{"id":1069950,"date":"2022-11-17T22:58:00","date_gmt":"2022-11-18T06:58:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&#038;p=1069950"},"modified":"2024-09-25T03:14:26","modified_gmt":"2024-09-25T10:14:26","slug":"t-ulrv6","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/t-ulrv6\/","title":{"rendered":"\u5fae\u8f6fT-ULRv6\uff1a\u5f15\u9886\u57fa\u7840\u6a21\u578b\u5411\u591a\u8bed\u8a00\u201c\u5927\u4e00\u7edf\u201d\u8fc8\u8fdb"},"content":{"rendered":"\n<p>\u8fd1\u65e5\uff0c\u5fae\u8f6f\u901a\u7528\u8bed\u8a00\u8868\u793a\u6a21\u578b\u518d\u521b\u65b0\u4f73\u7ee9\u3002\u6700\u65b0\u7684 T-ULRv6 \u5728\u8c37\u6b4c XTREME \u548c GLUE \u6392\u884c\u699c\u4e0a\u6458\u5f97\u53cc\u699c\u51a0\u519b\uff0c\u8bc1\u660e\u4e86\u5355\u4e2a\u591a\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u540c\u65f6\u5728\u82f1\u8bed\u548c\u591a\u8bed\u8a00\u7406\u89e3\u4efb\u52a1\u4e0a\u8fbe\u5230 SOTA \u6027\u80fd\u3002\u8fd9\u4e5f\u662f\u591a\u8bed\u8a00\u7406\u89e3\u6a21\u578b\u9996\u6b21\u5728\u4e24\u4e2a\u6392\u884c\u699c\u4e0a\u540c\u65f6\u593a\u9b41\uff0c\u529b\u538b\u4e13\u7528\u4e8e\u82f1\u8bed\u6216\u4e13\u7528\u4e8e\u591a\u8bed\u8a00\u4efb\u52a1\u7684\u6a21\u578b\uff0c\u4ece\u800c\u6709\u52a9\u4e8e\u6d88\u9664\u201c\u591a\u8bed\u8a00\u8bc5\u5492\u201d\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u81ea\u7136\u8bed\u8a00\u8ba1\u7b97\u7ec4\u9996\u5e2d\u7814\u7a76\u5458\u97e6\u798f\u5982\u8868\u793a\uff0c\u201cT-ULRv6 \u662f\u6211\u4eec\u63a8\u8fdb\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u4ee5\u53ca AI \u6a21\u578b\u2018\u5927\u4e00\u7edf\uff08The Big Convergence\uff09\u2019\u7814\u7a76\u7684\u91cd\u8981\u91cc\u7a0b\u7891\u3002\u6211\u4eec\u7b2c\u4e00\u6b21\u53d1\u73b0\u901a\u8fc7\u89c4\u6a21\u5316\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u53ef\u4ee5\u8ba9\u591a\u8bed\u8a00\u57fa\u7840\u6a21\u578b\u5728\u9ad8\u8d44\u6e90\uff08rich-resource\uff09\u8bed\u8a00\uff08\u4f8b\u5982\u82f1\u6587\uff09\u4e0a\uff0c\u53d6\u5f97\u4e0e\u4e13\u95e8\u4e3a\u8fd9\u4e9b\u8bed\u8a00\u8bbe\u8ba1\u548c\u8bad\u7ec3\u7684\u5355\u8bed\u8a00\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u5bf9\u5e94\u8bed\u8a00\u7684\u4e0b\u6e38\u4efb\u52a1\u4e0a\u4e00\u6837\u597d\u7684\u6548\u679c\u3002\u4e4b\u524d\u7684\u7814\u7a76\u66fe\u8868\u660e\u591a\u8bed\u8a00\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u4f4e\u8d44\u6e90\uff08low-resource\uff09\u8bed\u8a00\u7684\u4e0b\u6e38\u4efb\u52a1\u4e0a\u6709\u5f88\u5927\u7684\u6027\u80fd\u63d0\u5347\u5e76\u5177\u6709\u652f\u6301\u8de8\u8bed\u8a00\u8fc1\u79fb\u7684\u80fd\u529b\u3002\u8fd9\u4e5f\u8bf4\u660e\u672a\u6765\u6211\u4eec\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u89c4\u6a21\u5316\u591a\u8bed\u8a00\u57fa\u7840\u6a21\u578b\uff0c\u5e76\u7ed3\u5408\u6211\u4eec\u6240\u63a8\u8fdb\u7684\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u5927\u4e00\u7edf\u65b9\u9762\u7684\u7814\u7a76\uff08\u5982 