{"id":5312,"date":"2024-12-13T11:45:23","date_gmt":"2024-12-13T03:45:23","guid":{"rendered":"https:\/\/nullthought.net\/?p=5312"},"modified":"2024-12-13T11:47:20","modified_gmt":"2024-12-13T03:47:20","slug":"bmojo%e6%96%b0%e6%9e%b6%e6%9e%84%ef%bc%9a%e9%80%9a%e8%bf%87%e5%8a%a8%e6%80%81%e6%95%b4%e5%90%88%e5%bd%a2%e8%b1%a1%e8%ae%b0%e5%bf%86%e4%b8%8e%e6%b8%90%e5%8f%98%e8%ae%b0%e5%bf%86%ef%bc%8c%e5%85%8b","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5312","title":{"rendered":"B&#8217;MOJO\u65b0\u67b6\u6784\uff1a\u901a\u8fc7\u52a8\u6001\u6574\u5408\u5f62\u8c61\u8bb0\u5fc6\u4e0e\u6e10\u53d8\u8bb0\u5fc6\uff0c\u514b\u670d\u73b0\u6709\u6a21\u578b\u5728\u8bb0\u5fc6\u7ba1\u7406\u548c\u957f\u5e8f\u5217\u5efa\u6a21\u4e0a\u7684\u5c40\u9650\u6027"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/www.amazon.science\/publications\/bmojo-hybrid-state-space-realizations-of-foundation-models-with-eidetic-and-fading-memory\" target=\"_blank\" rel=\"noreferrer noopener\">B&#8217;MOJO: Hybrid State Space Realizations of Foundation Models with Eidetic and Fading Memory<\/a><\/strong>\u63d0\u51fa\u4e86\u65b0\u67b6\u6784<strong>B&#8217;MOJO<\/strong>\uff0c\u8be5\u67b6\u6784\u901a\u8fc7\u52a8\u6001\u6574\u5408\u5f62\u8c61\u8bb0\u5fc6\u4e0e\u6e10\u53d8\u8bb0\u5fc6\uff0c\u514b\u670d\u4e86\u73b0\u6709\u6a21\u578b\u5728\u8bb0\u5fc6\u7ba1\u7406\u548c\u957f\u5e8f\u5217\u5efa\u6a21\u4e0a\u7684\u5c40\u9650\u6027\u3002\u5176\u521b\u65b0\u9009\u62e9\u673a\u5236\u548c\u6a21\u5757\u5316\u8bbe\u8ba1\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u5728\u4fdd\u6301\u9ad8\u6548\u8ba1\u7b97\u7684\u540c\u65f6\u5b9e\u73b0\u52a8\u6001\u8bb0\u5fc6\u7ba1\u7406\u3002\u65e0\u8bba\u5728\u5408\u6210\u4efb\u52a1\u3001\u8bed\u8a00\u5efa\u6a21\u8fd8\u662f\u957f\u5e8f\u5217\u63a8\u7406\u4efb\u52a1\u4e0a\uff0cB&#8217;MOJO\u90fd\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u6027\u80fd\u548c\u6269\u5c55\u80fd\u529b\uff0c\u4e3a\u6df7\u5408\u8bb0\u5fc6\u6a21\u578b\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u65b0\u65b9\u5411\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aLuca Zancato, Arjun Seshadri, Yonatan Dukler, Aditya Golatkar, Yantao Shen, Ben Bowman, Matthew Trager, Alessandro Achille, Stefano Soatto\uff0c\u5747\u6765\u81eaAWS AI Labs\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"553\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-13-1024x553.png\" alt=\"\" class=\"wp-image-5313\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-13-1024x553.png 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-13-300x162.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-13-768x415.png 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-13.png 1090w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/assets.amazon.science\/6a\/46\/29da966b4161a7dcb7dc459beb16\/bmojo-hybrid-state-space-realizations-of-foundation-models-with-eidetic-and-fading-memory.