{"id":4362,"date":"2023-05-23T15:08:08","date_gmt":"2023-05-23T07:08:08","guid":{"rendered":"http:\/\/www.sniper97.cn\/?p=4362"},"modified":"2023-05-24T19:45:48","modified_gmt":"2023-05-24T11:45:48","slug":"%e3%80%90%e8%ae%ba%e6%96%87%e3%80%91bloom-a-176b-parameter-open-access-multilingual-language-model","status":"publish","type":"post","link":"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/paper-deep-learning\/4362\/","title":{"rendered":"\u3010\u8bba\u6587\u3011BLOOM: A 176B-Parameter Open-Access Multilingual Language Model"},"content":{"rendered":"\n<div class=\"wp-block-aioseo-table-of-contents\"><ul><li><a href=\"#aioseo-1\">1.\u52a8\u673a<\/a><\/li><li><a href=\"#aioseo-2\">2.\u6570\u636e\u96c6<\/a><ul><li><a href=\"#aioseo-2-1-root\">2.1 ROOTS<\/a><\/li><li><a href=\"#aioseo-2-2-xp3\">2.2 xp3<\/a><\/li><\/ul><\/li><li><a href=\"#aioseo-3\">3.\u6a21\u578b\u7ed3\u6784<\/a><ul><li><a href=\"#aioseo-3-1-decoder-only\">3.1 \u4e3a\u4ec0\u4e48\u662fdecoder only\uff1f<\/a><\/li><li><a href=\"#aioseo-3-2-alibi\">3.2 \u4e3a\u4ec0\u4e48\u662fAliBi\uff1f<\/a><\/li><li><a href=\"#aioseo-3-3-layer-norm\">3.3 layer norm<\/a><\/li><li><a href=\"#aioseo-3-4-tokenizer\">3.4 tokenizer<\/a><\/li><\/ul><\/li><li><a href=\"#aioseo-4\">4. \u8bad\u7ec3\u7ec6\u8282<\/a><\/li><li><a href=\"#aioseo-5\">5.\u6a21\u578b\u9a8c\u8bc1<\/a><ul><li><a href=\"#aioseo-5-1-superglue\">5.1 SuperGLUE<\/a><\/li><li><a href=\"#aioseo-5-2\">5.2 \u673a\u5668\u7ffb\u8bd1<\/a><\/li><li><a href=\"#aioseo-5-3\">5.3 \u6458\u8981<\/a><\/li><li><a href=\"#aioseo-5-4\">5.4 \u4ee3\u7801\u751f\u6210<\/a><\/li><li><a href=\"#aioseo-5-5-helm\">5.5 HELM\u6d4b\u8bc4<\/a><\/li><li><a href=\"#aioseo-5-6-finetune\">5.6 \u591a\u4efb\u52a1finetune<\/a><\/li><li><a href=\"#aioseo-5-7-embedding\">5.7 embedding<\/a><\/li><\/ul><\/li><\/ul><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-1\">1.\u52a8\u673a<\/h2>\n\n\n\n<p>&#8211;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-2\">2.\u6570\u636e\u96c6<\/h2>\n\n\n\n<p>BLOOM\u4f7f\u7528ROOTS\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\uff0cBLOOMZ\u5728BLOOM\u7684\u57fa\u7840\u4e0a\uff0c\u7ee7\u7eed\u4f7f\u7528xp3\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>ROOTS\u4e0exp3\u7684\u591a\u8bed\u8a00\u6570\u636e\u5206\u5e03\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"256\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-1024x256.png\" alt=\"\" class=\"wp-image-4364\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-1024x256.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-300x75.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-768x192.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-1536x384.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image.png 1904w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-2-1-root\">2.1 ROOTS<\/h3>\n\n\n\n<p>ROOTS\u5305\u542b\u4e8646\u79cd\u4eba\u7c7b\u8bed\u8a00\u548c13\u79cd\u53d8\u6210\u8bed\u8a00\uff0c\u6db5\u76d6\u4e86huggingface\u4e2d\u7684498\u4e2a\u6570\u636e\u96c6\uff0c\u603b\u8ba11.6T\u7684\u7a7a\u95f4\uff0c341B\u7684token\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u9884\u5904\u7406\u65b9\u5f0f\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"554\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-1-1024x554.png\" alt=\"\" class=\"wp-image-4365\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-1-1024x554.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-1-300x162.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-1-768x416.