BEiT-3\uff09\uff0c\u4e3a\u63a5\u4e0b\u6765\u63a8\u8fdb\u591a\u8bed\u8a00\u3001\u591a\u6a21\u6001\u6a21\u578b\u7684\u7edf\u4e00\u63d0\u4f9b\u7ecf\u9a8c\u4e0e\u53c2\u8003\u3002\u201d<\/p>\n\n\n\n<p>\u57fa\u4e8e\u201cXY-LENT\u201d\u7684 T-ULRv6 XXL \u6a21\u578b\u662f\u5fae\u8f6f\u56fe\u7075\u56e2\u961f\u548c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u901a\u529b\u5408\u4f5c\u7684\u6210\u679c\uff0c\u5176\u5e73\u5747\u5206\u6bd4 XTREME \u6392\u884c\u699c\u76ee\u524d\u4f4d\u5c45\u7b2c\u4e8c\u7684\u6a21\u578b\u9ad8\u51fa0.5\u5206\uff0c\u5728 GLUE \u6392\u884c\u699c\u4e0a\u4e5f\u5360\u636e\u9996\u4f4d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"713\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-1-1024x713.png\" alt=\"\u56fe1\uff1aT-ULRv6 XXL \u4f4d\u5c45 XTREME \u6392\u884c\u699c\u9996\u4f4d\" class=\"wp-image-1070214\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-1-1024x713.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-1-300x209.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-1-768x535.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-1-240x167.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-1.png 1099w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe1\uff1aT-ULRv6 XXL \u4f4d\u5c45 XTREME \u6392\u884c\u699c\u9996\u4f4d<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"940\" height=\"484\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-2.png\" alt=\"\u56fe2\uff1aT-ULRv6 XXL \u4f4d\u5c45 GLUE \u6392\u884c\u699c\u9996\u4f4d\" class=\"wp-image-1070217\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-2.png 940w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-2-300x154.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-2-768x395.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-2-240x124.png 240w\" sizes=\"auto, (max-width: 940px) 100vw, 940px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe2\uff1aT-ULRv6 XXL \u4f4d\u5c45 GLUE \u6392\u884c\u699c\u9996\u4f4d<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>T-ULRv6 \u80fd\u591f\u53d6\u5f97\u5982\u6b64\u4f18\u5f02\u7684\u6210\u7ee9\uff0c\u662f\u56e0\u4e3a\u5b83\u5728 XY-LENT \u7814\u7a76\u7684\u57fa\u7840\u4e4b\u4e0a\uff0c\u5229\u7528\u4e86\u4e0d\u540c\u8bed\u8a00\u4e4b\u95f4\u7684\u591a\u5411 (X-Y) \u5e73\u884c\u6587\u672c\u5bf9 (bitexts) \uff0c\u5e76\u6574\u5408\u4e86 T-ULRv5 \u7684\u5173\u952e\u521b\u65b0\uff0c\u5176\u4e2d\u5305\u62ec XLM-E \u67b6\u6784\u3001MRTD \u548c TRTD \u7684\u65b0\u578b\u9884\u8bad\u7ec3\u4efb\u52a1\u3001\u6539\u8fdb\u7684\u8bad\u7ec3\u6570\u636e\u548c\u8bcd\u6c47\uff0c\u4ee5\u53ca\u9ad8\u7ea7\u5fae\u8c03\u6280\u672f xTune\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u80fd\u591f\u6269\u5c55\u5230 XXL \u5927\u5c0f\u7684\u6a21\u578b\uff0c\u5fae\u8f6f\u8fd8\u501f\u52a9\u4e86 ZeRO \u7684\u5185\u5b58\u4f18\u5316\u4f18\u52bf\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u8d85\u8d8a\u4ee5\u82f1\u8bed\u4e3a\u4e2d\u5fc3\u7684\u5e73\u884c\u6587\u672c\u5bf9\u8303\u5f0f-\u66f4\u597d\u5730\u5b66\u4e60\u591a\u8bed\u8a00\u8868\u8fbe\">\u8d85\u8d8a\u4ee5\u82f1\u8bed\u4e3a\u4e2d\u5fc3\u7684\u5e73\u884c\u6587\u672c\u5bf9\u8303\u5f0f\uff0c\u66f4\u597d\u5730\u5b66\u4e60\u591a\u8bed\u8a00\u8868\u8fbe<\/h2>\n\n\n\n<p>T-ULRv6 \u7684\u5173\u952e\u6539\u8fdb\u5728\u4e8e\u6452\u5f03\u4e86\u4ee5\u82f1\u8bed\u4e3a\u4e2d\u5fc3\u7684 (EN-X) \u5e73\u884c\u6587\u672c\u5bf9\uff0c\u76f4\u63a5\u5229\u7528\u4e0d\u540c\u8bed\u8a00\u4e4b\u95f4\u7684\u591a\u5411 (X-Y) \u5e73\u884c\u6587\u672c\u5bf9\uff08\u5982\u6cd5\u8bed-\u5fb7\u8bed\u3001\u5370\u5730\u8bed-\u4e4c\u5c14\u90fd\u8bed\uff0c\u6216\u65af\u74e6\u5e0c\u91cc\u8bed-\u963f\u62c9\u4f2f\u8bed\uff09\u3002\u5c3d\u7ba1\u5728\u591a\u8bed\u8a00\u673a\u5668\u7ffb\u8bd1\u4e2d\u5229\u7528\u8fd9\u79cd\u5e73\u884c\u6587\u672c\u5bf9\u6570\u636e\u5c5e\u4e8e\u5e38\u89c4\u64cd\u4f5c\uff0c\u4f46\u8fd9\u662f\u7531\u95ee\u9898\u7684\u6027\u8d28\u6240\u51b3\u5b9a\u7684\uff0c\u7814\u7a76\u5458\u4eec\u7684\u6b64\u6b21\u5c1d\u8bd5\u8868\u660e\uff0c\u5229\u7528\u5e73\u884c\u6587\u672c\u5bf9\u6570\u636e\u8fdb\u884c\u591a\u8bed\u8a00\u7f16\u7801\u5668\u8bad\u7ec3\u4f1a\u5e26\u6765\u610f\u60f3\u4e0d\u5230\u7684\u6027\u80fd\u63d0\u5347\u3002\u867d\u7136 EN-X \u5e73\u884c\u6587\u672c\u5bf9\u6709\u52a9\u4e8e\u5b66\u4e60\u8de8\u8bed\u8a00\u5bf9\u9f50\u548c\u5171\u4eab\u8868\u793a\uff0c\u7136\u800c\u8fd9\u79cd\u65b9\u5f0f\u5728\u8bed\u8a00\u548c\u9886\u57df\u7684\u8986\u76d6\u8303\u56f4\u53ca\u591a\u6837\u6027\u4e0a\u4f1a\u53d7\u5230\u5236\u7ea6\u3002\u53e6\u4e00\u65b9\u9762\uff0cX-Y \u5e73\u884c\u6587\u672c\u5bf9\u53ef\u4ee5\u4e3a\u5b66\u4e60\u591a\u8bed\u8a00\u8868\u793a\u63d0\u4f9b\u66f4\u4e30\u5bcc\u3001\u66f4\u5747\u8861\u7684\u4fe1\u606f\uff0c\u4ece\u800c\u53ef\u4ee5\u66f4\u597d\u5730\u63a8\u5e7f\u5230\u66f4\u5e7f\u6cdb\u7684\u8bed\u8a00\u548c\u4efb\u52a1\u4e2d\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u6709\u6548\u5730\u5229\u7528 X-Y \u5e73\u884c\u6587\u672c\u5bf9\uff0c\u7814\u7a76\u5458\u4eec\u91c7\u7528\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u91c7\u6837\u7b56\u7565\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u5728\u591a\u8bed\u8a00\u4e4b\u95f4\u6709\u6548\u5206\u5e03\uff0c\u540c\u65f6\u4fdd\u6301\u8bed\u8a00\u8fb9\u9645\u5206\u5e03\u4e00\u81f4\u3002\u53cd\u8fc7\u6765\u8bf4\uff0c\u8fd9\u4e5f\u786e\u4fdd\u4e86\u6a21\u578b\u4ecd\u7136\u80fd\u591f\u7ef4\u6301\u5f3a\u5927\u7684\u82f1\u8bed\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u5728\u7f16\u7801\u5668\u4e2d\u6709\u4e00\u4e2a\u503c\u5f97\u6ce8\u610f\u7684\u7279\u6027\uff0c\u5c31\u662f\u53c2\u6570\u6548\u7387\u3002XY-LENT XXL \u660e\u663e\u4f18\u4e8e XLM-R XXL \u548c mT5 XXL\uff0c\u540c\u65f6\u89c4\u6a21\u8f83\u540e\u4e24\u8005\u5206\u522b\u7f29\u5c0f\u4e86\u7ea62\u500d\u548c3\u500d\u3002\u5373\u4f7f\u5728 Base\u3001Large \u548c XL \u4e09\u4e2a\u7c7b\u522b\u4e2d\uff0c\u4e0e\u540c\u7c7b\u7684\u5176\u4ed6\u6a21\u578b\u76f8\u6bd4\uff0cXY-LENT \u4e5f\u662f\u6700\u5148\u8fdb\u7684\uff0c\u5e76\u4e14\u5c55\u73b0\u51fa\u4e86\u8de8\u7c7b\u522b\u7684\u7ade\u4e89\u4f18\u52bf\u3002\u5f3a\u5927\u7684\u6027\u80fd\u548c\u8f83\u5c11\u7684\u53c2\u6570\uff0c\u5728\u4ea7\u54c1\u5f00\u53d1\u573a\u666f\u4e2d\u975e\u5e38\u5b9e\u7528\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"508\" height=\"132\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-3.png\" alt=\"table\" class=\"wp-image-1070220\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-3.png 508w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-3-300x78.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-3-240x62.png 240w\" sizes=\"auto, (max-width: 508px) 100vw, 508px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"957\" height=\"826\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-4.png\" alt=\"\u56fe3\uff1aT-ULRv6 (XY-LENT) \u5728\u6a21\u578b\u89c4\u6a21\u8303\u56f4\u5185\u5177\u6709 SOTA \u6c34\u5e73\uff0c\u540c\u65f6\u5177\u6709\u53c2\u6570\u6548\u7387\" class=\"wp-image-1070223\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-4.png 957w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-4-300x259.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-4-768x663.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-4-209x180.png 209w\" sizes=\"auto, (max-width: 957px) 100vw, 957px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe3\uff1aT-ULRv6 (XY-LENT) \u5728\u6a21\u578b\u89c4\u6a21\u8303\u56f4\u5185\u5177\u6709 SOTA \u6c34\u5e73\uff0c\u540c\u65f6\u5177\u6709\u53c2\u6570\u6548\u7387<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728 