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">B&#8217;MOJO: Hybrid State Space Realizations of Foundation Models with Eidetic and Fading Memory<\/a><\/strong><br>Credit: AWS AI Labs<\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u3001\u80cc\u666f\u4e0e\u95ee\u9898<\/h4>\n\n\n\n<p>\u5728\u673a\u5668\u5b66\u4e60\u9886\u57df\uff0c\u6a21\u578b\u901a\u5e38\u4ee5\u4e24\u79cd\u65b9\u5f0f\u8fdb\u884c\u6570\u636e\u8868\u793a\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5f62\u8c61\u5f0f\uff08Eidetic\uff09\u8bb0\u5fc6<\/strong>\uff1a\u6570\u636e\u901a\u8fc7\u53d8\u538b\u5668\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u88ab\u76f4\u63a5\u5b58\u50a8\uff0c\u8fd9\u79cd\u8bb0\u5fc6\u867d\u7136\u53ef\u4ee5\u7cbe\u786e\u4fdd\u7559\u6570\u636e\uff0c\u4f46\u53d7\u5230\u7a97\u53e3\u957f\u5ea6\u7684\u9650\u5236\uff0c\u65e0\u6cd5\u6269\u5c55\u5230\u957f\u5e8f\u5217\u6570\u636e\u4e2d\u3002<\/li>\n\n\n\n<li><strong>\u6e10\u53d8\u5f0f\uff08Fading\uff09\u8bb0\u5fc6<\/strong>\uff1a\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff08SSM\uff09\u901a\u8fc7\u9012\u5f52\u5b58\u50a8\u4fe1\u606f\uff0c\u8fd9\u79cd\u8bb0\u5fc6\u7ed3\u6784\u5bf9\u957f\u5e8f\u5217\u66f4\u53cb\u597d\uff0c\u4f46\u7531\u4e8e\u8bb0\u5fc6\u662f\u538b\u7f29\u548c\u9012\u51cf\u7684\uff0c\u56e0\u6b64\u53ef\u80fd\u4e22\u5931\u5173\u952e\u7ec6\u8282\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u73b0\u6709\u67b6\u6784\u7684\u5c40\u9650\u6027\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53d8\u538b\u5668\u4e0a\u4e0b\u6587\u957f\u5ea6\u53d7\u9650\uff0c\u5bfc\u81f4\u6a21\u578b\u5bf9\u8fdc\u7a0b\u4f9d\u8d56\u4fe1\u606f\u7684\u6355\u83b7\u80fd\u529b\u4e0d\u8db3\u3002<\/li>\n\n\n\n<li>\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u7684\u8bb0\u5fc6\u5448\u73b0\u6e10\u53d8\u7279\u6027\uff0c\u4fe1\u606f\u53ef\u80fd\u56e0\u65f6\u95f4\u63a8\u79fb\u800c\u9010\u6e10\u4e22\u5931\uff0c\u96be\u4ee5\u5b9e\u73b0\u7cbe\u786e\u7684\u957f\u5e8f\u5217\u56de\u5fc6\u3002<\/li>\n\n\n\n<li>\u6df7\u5408\u6a21\u578b\u5c1d\u8bd5\u7ed3\u5408\u4e0a\u8ff0\u4e24\u79cd\u8bb0\u5fc6\u673a\u5236\uff0c\u4f46\u7f3a\u4e4f\u7075\u6d3b\u6027\uff0c\u65e0\u6cd5\u52a8\u6001\u8c03\u6574\u4e24\u79cd\u8bb0\u5fc6\u7684\u6743\u91cd\u6216\u6269\u5c55\u5f62\u8c61\u8bb0\u5fc6\u7684\u8303\u56f4\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u56e0\u6b64\uff0c\u9700\u8981\u4e00\u79cd\u65b0\u7684\u67b6\u6784\uff0c\u80fd\u591f\u5728\u4fdd\u6301\u9ad8\u6548\u8ba1\u7b97\u7684\u540c\u65f6\uff0c\u52a8\u6001\u5730\u6574\u5408\u77ed\u671f\u548c\u957f\u671f\u8bb0\u5fc6\uff0c\u5e76\u6709\u6548\u5904\u7406\u5e8f\u5217\u8d85\u51fa\u8bad\u7ec3\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001\u6a21\u578b\u67b6\u6784\u4e0e\u521b\u65b0<\/h4>\n\n\n\n<p>B&#8217;MOJO \u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u6df7\u5408\u72b6\u6001\u7a7a\u95f4\u6a21\u578b<\/strong>\uff0c\u901a\u8fc7\u521b\u65b0\u7684\u8bb0\u5fc6\u7ba1\u7406\u673a\u5236\uff0c\u5c06<strong>\u5f62\u8c61\u8bb0\u5fc6<\/strong>\u548c<strong>\u6e10\u53d8\u8bb0\u5fc6<\/strong>\u7ed3\u5408\u5728\u4e00\u8d77\u3002\u4ee5\u4e0b\u662f\u5176\u6838\u5fc3\u8bbe\u8ba1\uff1a<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">1. <strong>\u6838\u5fc3\u521b\u65b0\u673a\u5236\uff1a\u521b\u65b0\u9009\u62e9\uff08Innovation