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-1-1536x831.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-1.png 1870w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6570\u636e\u5904\u7406\u4e3b\u8981\u5206\u4e3a\u4ee5\u4e0b\u51e0\u79cd\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<ul><li>\u8fc7\u6ee4\u4e00\u4e9b\u4e0d\u662f\u9ad8\u8d28\u91cf\u7684\u6587\u672c\uff08\u6bd4\u5982\u5783\u573e\u90ae\u4ef6\u3001SEO\u9875\u9762\u7b49\uff09\uff0c\u4f46\u662f\u6709\u610f\u5730\u5c06\u9ad8\u8d28\u91cf\u6587\u672c\u5b9a\u4e49\u7684\u8f83\u4e3a\u5bbd\u677e\uff0c\u4ec5\u4ec5\u5b9a\u4e49\u6210\u4e3a\u201c\u4eba\u5199\u7684\u201d\uff0c\u533a\u522b\u4e8e\u4e00\u4e9b\u81ea\u52a8\u751f\u6210\u7684\u6587\u672c\uff0c\u4e0d\u533a\u5206\u5185\u5bb9\u548c\u8bed\u6cd5\u3002<\/li><li>\u5bf9\u4e8e\u4ee3\u7801\uff08github\u6570\u636e\u96c6\uff09\u4f1a\u53bb\u91cd\u3002<\/li><li>\u4f1a\u4f7f\u7528\u6b63\u5219\u5220\u9664OSCAR\u4e2d\u6d89\u53ca\u5230\u4e2a\u4eba\u4fe1\u606f\u7684\u90e8\u5206\u6587\u672c\u3002<\/li><li>\u5bf9\u591a\u79cd\u7b26\u53f7\u8fdb\u884c\u6807\u51c6\u5316\u3002\uff08\u5982\u4e0b\u56fe\uff09<\/li><\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-2.png\" alt=\"\" class=\"wp-image-4366\" width=\"493\" height=\"353\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-2.png 788w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-2-300x215.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-2-768x550.png 768w\" sizes=\"(max-width: 493px) 100vw, 493px\" \/><\/figure><\/div>\n\n\n<p>\u6bcf\u79cd\u8bed\u8a00\u7684\u6570\u636e\u5206\u5e03\uff0c\u53ef\u4ee5\u770b\u5230\u4e2d\u82f1\u6bd4\u4f8b\u76f8\u5bf9\u6bd4\u8f83\u9ad8\uff0c480G vs 260G+76G\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"856\" height=\"1024\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-4-856x1024.png\" alt=\"\" class=\"wp-image-4368\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-4-856x1024.png 856w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-4-251x300.png 251w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-4-768x918.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-4-1285x1536.png 1285w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-4.png 1410w\" sizes=\"(max-width: 856px) 100vw, 856px\" \/><\/figure><\/div>\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"383\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-3-1024x383.png\" alt=\"\" class=\"wp-image-4367\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-3-1024x383.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-3-300x112.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-3-768x287.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-3-1536x575.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-3.png 1870w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-2-2-xp3\">2.2 xp3<\/h3>\n\n\n\n<p>\u5728T0\u7684P3\uff08\u5305\u542b2000+ prompt \u548c170+ \u6570\u636e\u96c6\uff09\u7684\u57fa\u7840\u4e0a\uff0c\u6269\u5145\u4e86\u4f8b\u5982\u7ffb\u8bd1\u7b49\u4efb\u52a1\uff0c\u5305\u542b16\u4e2a\u8bed\u8a00\u548c16\u79cd\u4efb\u52a1\uff0c\u5f97\u5230\u4e86xP3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-3\">3.