T-ULRv6 \u4e2d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u81ea\u7136\u8bed\u8a00\u8ba1\u7b97\u7ec4\u7684\u7814\u7a76\u5458\u4eec\u4e0e\u5fae\u8f6f\u56fe\u7075\u56e2\u961f\u7d27\u5bc6\u5408\u4f5c\uff0c\u4e3a\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u7814\u7a76\u548c\u5f00\u53d1\u4ee5\u53ca\u4e0b\u6e38\u4efb\u52a1\u7684\u5fae\u8c03\u7b97\u6cd5\uff0c\u63d0\u4f9b\u4e86\u5173\u952e\u6280\u672f\u3002\u57fa\u4e8e XLM-E \u5de5\u4f5c\u4e2d\u63d0\u51fa\u7684\u591a\u8bed\u8a00\u9884\u8bad\u7ec3\u65b9\u6cd5\uff0c\u7814\u7a76\u5458\u4eec\u6210\u529f\u5b9e\u73b0\u4e86130\u500d\u7684\u6536\u655b\u63d0\u901f\uff0c\u4e3a T-ULRv6 \u63d0\u4f9b\u4e86\u65b9\u6cd5\u6846\u67b6\u3002\u6b64\u5916\uff0c\u9488\u5bf9\u591a\u8bed\u8a00\u9884\u8bad\u7ec3\u7279\u6709\u7684\u8bed\u79cd\u7ade\u4e89\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u63d0\u51fa\u4e86 VoCap \u51c6\u5219\uff0c\u4ee5\u6b64\u52a8\u6001\u51b3\u5b9a\u591a\u8bed\u8a00\u8bcd\u8868\u7684\u5206\u914d\u989d\u5ea6\uff0c\u4ece\u800c\u66f4\u597d\u5730\u5bf9\u591a\u8bed\u8a00\u8f93\u5165\u8fdb\u884c\u8868\u5f81\u3002\u57fa\u4e8e\u591a\u8bed\u8a00\u7684\u4e00\u81f4\u6027\u51c6\u5219\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u7684\u591a\u8bed\u8a00\u5fae\u8c03\u6846\u67b6 xTune\uff0c\u4e5f\u66f4\u597d\u5730\u5b9e\u73b0\u4e86\u8de8\u8bed\u8a00\u8fc1\u79fb\u6027\u80fd\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u53ea\u9700\u4e00\u4e2a\u6a21\u578b\u5c31\u80fd\u5e94\u5bf9\u82f1\u8bed\u548c\u591a\u8bed\u8a00\u4efb\u52a1\">\u53ea\u9700\u4e00\u4e2a\u6a21\u578b\u5c31\u80fd\u5e94\u5bf9\u82f1\u8bed\u548c\u591a\u8bed\u8a00\u4efb\u52a1<\/h2>\n\n\n\n<p>T-ULRv6 XXL \u7684\u53e6\u4e00\u4e2a\u663e\u8457\u4f18\u52bf\uff0c\u662f\u5b83\u5728\u4e0d\u727a\u7272\u8d28\u91cf\u6216\u6548\u7387\u7684\u524d\u63d0\u4e0b\uff0c\u51ed\u501f\u5355\u4e00\u6a21\u578b\u5373\u53ef\u5728\u82f1\u8bed\u548c\u591a\u8bed\u8a00\u4efb\u52a1\u4e0a\u540c\u65f6\u5b9e\u73b0 SOTA \u6027\u80fd\u3002\u8fd9\u610f\u5473\u7740\u7528\u6237\u4e0d\u7528\u518d\u6839\u636e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u6765\u9009\u62e9\u4f7f\u7528\u54ea\u4e2a\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u56e0\u4e3a T-ULRv6 XXL \u53ef\u4ee5\u5f88\u597d\u5730\u5904\u7406\u8fd9\u4e24\u79cd\u60c5\u51b5\u3002\u8fd9\u5c31\u7b80\u5316\u4e86\u6a21\u578b\u9009\u62e9\u548c\u90e8\u7f72\u7684\u8fc7\u7a0b\uff0c\u4e5f\u964d\u4f4e\u4e86\u7ef4\u62a4\u591a\u4e2a\u6a21\u578b\u6240\u9700\u7684\u8ba1\u7b97\u548c\u5b58\u50a8\u6210\u672c\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0cT-ULRv6 \u5229\u7528\u5176\u6269\u5c55\u80fd\u529b\u548c\u975e\u82f1\u8bed\u5e73\u884c\u6587\u672c\u5bf9 (non-English bitexts) \u4f18\u52bf\u6d88\u9664\u4e86\u201c\u591a\u8bed\u8a00\u8bc5\u5492\u201d\uff0c\u5373\u5728\u6743\u8861\u82f1\u8bed\u548c\u591a\u8bed\u8a00\u6027\u80fd\u65f6\uff0c\u5e38\u5e38\u7ed9\u591a\u8bed\u8a00\u6a21\u578b\u9020\u6210\u56f0\u6270\u3002T-ULRv6 \u4e0d\u4ec5\u5728\u6db5\u76d6\u4e00\u7cfb\u5217\u82f1\u8bed\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u4efb\u52a1\u7684 GLUE \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4f18\u4e8e\u4e13\u95e8\u7684\u82f1\u8bed\u6a21\u578b\uff0c\u5728\u8986\u76d640\u79cd\u4e0d\u540c\u7c7b\u578b\u8bed\u8a00\u548c9\u79cd\u8de8\u8bed\u8a00\u4efb\u52a1\u7684 XTREME \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4e5f\u4f18\u4e8e\u4e13\u95e8\u7684\u591a\u8bed\u8a00\u6a21\u578b\u3002\u6b64\u5916\uff0cT-ULRv6 \u6a21\u578b\u89c4\u6a21\u4e5f\u8981\u5c0f\u5f97\u591a\uff0c\u8fd9\u4fdd\u8bc1\u4e86\u5176\u53c2\u6570\u6548\u7387\u548c\u53ef\u6269\u5c55\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"811\" height=\"532\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-5.png\" alt=\"\u56fe4\uff1aT-ULRv6 (XY-LENT) \u5728\u591a\u8bed\u8a00\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u6027\u80fd\" class=\"wp-image-1070226\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-5.png 811w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-5-300x197.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-5-768x504.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/t-ulrv6-5-240x157.png 240w\" sizes=\"auto, (max-width: 811px) 100vw, 811px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe4\uff1aT-ULRv6 (XY-LENT) \u5728\u591a\u8bed\u8a00\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u6027\u80fd<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5f00\u653e\u5171\u4eab-\u5171\u540c\u63a8\u52a8\u9886\u57df\u53d1\u5c55\">\u5f00\u653e\u5171\u4eab\uff0c\u5171\u540c\u63a8\u52a8\u9886\u57df\u53d1\u5c55<\/h2>\n\n\n\n<p>\u76ee\u524d\uff0cT-ULRv6 \u5df2\u5e94\u7528\u4e8e\u5fae\u8f6f\u5fc5\u5e94 (Bing) \u4e2d\uff0c\u4e3a\u5fc5\u5e94\u7684\u56fd\u9645\u5316\u63d0\u4f9b\u652f\u6301\uff0c\u4f7f\u7528\u6237\u80fd\u591f\u4f7f\u7528\u4e0d\u540c\u8bed\u8a00\u5728\u4e0d\u540c\u5730\u533a\u641c\u7d22\u4fe1\u606f\u3002T-ULRv6 \u8fd8\u5c06\u4f1a\u628a\u6700\u5148\u8fdb\u7684\u591a\u8bed\u8a00\u529f\u80fd\u8d4b\u80fd\u5fae\u8f6f\u5176\u4ed6\u4ea7\u54c1\uff0c\u901a\u8fc7\u5176\u8de8\u56fd\u522b\u548c\u8de8\u8bed\u8a00\u7684\u80fd\u529b\uff0c\u52a9\u529b\u5fae\u8f6f\u8df5\u884c\u201c\u4e88\u529b\u5168\u7403\u6bcf\u4e00\u4eba\u3001\u6bcf\u4e00\u7ec4\u7ec7\uff0c\u6210\u5c31\u4e0d\u51e1\u201d\u7684\u4f7f\u547d\uff0c\u4e3a\u66f4\u591a\u7528\u6237\u63d0\u4f9b\u5e2e\u52a9\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e00\u76f4\u8ba4\u4e3a