{"id":34593,"date":"2024-12-09T15:56:24","date_gmt":"2024-12-09T07:56:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=34593"},"modified":"2024-12-09T15:56:24","modified_gmt":"2024-12-09T07:56:24","slug":"%e5%a4%a7%e8%84%91%e5%a6%82%e4%bd%95%e5%a4%84%e7%90%86%e8%af%ad%e8%a8%80%ef%bc%9f%e6%99%ae%e6%9e%97%e6%96%af%e9%a1%bf%e5%9b%a2%e9%98%9f%e5%af%b9transformer%e6%a8%a1%e5%9e%8b%e8%bf%9b%e8%a1%8c%e5%88%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34593","title":{"rendered":"\u5927\u8111\u5982\u4f55\u5904\u7406\u8bed\u8a00\uff1f\u666e\u6797\u65af\u987f\u56e2\u961f\u5bf9Transformer\u6a21\u578b\u8fdb\u884c\u5206\u6790"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5927\u8111\u5982\u4f55\u5904\u7406\u8bed\u8a00\uff1f\u666e\u6797\u65af\u987f\u56e2\u961f\u5bf9Transformer\u6a21\u578b\u8fdb\u884c\u5206\u6790<\/a><\/p>\n

<\/a><\/p>\n

\u7f16\u8f91 | \u841d\u535c\u76ae<\/p>\n

\u5728\u5904\u7406\u8bed\u8a00\u65f6\uff0c\u5927\u8111\u4f1a\u90e8\u7f72\u4e13\u95e8\u7684\u8ba1\u7b97\u6765\u4ece\u590d\u6742\u7684\u8bed\u8a00\u7ed3\u6784\u4e2d\u6784\u5efa\u542b\u4e49\u3002\u57fa\u4e8e Transformer \u67b6\u6784\u7684\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark>\u7684\u91cd\u8981\u5de5\u5177\u3002<\/p>\n

\u666e\u6797\u65af\u987f\u5927\u5b66\u7684\u7814\u7a76\u4eba\u5458\u63a2\u8ba8\u4e86 Transformer \u6a21\u578b\u548c\u4eba\u7c7b\u5927\u8111\u5728\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u529f\u80fd\u7279\u6b8a\u5316\u95ee\u9898\u3002<\/p>\n

Transformer \u901a\u8fc7\u7ed3\u6784\u5316\u7535\u8def\u8ba1\u7b97\u6574\u5408\u5355\u8bcd\u95f4\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u4e0d\u8fc7\uff0c\u5f53\u524d\u7684\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u4e8e\u8fd9\u4e9b\u7535\u8def\u751f\u6210\u7684\u5185\u90e8\u8868\u5f81\uff08\u300c\u5d4c\u5165\u300d\uff09\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u76f4\u63a5\u5206\u6790\u7535\u8def\u8ba1\u7b97\uff1a\u4ed6\u4eec\u5c06\u8fd9\u4e9b\u8ba1\u7b97\u89e3\u6784\u4e3a\u529f\u80fd\u4e13\u95e8\u7684\u300ctransformations\u300d\uff0c\u5c06\u8de8\u8bcd\u8bed\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u6574\u5408\u5728\u4e00\u8d77\u3002\u5229\u7528\u53c2\u4e0e\u8005\u8046\u542c\u81ea\u7136\u6545\u4e8b\u65f6\u83b7\u5f97\u7684\u529f\u80fd\u6027 MRI \u6570\u636e\uff0c\u7814\u7a76\u4eba\u5458\u9a8c\u8bc1\u4e86\u8fd9\u4e9b\u300ctransformations\u300d\u662f\u5426\u53ef\u4ee5\u89e3\u91ca\u6574\u4e2a\u76ae\u8d28\u8bed\u8a00\u7f51\u7edc\u4e2d\u5927\u8111\u6d3b\u52a8\u7684\u663e\u8457\u5dee\u5f02\u3002<\/p>\n