\u6a21\u578b\u7ed3\u6784<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-3-1-decoder-only\">3.1 \u4e3a\u4ec0\u4e48\u662fdecoder only\uff1f<\/h3>\n\n\n\n<p>\u672c\u6587\u5c1d\u8bd5\u4e86\u5f88\u591a\u79cd\u7ed3\u6784\uff0c\u6700\u7ec8\u786e\u5b9adecoder only\u662f\u4e00\u4e2a\u6700\u4f18\u79c0\u7684llm\u7ed3\u6784\u3002\u8be6\u89c1<\/p>\n\n\n\n<p><a href=\"https:\/\/proceedings.mlr.press\/v162\/wang22u.html\">https:\/\/proceedings.mlr.press\/v162\/wang22u.html<\/a><\/p>\n\n\n\n<p>\u4e0d\u8fc7\u672c\u6587\u63d0\u5230\uff0c\u4efb\u52a1\u578b\u7684\u6700\u4f18\u7ed3\u6784\u5176\u5b9e\u662fT5\u8fd9\u7c7b\u7684en-decoder\u7ed3\u6784\uff08lm\u7684\u6700\u4f18\u7ed3\u6784\u662fdecoder only\uff09\uff0c\u6709\u70b9\u597d\u5947\u4e3a\u4ec0\u4e48\u65e2\u7136\u6700\u7ec8\u7684\u7ed3\u679c\u662f\u8981\u505a\u4efb\u52a1\u578b\uff0c\u4f46\u662f\u8fd8\u5728\u62fc\u547d\u5730\u5377decoder\u7684llm\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-3-2-alibi\">3.2 \u4e3a\u4ec0\u4e48\u662fAliBi\uff1f<\/h3>\n\n\n\n<p>\u522b\u95ee\uff0c\u95ee\u5c31\u662f\u505a\u8fc7\u5b9e\u9a8c\uff0c\u4f18\u4e8e\u5b66\u4e60\u548crotary\u3002 \u201coutperforming both\u201d<\/p>\n\n\n\n<p>AliBi\u8bba\u6587\uff1a<\/p>\n\n\n\n<p><a href=\"https:\/\/arxiv.org\/abs\/2108.12409\">https:\/\/arxiv.org\/abs\/2108.12409<\/a><\/p>\n\n\n\n<p>\u4e0d\u8fc7\u8fd9\u70b9\u5b58\u7591\uff0c\u6316\u4e2a\u5751\u540e\u7eed\u8865\u5427\uff0c\u65e2\u7136\u597d\u4e3a\u5565\u540e\u7eed\u5de5\u4f5cGLM\u548cLlama\u90fd\u6ca1\u7528\u634f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-3-3-layer-norm\">3.3 layer norm<\/h3>\n\n\n\n<p>\u4ed6\u4eec\u5728embedding\u540e\u7acb\u523b\u8fdb\u884c\u4e86\u4e00\u6b21layer norm\uff0c\u53ef\u4ee5\u6709\u6548\u7684\u589e\u52a0\u6a21\u578b\u7684\u8bad\u7ec3\u7a33\u5b9a\u6027\u3002\u4e0d\u8fc7\u5462\uff0c\u7f8e\u4e2d\u4e0d\u8db3\u7684\u662f\u8fd9\u4e2a\u7ed3\u8bba\u662f\u5728f16\uff08\u4e14\u53c2\u6570\u5c0f\u4e8e\u7b49\u4e8e104B\uff09\u7684\u60c5\u51b5\u4e0b\u5f97\u5230\u7684\uff0c\u800c\u5728\u8bad\u7ec3176B\u7684BLOOM\u65f6\uff0c\u7531\u4e8e\u5927\u5bb6\u5df2\u7ecf\u666e\u904d\u8ba4\u77e5f16\u7684\u6027\u80fd\u6ca1\u6709bf16\u597d\uff0c\u524d\u8005\u53ef\u80fd\u4f1a\u5e26\u6765\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u3002\u56e0\u6b64BLOOM176B\u53ef\u80fd\u51cf\u5f31\u4e86\u5bf9\u6539LN\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u4e0b\u56fe\u4e3ahf\u7684BLOOM\u5b9e\u73b0\uff0c\u53ef\u4ee5\u770b\u89c1embedding\u540e\u7acb\u523b\u8fdb\u884c\u4e86\u4e00\u6b21LN\uff0c\u4e0d\u8fc7\u4f7f\u7528\u7684\u662f\u539f\u59cbLN\u800c\u4e0d\u662fLlama\u4f7f\u7528\u7684RMSLN\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"476\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-5-1024x476.png\" alt=\"\" class=\"wp-image-4369\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-5-1024x476.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-5-300x139.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-5-768x357.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-5.png 1404w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-3-4-tokenizer\">3.4 tokenizer<\/h3>\n\n\n\n<p>\u5bf9tokenizer\uff08BPE\uff09\u8fdb\u884c\u4e86\u4e00\u5b9a\u7684\u5206\u6790\uff0c\u9996\u5148\u5b9a\u4e49 fertility\uff08\u751f\u80b2\u7387\uff09\u4e3a\uff1a\u62c6\u5206\u4e00\u4e2a\u5355\u8bcd\u7684\u6bd4\u4f8b\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u8868\u660e\uff0c\u8f83\u9ad8\u7684\u751f\u80b2\u7387\u53ef\u80fd\u4f1a\u5f71\u54cd\u6a21\u578b\u5bf9\u5176\u4ed6\u8bed\u8a00\u7684\u8fc1\u79fb\u80fd\u529b\uff0c\u6700\u7ec8\u5f71\u54cd\u591a\u8bed\u8a00\u6027\u80fd\u3002\u56e0\u6b64\u5c06\u751f\u80b2\u7387\u9650\u5236\u523010%\u5de6\u53f3\u3002<\/p>\n\n\n\n<p>\u4ed6\u4eec\u4e5f\u5728150k\u8bcd\u8868\u548c250k\u8bcd\u8868\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u6700\u7ec8250k\u8bcd\u8868\u80dc\u51fa\uff0c\u4f46\u662f\u4e3a\u4e86\u517c\u5bb9megatron\uff0c\u5fc5\u987b\u662f4\u7684\u6574\u6570\u500d\uff0c\u56e0\u6b64\u6700\u7ec8\u8bcd\u8868\u5927\u5c0f\u4e3a250680<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6574\u4f53\u7684\u6a21\u578b\u7ed3\u6784\u5982\u4e0b\u56fe\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"501\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-6-1024x501.png\" alt=\"\" class=\"wp-image-4370\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-6-1024x501.