AI \u6280\u672f\u8981\u5728\u5b66\u672f\u754c\u5f00\u653e\u5171\u4eab\uff0c\u8fdb\u800c\u4fc3\u8fdb\u5408\u4f5c\u4e0e\u521b\u65b0\u3002\u56e0\u6b64\uff0c\u5fae\u8f6f\u542f\u52a8\u4e86\u201c\u5fae\u8f6f\u56fe\u7075\u5b66\u672f\u8ba1\u5212\u201d (MS-TAP\uff0cMicrosoft Turing Academic Program)\uff0c\u5141\u8bb8\u79d1\u7814\u4eba\u5458\u63d0\u4ea4\u7814\u7a76\u65b9\u6848\uff0c\u4ece\u800c\u83b7\u5f97 T-ULRv6 \u548c\u5176\u4ed6\u56fe\u7075\u6a21\u578b\u7684\u8be6\u7ec6\u8d44\u6599\u3002\u5fae\u8f6f\u9080\u8bf7\u6240\u6709\u4eba\u5171\u540c\u63a2\u7d22\u591a\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u7684\u6f5c\u529b\uff0c\u4e00\u8d77\u5e94\u5bf9\u6311\u6218\uff0c\u540c\u65f6\u4e5f\u6b22\u8fce\u5927\u5bb6\u63d0\u4f9b\u5b9d\u8d35\u7684\u53cd\u9988\u548c\u89c1\u89e3\u3002\u672a\u6765\uff0c\u5fae\u8f6f\u8fd8\u5c06\u5f00\u6e90 Base \u548c Large \u6a21\u578b\uff0c\u8fdb\u4e00\u6b65\u63a8\u52a8\u8be5\u9886\u57df\u7684\u7814\u7a76\u5de5\u4f5c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4ee5\u591a\u8bed\u8a00\u6280\u672f\u4e3a\u951a\u70b9-\u8ba9ai\u66f4\u5177\u5305\u5bb9\u6027\">\u4ee5\u591a\u8bed\u8a00\u6280\u672f\u4e3a\u951a\u70b9\uff0c\u8ba9AI\u66f4\u5177\u5305\u5bb9\u6027<\/h2>\n\n\n\n<p>\u591a\u8bed\u8a00\u6280\u672f\u4e0d\u4ec5\u662f\u4e00\u4e2a\u6280\u672f\u6311\u6218\uff0c\u66f4\u662f\u4e00\u9879\u793e\u4f1a\u8d23\u4efb\u3002\u5fae\u8f6f\u4e00\u76f4\u81f4\u529b\u4e8e\u901a\u8fc7\u6d88\u9664\u9650\u5236 AI \u6613\u7528\u6027\u548c\u5305\u5bb9\u6027\u7684\u969c\u788d\uff0c\u4f8b\u5982\u7f3a\u4e4f\u8bad\u7ec3\u6570\u636e\u3001\u8bed\u8a00\u5efa\u6a21\u6210\u672c\u8fc7\u9ad8\u4ee5\u53ca\u591a\u8bed\u8a00\u7cfb\u7edf\u8fc7\u4e8e\u590d\u6742\u7b49\u95ee\u9898\uff0c\u5b9e\u73b0 AI \u7684\u666e\u53ca\u5316\u3002T-ULRv6 \u8ba9 AI \u5411\u7740\u8fd9\u4e00\u76ee\u6807\u8fc8\u51fa\u4e86\u91cd\u8981\u4e00\u6b65\uff0c\u5b83\u4e3a\u8de8\u8bed\u8a00\u7cfb\u7edf\u5f00\u53d1\u63d0\u4f9b\u4e86\u4e00\u4e2a\u66f4\u4e3a\u9ad8\u6548\u548c\u53ef\u6269\u5c55\u7684\u6846\u67b6\uff0c\u4ec5\u4f7f\u7528\u4e00\u4e2a\u6a21\u578b\u5c31\u80fd\u540c\u65f6\u5904\u7406\u82f1\u8bed\u548c\u591a\u8bed\u8a00\u4efb\u52a1\u3002\u5fae\u8f6f\u5f88\u9ad8\u5174\u6709\u673a\u4f1a\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6280\u672f\u6c34\u5e73\uff0c\u5f00\u53d1\u65b0\u7684\u591a\u8bed\u8a00\u80fd\u529b\uff0c\u8ba9\u4e16\u754c\u5404\u5730\u7684\u66f4\u591a\u4eba\u548c\u7ec4\u7ec7\u4ece\u4e2d\u53d7\u76ca\u3002\u5e0c\u671b\u8fd9\u4e9b\u5de5\u4f5c\u80fd\u591f\u63a8\u52a8\u793e\u4f1a\u8fdb\u6b65\uff0c\u8ba9 