\u7814\u7a76\u8bc1\u660e\uff0c\u7531\u5404\u4e2a\u529f\u80fd\u4e13\u95e8\u5316\u7684\u300c\u6ce8\u610f\u529b\u5934\u300d\u6267\u884c\u7684\u7d27\u6025\u8ba1\u7b97\uff0c\u4f1a\u4ee5\u4e0d\u540c\u7684\u65b9\u5f0f\u9884\u6d4b\u7279\u5b9a\u76ae\u5c42\u533a\u57df\u7684\u5927\u8111\u6d3b\u52a8\u3002\u8fd9\u4e9b\u6ce8\u610f\u529b\u5934\u6cbf\u7740\u4e0e\u4f4e\u7ef4\u76ae\u5c42\u7a7a\u95f4\u4e2d\u7684\u4e0d\u540c\u5c42\u548c\u4e0a\u4e0b\u6587\u957f\u5ea6\u76f8\u5bf9\u5e94\u7684\u68af\u5ea6\u4e0b\u964d<\/mark>\u3002<\/p>\n

\u8be5\u7814\u7a76\u4ee5\u300cShared functional specialization in transformer-based language models and the human brain<\/em>\u300d\u4e3a\u9898\u4e8e 2024 \u5e74 6 \u6708 29 \u65e5\u53d1\u5e03\u5728\u300aNature Communications<\/em>\u300b\u3002<\/p>\n

<\/a><\/p>\n

\u8bed\u8a00\u7406\u89e3\u4ece\u6839\u672c\u4e0a\u6765\u8bf4\u662f\u4e00\u4e2a\u5efa\u8bbe\u6027\u7684\u8fc7\u7a0b\u3002\u6211\u4eec\u7684\u5927\u8111\u89e3\u51b3\u8bcd\u8bed\u4e4b\u95f4\u7684\u5c40\u90e8\u4f9d\u8d56\u5173\u7cfb\uff0c\u5c06\u4f4e\u7ea7\u8bed\u8a00\u5355\u4f4d\u7ec4\u88c5\u6210\u9ad8\u7ea7\u610f\u4e49\u5355\u4f4d\uff0c\u6700\u7ec8\u5f62\u6210\u6211\u4eec\u7528\u6765\u7406\u89e3\u4e16\u754c\u7684\u53d9\u8ff0\u3002<\/p>\n

\u4f8b\u5982\uff0c\u5982\u679c\u8bf4\u8bdd\u8005\u63d0\u5230\u300c\u79d8\u5bc6\u8ba1\u5212\u300d\uff0c\u6211\u4eec\u4f1a\u9690\u6027\u5730\u5904\u7406\u6b64\u7ed3\u6784\u4e2d\u5355\u8bcd\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4ece\u800c\u7406\u89e3\u300c\u79d8\u5bc6\u300d\u4fee\u9970\u300c\u8ba1\u5212\u300d\u3002\u5728\u66f4\u9ad8\u5c42\u6b21\u4e0a\uff0c\u6211\u4eec\u4f7f\u7528\u5468\u56f4\u53d9\u8ff0\u7684\u4e0a\u4e0b\u6587\u6765\u7406\u89e3\u8fd9\u4e2a\u77ed\u8bed\u7684\u542b\u4e49\u2014\u2014\u8fd9\u4e2a\u8ba1\u5212\u5305\u542b\u4ec0\u4e48\u5185\u5bb9\uff0c\u8c01\u5728\u4fdd\u5b88\u8fd9\u4e2a\u79d8\u5bc6\uff0c\u4ed6\u4eec\u53c8\u5728\u5411\u8c01\u4fdd\u5bc6\uff1f<\/p>\n

\u8fd9\u79cd\u8bed\u5883\u53ef\u80fd\u5305\u542b\u6570\u5206\u949f\u5185\u5c55\u5f00\u7684\u6570\u767e\u4e2a\u5355\u8bcd\u3002\u4eba\u4eec\u8ba4\u4e3a\uff0c\u4eba\u7c7b\u5927\u8111\u901a\u8fc7\u4e00\u7cfb\u5217\u529f\u80fd\u4e13\u95e8\u7684\u8ba1\u7b97\u6765\u5b9e\u73b0\u8fd9\u4e9b\u8fc7\u7a0b\uff0c\u8fd9\u4e9b\u8ba1\u7b97\u5c06\u8bed\u97f3\u4fe1\u53f7\u8f6c\u6362\u6210\u53ef\u64cd\u4f5c\u7684\u610f\u4e49\u8868\u793a\u3002<\/p>\n