Selection\uff09<\/strong><\/h5>\n\n\n\n<p>\u521b\u65b0\u9009\u62e9\u673a\u5236\u7684\u7075\u611f\u6765\u6e90\u4e8eLZW\u538b\u7f29\u7b97\u6cd5\uff0c\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u5b9e\u73b0\u5bf9\u8f93\u5165\u7684\u7b5b\u9009\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u9884\u6d4b\u8bef\u5dee\u8861\u91cf<\/strong>\uff1a\u6a21\u578b\u4f7f\u7528\u6e10\u53d8\u8bb0\u5fc6\u5bf9\u5f53\u524d\u8f93\u5165\u8fdb\u884c\u9884\u6d4b\uff0c\u8ba1\u7b97\u9884\u6d4b\u8bef\u5dee\uff08Innovation\uff09\u3002<\/li>\n\n\n\n<li><strong>\u91cd\u8981\u6027\u5224\u65ad<\/strong>\uff1a\u5982\u679c\u67d0\u4e2a\u8f93\u5165\u7684\u9884\u6d4b\u8bef\u5dee\u8f83\u9ad8\uff0c\u8bf4\u660e\u5176\u4fe1\u606f\u8f83\u4e3a\u5173\u952e\uff0c\u6a21\u578b\u5c06\u5176\u4fdd\u5b58\u5728\u5f62\u8c61\u8bb0\u5fc6\u4e2d\u3002<\/li>\n\n\n\n<li><strong>\u8bb0\u5fc6\u52a8\u6001\u66f4\u65b0<\/strong>\uff1a\u5f62\u8c61\u8bb0\u5fc6\u7684\u5927\u5c0f\u7406\u8bba\u4e0a\u53ef\u4ee5\u65e0\u9650\u589e\u957f\uff0c\u4f46\u53d7\u786c\u4ef6\u7ea6\u675f\u53ef\u5b9e\u73b0\u6709\u6548\u7684\u8fd1\u4f3c\u68c0\u7d22\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8fd9\u4e00\u673a\u5236\u786e\u4fdd\u4e86\u8fdc\u7a0b\u7684\u5173\u952e\u8f93\u5165\u4e0d\u4f1a\u56e0\u4e3a\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u6ed1\u52a8\u6216\u6e10\u53d8\u8bb0\u5fc6\u7684\u538b\u7f29\u800c\u88ab\u9057\u5fd8\uff0c\u540c\u65f6\u907f\u514d\u4e86\u5b58\u50a8\u6240\u6709\u8f93\u5165\u7684\u9ad8\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2. <strong>\u53cc\u8bb0\u5fc6\u67b6\u6784\uff1a\u5f62\u8c61\u8bb0\u5fc6\u4e0e\u6e10\u53d8\u8bb0\u5fc6<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f62\u8c61\u8bb0\u5fc6\uff08Eidetic Memory\uff09<\/strong>\uff1a\u4ee5\u76f4\u63a5\u5b58\u50a8\u7684\u5f62\u5f0f\u4fdd\u5b58\u8fd1\u671f\u7684\u5173\u952e\u8f93\u5165\uff0c\u53ef\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\uff08Sliding Window Attention\uff09\u76f4\u63a5\u8bbf\u95ee\u3002<\/li>\n\n\n\n<li><strong>\u6e10\u53d8\u8bb0\u5fc6\uff08Fading Memory\uff09<\/strong>\uff1a\u7531\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u5b9e\u73b0\uff0c\u4fdd\u5b58\u8fdc\u671f\u7684\u7edf\u8ba1\u4fe1\u606f\uff0c\u5bb9\u91cf\u56fa\u5b9a\u4f46\u53ef\u9ad8\u6548\u538b\u7f29\u5386\u53f2\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e24\u79cd\u8bb0\u5fc6\u7684\u7ed3\u5408\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u540c\u65f6\u6355\u83b7\u8fd1\u671f\u7684\u8be6\u7ec6\u4fe1\u606f\u548c\u957f\u65f6\u95f4\u8de8\u5ea6\u7684\u62bd\u8c61\u7279\u5f81\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">3. <strong>\u9ad8\u6548\u5b9e\u73b0\u65b9\u5f0f<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5206\u5757\u6ed1\u52a8\u7a97\u53e3\uff08Chunked Sliding