AI \u66f4\u5177\u5305\u5bb9\u6027\uff0c\u5e76\u60e0\u53ca\u6240\u6709\u4eba\u3002<\/p>\n\n\n\n<p>\u76f8\u5173\u94fe\u63a5\uff1a<\/p>\n\n\n\n<p>XY-LENT \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\/2210.14867.pdf\">Beyond English-Centric Bitexts for Better Multilingual Language Representation Learning<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>XLM-E \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\/abs\/2106.16138\">XLM-E: Cross-lingual Language Model Pre-training via ELECTRA<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>xTune \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\/2106.08226.pdf\">Consistency Regularization for Cross-Lingual Fine-Tuning<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>ZeRO \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\/1910.02054.pdf\">ZeRO: Memory Optimizations Toward Training Trillion Parameter Models<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>VoCap \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\/2109.07306.pdf\">Allocating Large Vocabulary Capacity for Cross-lingual Language Model Pre-training<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/collaboration\/microsoft-turing-academic-program\/\">\u5fae\u8f6f\u56fe\u7075\u5b66\u672f\u8ba1\u5212\u7f51\u9875<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u65e5\uff0c\u5fae\u8f6f\u901a\u7528\u8bed\u8a00\u8868\u793a\u6a21\u578b\u518d\u521b\u65b0\u4f73\u7ee9\u3002\u6700\u65b0\u7684 T-ULRv6 \u5728\u8c37\u6b4c XTREME \u548c GLUE \u6392\u884c\u699c\u4e0a\u6458\u5f97\u53cc\u699c\u51a0\u519b\uff0c\u8bc1\u660e\u4e86\u5355\u4e2a\u591a\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u540c\u65f6\u5728\u82f1\u8bed\u548c\u591a\u8bed\u8a00\u7406\u89e3\u4efb\u52a1\u4e0a\u8fbe\u5230 SOTA \u6027\u80fd\u3002\u8fd9\u4e5f\u662f\u591a\u8bed\u8a00\u7406\u89e3\u6a21\u578b\u9996\u6b21\u5728\u4e24\u4e2a\u6392\u884c\u699c\u4e0a\u540c\u65f6\u593a\u9b41\uff0c\u529b\u538b\u4e13\u7528\u4e8e\u82f1\u8bed\u6216\u4e13\u7528\u4e8e\u591a\u8bed\u8a00\u4efb\u52a1\u7684\u6a21\u578b\uff0c\u4ece\u800c\u6709\u52a9\u4e8e\u6d88\u9664\u201c\u591a\u8bed\u8a00\u8bc5\u5492\u201d\u3002 \u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u81ea\u7136\u8bed\u8a00\u8ba1\u7b97\u7ec4\u9996\u5e2d\u7814\u7a76\u5458\u97e6\u798f\u5982\u8868\u793a\uff0c\u201cT-ULRv6 \u662f\u6211\u4eec\u63a8\u8fdb\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u4ee5\u53ca AI \u6a21\u578b\u2018\u5927\u4e00\u7edf\uff08The Big 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