\u4f20\u7edf\u7684\u795e\u7ecf\u5f71\u50cf\u5b66\u7814\u7a76\u4f7f\u7528\u5b9e\u9a8c\u624b\u6bb5\u6765\u5206\u6790\u7279\u5b9a\u7684\u8bed\u8a00\u8ba1\u7b97\u8fc7\u7a0b\uff0c\u5e76\u5c06\u5176\u6620\u5c04<\/mark>\u5230\u53d7\u63a7\u73af\u5883\u4e0b\u7684\u8111\u6d3b\u52a8\u4e0a\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u96be\u4ee5\u6982\u62ec\u81ea\u7136\u8bed\u8a00\u7684\u590d\u6742\u6027\u3002<\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1a\u4ece\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u5185\u90e8\u7ec4\u4ef6\u9884\u6d4b\u5927\u8111\u6d3b\u52a8\u7684\u7f16\u7801\u6a21\u578b\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/section>\n

\u8fd1\u5e74\u6765\uff0c\u57fa\u4e8e Transformer \u67b6\u6784\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc<\/mark>\u5df2\u7ecf\u6539\u53d8\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark>\u7684\u65b9\u5f0f\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u8fc7\u81ea\u76d1\u7763\u8bad\u7ec3\u5728\u5927\u89c4\u6a21\u771f\u5b9e\u6587\u672c\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u5b66\u4e60\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u5bf9\u957f\u5e8f\u5217\u4e2d\u6bcf\u4e2a\u8bcd\u7684\u4e0a\u4e0b\u6587\u654f\u611f\u7684\u610f\u4e49\u8868\u793a\u3002<\/p>\n

\u9664\u4e86\u4f9d\u8d56 Transformer \u6a21\u578b\u5185\u90e8\u7684\u5d4c\u5165\u8868\u793a\u4e4b\u5916\uff0cTransformer \u6a21\u578b\u4e2d\u7684\u4e00\u4e9b\u6ce8\u610f\u529b\u5934\u4f1a\u5b9e\u73b0\u7279\u5b9a\u7684\u529f\u80fd\u7279\u6b8a\u5316\uff0c\u5982\u89e3\u6790\u52a8\u8bcd\u76f4\u63a5\u5bbe\u8bed\u6216\u8ddf\u8e2a\u540d\u8bcd\u4fee\u9970\u8bed\u7b49\u3002<\/p>\n

\u5728\u5f53\u524d\u7684\u7814\u7a76\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a headwise transformations\uff08\u7531\u5404\u4e2a\u6ce8\u610f\u529b\u5934\u6267\u884c\u7684\u529f\u80fd\u4e13\u95e8\u7684\u4e0a\u4e0b\u6587\u8ba1\u7b97\uff09\u53ef\u4ee5\u4e3a\u5927\u8111\u4e2d\u7684\u8bed\u8a00\u5904\u7406\u63d0\u4f9b\u4e00\u4e2a\u8865\u5145\u7a97\u53e3\u3002\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark>\u7684\u795e\u7ecf\u8ba1\u7b97\u7406\u8bba\u6700\u7ec8\u5fc5\u987b\u6307\u5b9a\u5982\u4f55\u8de8\u5355\u8bcd\u6784\u5efa\u610f\u4e49\u3002<\/p>\n

Transformer \u67b6\u6784\u63d0\u4f9b\u4e86\u5bf9\u5019\u9009\u673a\u5236\u7684\u660e\u786e\u8bbf\u95ee\uff0c\u7528\u4e8e\u91cf\u5316<\/mark>\u8fc7\u53bb\u5355\u8bcd\u7684\u542b\u4e49\u5982\u4f55\u878d\u5165\u5f53\u524d\u5355\u8bcd\u7684\u542b\u4e49\u3002<\/p>\n

