\u7d22\u4e2d\u53d8\u5f97\u8d8a\u6765\u8d8a\u6d41\u884c\u3002\u4f46\u5927\u591a\u6570\u5e26\u6807\u7b7e\u7684\u7b26\u53f7\u97f3\u4e50\u6570\u636e\u96c6\u90fd\u89c4\u6a21\u8f83\u5c0f\uff0c\u83b7\u53d6\u8db3\u591f\u7684\u5e26\u6807\u7b7e\u6570\u636e\u53ef\u80fd\u65e2\u6602\u8d35\u53c8\u8017\u65f6\u3002\u800c\u8bed\u4e49\u641c\u7d22\u548c\u96f6\u6837\u672c\u5206\u7c7b\u6280\u672f\u53ef\u4ee5\u7528\u6765\u68c0\u7d22\u548c\u6807\u8bb0\u5927\u91cf\u672a\u6807\u8bb0\u7684\u6570\u636e\u3002\u8fd9\u4e9b\u6280\u672f\u5c06\u53ef\u4ee5\u8ba9\u4f7f\u7528\u8005\u80fd\u591f\u901a\u8fc7\u7ed9\u5b9a\u7684\u5f00\u653e\u9886\u57df\u67e5\u8be2\uff08\u4f8b\u5982\uff0c\u201c\u5feb\u8282\u594f\u7684\u6b22\u5feb\u97f3\u4e50\u201d\uff09\u641c\u7d22\u97f3\u4e50\uff0c\u6216\u8005\u6839\u636e\u5b9a\u5236\u6807\u7b7e\u81ea\u52a8\u8bc6\u522b\u97f3\u4e50\u7279\u5f81\uff0c\u4e14\u65e0\u9700\u8bad\u7ec3\u6570\u636e\u3002 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