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-6-300x147.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-6-768x376.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-6.png 1332w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-4\">4. \u8bad\u7ec3\u7ec6\u8282<\/h2>\n\n\n\n<p>\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\u3002\u53c2\u6570\u5982\u4e0b<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"955\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-7-1024x955.png\" alt=\"\" class=\"wp-image-4371\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-7-1024x955.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-7-300x280.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-7-768x717.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-7.png 1402w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul><li>\u5728\u8bad\u7ec3BLOOM\u8fc7\u7a0b\u4e2d\uff0c\u4e5f\u5c1d\u8bd5\u4e86\u66f4\u6539Adam\u7684\u03b2\u3001\u6743\u91cd\u8870\u51cf\u3001\u68af\u5ea6\u88c1\u526a\u7b49\u7b56\u7565\uff0c\u4f46\u662f\u5e76\u6ca1\u6709\u89c2\u5bdf\u5230\u660e\u663e\u7684\u6027\u80fd\u63d0\u5347\u3002<\/li><li>\u5728\u8bad\u7ec3BLOOMZ\u7684\u8fc7\u7a0b\u4e2d\uff0cxp3\u603b\u8ba1\u670913B\u7684token\u3002\u4f46\u662f\u7531\u4e8e\u4f7f\u7528\u6700\u4f18val set\u6765\u8fdb\u884c\u4fdd\u5b58\uff0c\u53d1\u73b0\u5728 1-6B \u65f6\u7684\u6548\u679c\u5c31\u5f00\u59cb\u8d8b\u4e8e\u7a33\u5b9a\u3002<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-5\">5.\u6a21\u578b\u9a8c\u8bc1<\/h2>\n\n\n\n<p>\u5728 SuperGLUE\u3001\u673a\u7ffb\u3001\u6458\u8981\u4e0a\u8fdb\u884c\u4e86x-shot\u7684\u9a8c\u8bc1\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-5-1-superglue\">5.1 SuperGLUE<\/h3>\n\n\n\n<p>\u5206\u522b\u662fSuperGLUE\u4e0a 0-shot\u548c1-shot\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<ul><li>T0\u8868\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u6027\u80fd\uff0c\u4f46\u662f\u8003\u8651\u5230T0\u662f\u7ecf\u8fc7sft\u7684\uff0c\u56e0\u6b64\u7ed3\u679c\u518d\u5bf9\u6bd4\u4e2d\u5e76\u4e0d\u5b8c\u5168\u53ef\u4fe1\u3002<\/li><li>\u5c3d\u7ba1Bloom\u5728zero\u4e0b\uff0c\u901a\u5e38\u4f1a\u843d\u540eOPT\uff0c\u4f46\u662f\u5728one\u4e0b\uff0cBLOOM\u83b7\u5f97\u4e86\u66f4\u9ad8\u7684\u63d0\u5347\u3002\u731c\u6d4b\u662f\u591a\u8bed\u8a00\u7684\u6a21\u578b\u53ef\u4ee5\u5728\u957f\u6587\u672c\u4e2d\u6216\u5f97\u5230\u66f4\u591a\u7684\u4fe1\u606f\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"478\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-8-1024x478.png\" alt=\"\" class=\"wp-image-4372\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-8-1024x478.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-8-300x140.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-8-768x358.