\u5982\u679c\u8fd9\u662f\u4eba\u7c7b\u8bed\u8a00\u5904\u7406\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0c\u90a3\u4e48\u8fd9\u4e9b transformations \u5e94\u8be5\u4e3a\u5728\u81ea\u7136\u8bed\u8a00\u7406\u89e3<\/mark>\u8fc7\u7a0b\u4e2d\u6a21\u62df\u4eba\u7c7b\u5927\u8111\u6d3b\u52a8\u63d0\u4f9b\u826f\u597d\u7684\u57fa\u7840\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u4ece\u5e7f\u6cdb\u7814\u7a76\u7684 BERT \u6a21\u578b\u4e2d\u63d0\u53d6 transformations\uff0c\u5e76\u4f7f\u7528\u7f16\u7801\u6a21\u578b\u6765\u8bc4\u4f30\u8fd9\u4e9b transformations \u4e0e\u5176\u4ed6\u51e0\u4e2a\u8bed\u8a00\u7279\u5f81\u7cfb\u5217\u5728\u9884\u6d4b\u81ea\u7136\u8bed\u8a00\u7406\u89e3<\/mark>\u8fc7\u7a0b\u4e2d\u7684\u5927\u8111\u6d3b\u52a8\u65b9\u9762\u7684\u8868\u73b0\u3002<\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1a\u6bd4\u8f83\u8de8\u76ae\u8d28\u8bed\u8a00\u533a\u57df\u7684\u4e09\u7c7b\u8bed\u8a00\u6a21\u578b<\/mark>\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u7814\u7a76\u4eba\u5458\u6bd4\u8f83\u4e86\u4e09\u79cd\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u6027\u80fd\uff1a\u7ecf\u5178\u8bed\u8a00\u7279\u5f81\u3001\u975e\u4e0a\u4e0b\u6587\u8bcd\u5d4c\u5165<\/mark>\uff08GloVe<\/mark>\uff09\u548c\u4e0a\u4e0b\u6587 Transformer \u7279\u5f81\uff08BERT\uff09\u3002<\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1a\u5d4c\u5165\u548ctransformations\u7684\u5c42\u504f\u597d\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0ctransformations \u7684\u8868\u73b0\u4e0e\u5d4c\u5165\u76f8\u5f53\uff0c\u5e76\u4e14\u901a\u5e38\u4f18\u4e8e\u975e\u4e0a\u4e0b\u6587\u5d4c\u5165\u548c\u7ecf\u5178\u53e5\u6cd5\u6ce8\u91ca\uff0c\u8fd9\u8868\u660e\u4ece\u5468\u56f4\u5355\u8bcd\u4e2d\u63d0\u53d6\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u975e\u5e38\u4e30\u5bcc\u3002<\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1a\u4f4e\u7ef4\u5927\u8111\u7a7a\u95f4\u4e2d\u7684 headwise transformations\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/section>\n

\u4e8b\u5b9e\u4e0a\uff0c\u6a21\u578b\u65e9\u671f\u5c42\u7684 transformations \u6bd4\u5d4c\u5165\u672c\u8eab\u66f4\u80fd\u89e3\u91ca\u5927\u8111\u6d3b\u52a8\u4e2d\u7684\u72ec\u7279\u5dee\u5f02\u3002\u6700\u540e\uff0c\u7814\u7a76\u4eba\u5458\u5c06\u8fd9\u4e9b transformations \u5206\u89e3\u4e3a\u7531\u5404\u4e2a\u6ce8\u610f\u529b\u5934\u6267\u884c\u7684\u529f\u80fd\u4e13\u95e8\u8ba1\u7b97\u3002<\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1aheadwise \u5927\u8111\u548c\u4f9d\u8d56\u6027\u9884\u6d4b\u4e4b\u95f4\u7684\u5bf9\u5e94\u5173\u7cfb\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u7814\u7a76\u4eba\u5458\u53d1\u73b0 headwise \u7684\u67d0\u4e9b\u5c5e\u6027\uff08\u4f8b\u5982\u56de\u671b\u8ddd\u79bb\uff09\u51b3\u5b9a\u4e86 headwise transformations \u4e0e\u76ae\u8d28\u8bed\u8a00\u8033\u4e4b\u95f4\u7684\u6620\u5c04<\/mark>\u3002\u7814\u7a76\u4eba\u5458\u8fd8\u53d1\u73b0\uff0c\u5bf9\u4e8e\u67d0\u4e9b\u8bed\u8a00\u533a\u57df\uff0c\u4f18\u5148\u7f16\u7801\u67d0\u4e9b\u8bed\u8a00\u4f9d\u8d56\u5173\u7cfb\u7684 headwise transformations \u4e5f\u80fd\u66f4\u597d\u5730\u9884\u6d4b\u5927\u8111\u6d3b\u52a8\u3002<\/p>\n

\u603b\u4e4b\uff0c\u8be5\u7814\u7a76\u4e3a\u7406\u89e3\u4eba\u7c7b\u8bed\u8a00\u5904\u7406\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\u3002<\/p>\n

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