Window\uff09<\/strong>\uff1a\u5c06\u5e8f\u5217\u5206\u4e3a\u56fa\u5b9a\u957f\u5ea6\u7684\u5757\uff0c\u6bcf\u4e2a\u5757\u5728\u5904\u7406\u65f6\u603b\u7ed3\u4e4b\u524d\u7684\u6e10\u53d8\u548c\u5f62\u8c61\u8bb0\u5fc6\uff0c\u4ece\u800c\u51cf\u5c11\u8ba1\u7b97\u590d\u6742\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u5e76\u884c\u8ba1\u7b97\u4f18\u5316<\/strong>\uff1a\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u91c7\u7528\u5e76\u884c\u6ed1\u52a8\u7a97\u53e3\u65b9\u6cd5\uff0c\u540c\u65f6\u5229\u7528\u786c\u4ef6\u4f18\u5316\u52a0\u901f\u72b6\u6001\u66f4\u65b0\u548c\u6ce8\u610f\u529b\u8ba1\u7b97\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e09\u3001\u7406\u8bba\u57fa\u7840\u4e0e\u6a21\u5757\u8bbe\u8ba1<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">1. <strong>\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff08SSM\uff09<\/strong><\/h5>\n\n\n\n<p>\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u901a\u8fc7\u9012\u5f52\u516c\u5f0f\u66f4\u65b0\u72b6\u6001\u5411\u91cf\uff0c\u4ece\u800c\u5bf9\u8f93\u5165\u5e8f\u5217\u8fdb\u884c\u5efa\u6a21\uff1axt+1=A(ut)xt+B(ut)utx_{t+1} = A(u_t)x_t + B(u_t)u_txt+1\u200b=A(ut\u200b)xt\u200b+B(ut\u200b)ut\u200b<\/p>\n\n\n\n<p>\u5176\u4e2d\uff0cA(ut)A(u_t)A(ut\u200b) \u548c B(ut)B(u_t)B(ut\u200b) \u662f\u52a8\u6001\u72b6\u6001\u66f4\u65b0\u77e9\u9635\uff0c\u5206\u522b\u51b3\u5b9a\u5f53\u524d\u72b6\u6001\u548c\u8f93\u5165\u5bf9\u4e0b\u4e00\u4e2a\u72b6\u6001\u7684\u5f71\u54cd\u3002SSM\u4ee5\u6e10\u53d8\u8bb0\u5fc6\u7684\u5f62\u5f0f\u4fdd\u5b58\u8fdc\u7a0b\u4fe1\u606f\uff0c\u4f46\u7531\u4e8e\u72b6\u6001\u7ef4\u5ea6\u56fa\u5b9a\uff0c\u53ef\u80fd\u5bfc\u81f4\u8bb0\u5fc6\u4fe1\u606f\u4e22\u5931\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2. <strong>\u521b\u65b0\u9009\u62e9\u7b97\u6cd5<\/strong><\/h5>\n\n\n\n<p>\u521b\u65b0\u9009\u62e9\u673a\u5236\u7c7b\u4f3c\u4e8e\u4fe1\u606f\u538b\u7f29\uff0c\u901a\u8fc7\u6d4b\u91cf\u9884\u6d4b\u8bef\u5dee\u5224\u65ad\u8f93\u5165\u7684\u91cd\u8981\u6027\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53\u9884\u6d4b\u8bef\u5dee\u8d85\u8fc7\u67d0\u4e00\u9608\u503c\u65f6\uff0c\u5c06\u5bf9\u5e94\u7684\u8f93\u5165\u5b58\u50a8\u5230\u5f62\u8c61\u8bb0\u5fc6\u4e2d\u3002<\/li>\n\n\n\n<li>\u5b58\u50a8\u7684\u8f93\u5165\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u76f4\u63a5\u53c2\u4e0e\u5f53\u524d\u7684\u9884\u6d4b\uff0c\u4ece\u800c\u63d0\u9ad8\u6a21\u578b\u5bf9\u5173\u952e\u4fe1\u606f\u7684\u5229\u7528\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3. <strong>\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\u673a\u5236<\/strong><\/h5>\n\n\n\n<p>\u6ed1\u52a8\u7a97\u53e3\u673a\u5236\u5c06\u5f62\u8c61\u8bb0\u5fc6\u548c\u6e10\u53d8\u8bb0\u5fc6\u6574\u5408\u5230\u4e00\u8d77\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u4e8e\u6700\u8fd1\u7684\u8f93\u5165\uff0c\u76f4\u63a5\u4f7f\u7528\u5f62\u8c61\u8bb0\u5fc6\u4e2d\u7684\u672a\u538b\u7f29\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u8f83\u8fdc\u7684\u8f93\u5165\uff0c\u4f7f\u7528\u6e10\u53d8\u8bb0\u5fc6\u4e2d\u7684\u538b\u7f29\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>\u