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-8.png 1432w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u591a\u4e2a\u5c3a\u5bf8\u7684BLOOM\u5728one-shot\u4e0a\uff0c\u57285\u4e2a\u6d4b\u8bc4\u4efb\u52a1\u4e0a\u6027\u80fd\u5e76\u4e0d\u843d\u8d25\u4e8eOPT\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"702\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-9-1024x702.png\" alt=\"\" class=\"wp-image-4373\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-9-1024x702.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-9-300x206.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-9-768x527.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-9.png 1426w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-5-2\">5.2 \u673a\u5668\u7ffb\u8bd1<\/h3>\n\n\n\n<p>\u6570\u636e\u96c6\uff1aWMT14 en-fr en-hi Flores-101 DiaBLa<\/p>\n\n\n\n<p>\u540c\u65f6\u7ed3\u675f\u6807\u8bc6\u7b26\u662fEOS\u6216\u8005\u662f \\n###\\n (\u591ashot\u7684\u95f4\u9694\u7b26)<\/p>\n\n\n\n<p>\u5728zero\u60c5\u51b5\u4e0b\uff0c\u7ed3\u679c\u6bd4\u8f83\u7cdf\u7cd5\uff0c\u539f\u56e0\u4e3b\u8981\u662f\uff1a(1) \u8fc7\u5ea6\u751f\u6210\uff1b(2) \u4e0d\u80fd\u591f\u4ea7\u751f\u6b63\u786e\u7684\u8bed\u8a00<\/p>\n\n\n\n<p>\u4f7f\u7528\u4e86\u4e00\u4e0b\u56db\u79cdprompt\u6784\u9020\uff0c\u5176\u4e2dL1\u3001L2\u5206\u522b\u4e3a\u8bed\u8a00\u540d\u79f0\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"160\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-10-1024x160.png\" alt=\"\" class=\"wp-image-4374\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-10-1024x160.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-10-300x47.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-10-768x120.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-10.png 1422w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>WMT14\u7684\u7ed3\u679c<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"276\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-11-1024x276.png\" alt=\"\" class=\"wp-image-4375\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-11-1024x276.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-11-300x81.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-11-768x207.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-11.png 1300w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Flores\u7ed3\u679c\uff0c\u9ad8\u8d44\u6e90\u8bed\u8a00->\u4e2d\u8d44\u6e90\u8bed\u8a00\u7684\u7ffb\u8bd1\u7ed3\u679c\uff08\u90e8\u5206\u5c55\u793a oneshot\uff09<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"672\" height=\"578\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-12.png\" alt=\"\" class=\"wp-image-4376\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-12.png 672w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-12-300x258.png 300w\" sizes=\"(max-width: 672px) 100vw, 672px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-5-3\">5.3 \u6458\u8981<\/h3>\n\n\n\n<p>\u6570\u636e\u96c6\uff1aWikiLingua<\/p>\n\n\n\n<p>\u6307\u6807\uff1aROUGE2\uff08\u4e0d\u8fc7\u8bba\u6587\u4f9d\u7136\u6307\u51fa\uff0cROUGE2\u6ca1\u529e\u6cd5\u5b8c\u5168\u63cf\u8ff0\u6a21\u578b\u751f\u6210\u7684\u6587\u672c\u8d28\u91cf\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"584\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-13-1024x584.png\" alt=\"\" class=\"wp-image-4377\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-13-1024x584.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-13-300x171.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-13-768x438.