6700\u7ec8\u8f93\u51fa\u662f\u57fa\u4e8e\u5f53\u524d\u7a97\u53e3\u548c\u5386\u53f2\u8bb0\u5fc6\u7684\u7efc\u5408\u7ed3\u679c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e00\u673a\u5236\u5141\u8bb8\u6a21\u578b\u52a8\u6001\u8c03\u6574\u8bb0\u5fc6\u7684\u8303\u56f4\u548c\u6743\u91cd\uff0c\u9002\u5e94\u4e0d\u540c\u4efb\u52a1\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u56db\u3001\u5b9e\u9a8c\u4e0e\u7ed3\u679c\u5206\u6790<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">1. <strong>\u591a\u67e5\u8be2\u5173\u8054\u53ec\u56de\u4efb\u52a1\uff08MQAR\uff09<\/strong><\/h5>\n\n\n\n<p>MQAR\u4efb\u52a1\u8981\u6c42\u6a21\u578b\u51c6\u786e\u8bb0\u5fc6\u548c\u56de\u5fc6\u8d85\u8fc7\u4e0a\u4e0b\u6587\u957f\u5ea6\u8303\u56f4\u7684\u4fe1\u606f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>B&#8217;MOJO\u5728\u76f8\u540c\u53c2\u6570\u89c4\u6a21\u4e0b\uff0c\u53ec\u56de\u7387\u663e\u8457\u9ad8\u4e8e\u4f20\u7edfSSM\u548c\u6df7\u5408\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u589e\u52a0\u5f62\u8c61\u8bb0\u5fc6\u7684\u5bb9\u91cf\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u53ec\u56de\u80fd\u529b\uff0c\u8868\u73b0\u51fa\u6781\u9ad8\u7684\u8bb0\u5fc6\u6548\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">2. <strong>\u8bed\u8a00\u5efa\u6a21\u4efb\u52a1<\/strong><\/h5>\n\n\n\n<p>B&#8217;MOJO\u5728\u4e2d\u7b49\u89c4\u6a21\u8bed\u8a00\u5efa\u6a21\u4efb\u52a1\uff08\u53c2\u6570\u89c4\u6a211.4B\uff09\u4e2d\u53d6\u5f97\u4ee5\u4e0b\u6210\u679c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bad\u7ec3\u6548\u7387<\/strong>\uff1a\u6bd4Mamba\u548cMistral\u5feb15%\uff0c\u4e0e\u53d8\u538b\u5668\u6a21\u578b\u76f8\u6bd4\u5b9e\u73b0\u66f4\u4f18\u7684\u5e76\u884c\u6548\u7387\u3002<\/li>\n\n\n\n<li><strong>\u56f0\u60d1\u5ea6<\/strong>\uff1a\u4e0e\u53d8\u538b\u5668\u6a21\u578b\u76f8\u5f53\uff0c\u4f18\u4e8e\u73b0\u6709\u7684SSM\u548c\u6df7\u5408\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3. <strong>\u957f\u5e8f\u5217\u63a8\u7406<\/strong><\/h5>\n\n\n\n<p>\u5728PG-19\u7b49\u957f\u5e8f\u5217\u6570\u636e\u96c6\u4e0a\u7684\u6d4b\u8bd5\u7ed3\u679c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>B&#8217;MOJO\u5c55\u793a\u4e86\u663e\u8457\u7684\u957f\u5ea6\u6cdb\u5316\u80fd\u529b\uff0c\u5728\u6d4b\u8bd5\u957f\u5ea6\u4e3a\u8bad\u7ec3\u957f\u5ea64\u500d\uff0832K tokens\uff09\u7684\u5e8f\u5217\u4e0a\uff0c\u4ecd\u80fd\u4fdd\u6301\u8f83\u4f4e\u7684\u56f0\u60d1\u5ea6\u3002<\/li>\n\n\n\n<li>\u4e0e\u4f20\u7edf\u53d8\u538b\u5668\u6a21\u578b\u76f8\u6bd4\uff0cB&#8217;MOJO\u80fd\u591f\u66f4\u597d\u5730\u5904\u7406\u8d85\u957f\u5e8f\u5217\u6570\u636e\uff0c\u8fd9\u5f97\u76ca\u4e8e\u5176\u5bf9\u6e10\u53d8\u8bb0\u5fc6\u548c\u5f62\u8c61\u8bb0\u5fc6\u7684\u52a8\u6001\u7ba1\u7406\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">4. <strong>\u67b6\u6784\u6269\u5c55\u4e0e\u5bf9\u6bd4<\/strong><\/h5>\n\n\n\n<p>\u4e0e\u73b0\u6709\u6a21\u578b\u7684\u5bf9\u6bd4\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Mamba\uff08SSM\uff09<\/strong>\uff1a\u4ec5\u4f7f\u7528\u6e10\u53d8\u8bb0\u5fc6\uff0c\u96be\u4ee5\u5b9e\u73b0\u7cbe\u786e\u53ec\u56de\u3002<\/li>\n\n\n\n<li><strong>Mistral\uff08\u53d8\u538b\u5668\uff09<\/strong>\uff1a\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236\u663e\u8457\uff0c\u65e0\u6cd5\u5904\u7406\u8fdc\u7a0b\u4f9d\u8d56\u3002<\/li>\n\n\n\n<li><strong>B&#8217;MOJO<\/strong>\uff1a\u901a\u8fc7\u521b\u65b0\u9009\u62e9\u673a\u5236\u52a8\u6001\u6269\u5c55\u5f62\u8c61\u8bb0\u5fc6\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u5bf9\u957f\u5e8f\u5217\u7684\u5efa\u6a21\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e94\u3001\u5c40\u9650\u6027\u4e0e\u672a\u6765\u7814\u7a76\u65b9\u5411<\/h4>\n\n\n\n<p>1. <strong>\u6a21\u578b\u89c4\u6a21\u7684\u9650\u5236<\/strong>\uff1a\u5c3d\u7ba1B&#8217;MOJO\u57281.4B\u53c2\u6570\u89c4\u6a21\u4e0b\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u66f4\u5927\u6a21\u578b\u4e0a\u7684\u6269\u5c55\u80fd\u529b\u9700\u8981\u8fdb\u4e00\u6b65\u9a8c\u8bc1\uff0c\u5305\u62ec\u786c\u4ef6\u4f18\u5316\u548c\u8ba1\u7b97\u8d44\u6e90\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<p>2. <strong>\u6e10\u53d8\u8bb0\u5fc6\u7684\u5c40\u9650\u6027<\/strong>\uff1a\u7531\u4e8e\u6e10\u53d8\u8bb0\u5fc6\u4f9d\u8d56Mamba\u67b6\u6784\uff0c\u5176\u5728\u66f4\u957f\u5e8f\u5217\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u53ef\u80fd\u9762\u4e34\u74f6\u9888\uff0c\u672a\u6765\u53ef\u4ee5\u7814\u7a76\u7ed3\u5408\u65f6\u95f4\u5f52\u4e00\u5316\u6280\u672f\u6765\u4f18\u5316\u3002<\/p>\n\n\n\n<p>3. <strong>\u793e\u4f1a\u5f71\u54cd\u4e0e\u98ce\u9669<\/strong>\uff1a\u6a21\u578b\u7684\u957f\u5e8f\u5217\u8bb0\u5fc6\u80fd\u529b\u53ef\u80fd\u5e26\u6765\u4fe1\u606f\u83b7\u53d6\u6548\u7387\u7684\u63d0\u5347\uff0c\u4f46\u540c\u65f6\u4e5f\u53ef\u80fd\u88ab\u7528\u4e8e\u4f20\u64ad\u9519\u8bef\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u52a0\u5f3a\u6a21\u578b\u7684\u53ef\u63a7\u6027\u548c\u51cf\u5c11\u5e7b\u89c9\u751f\u6210\uff08hallucination\uff09\u662f\u672a\u6765\u7684\u91cd\u70b9\u7814\u7a76\u65b9\u5411\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587B&#8217;MOJO: Hybrid State Space Realizations of Foun [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8],"tags":[39],"class_list":["post-5312","post","type-post","status-publish","format-standard","hentry","category-tech","tag-ai"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a>","rttpg_excerpt":"\u8bba\u6587B&#8217;MOJO: Hybrid State Space Realizations of Foun&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5312","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5312"}],"version-history":[{"count":5,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5312\/revisions"}],"predecessor-version":[{"id":5318,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5312\/revisions\/5318"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5312"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5312"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5312"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}