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-13.png 1434w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-5-4\">5.4 \u4ee3\u7801\u751f\u6210<\/h3>\n\n\n\n<p>ROOTS\u4e2d\u5305\u542b\u4e86\u5927\u698211%\u7684code\u6570\u636e\uff0c\u4e0eGPT\u7684\u8bad\u7ec3\u6570\u636e\u96c6Pile\u768413%\u7c7b\u4f3c\uff0c\u6700\u7ec8\u6027\u80fd\u4e0a\u4e5f\u76f8\u4f3c\u3002\u4f46\u662fBLOOM\u7684\u9c81\u68d2\u6027\u66f4\u597d\uff08\u9ad8k\/\u6e29\u5ea6 \u4e0b\u7684\u8868\u73b0\u4f9d\u7136\u7a33\u5b9a\uff09\u3002\u66f4\u591a\u7684\u5206\u6790\u8be6\u89c1\uff1a <a href=\"https:\/\/arxiv.org\/pdf\/2211.01786.pdf\">https:\/\/arxiv.org\/pdf\/2211.01786.pdf<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"718\" height=\"1024\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-14-718x1024.png\" alt=\"\" class=\"wp-image-4378\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-14-718x1024.png 718w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-14-210x300.png 210w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-14-768x1095.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-14.png 770w\" sizes=\"(max-width: 718px) 100vw, 718px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-5-5-helm\">5.5 HELM\u6d4b\u8bc4<\/h3>\n\n\n\n<p>\u5bf9\u6bd4\u4e86BLOOM\u3001GPT3 davinci \u3001InstructGPTfavinci v2\u3001OPT\u7b49\u6a21\u578b\uff0cBLOOM\u7684\u6574\u4f53\u4f4d\u7f6e\u4e2d\u7b49\u504f\u4e0a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"784\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-15-1024x784.png\" alt=\"\" class=\"wp-image-4379\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-15-1024x784.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-15-300x230.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-15-768x588.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-15.png 1484w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-5-6-finetune\">5.6 \u591a\u4efb\u52a1finetune<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"953\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-16-1024x953.png\" alt=\"\" class=\"wp-image-4380\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-16-1024x953.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-16-300x279.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-16-768x715.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-16.png 1476w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-5-7-embedding\">5.7 embedding<\/h3>\n\n\n\n<p>\u8bad\u7ec3\u4e86SGPT-BLOOM-7B1-msmarco\u3001SGPT-BLOOM_1.7B-nli\uff0c\u5728Massive Text Embedding Benchmark MTEB <a href=\"https:\/\/arxiv.org\/pdf\/2210.07316.pdf\">https:\/\/arxiv.org\/pdf\/2210.07316.pdf<\/a> \u4e0a\u7684\u7ed3\u679c<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"604\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-17-1024x604.png\" alt=\"\" class=\"wp-image-4381\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-17-1024x604.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-17-300x177.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-17-768x453.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/05\/image-17.png 1458w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>1.\u52a8\u673a &#8211; 2.\u6570\u636e\u96c6 BLOOM\u4f7f\u7528ROOTS\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\uff0cBLOOMZ\u5728BLOO [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_mi_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[16],"tags":[],"views":7295,"_links":{"self":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/4362"}],"collection":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/comments?post=4362"}],"version-history":[{"count":4,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/4362\/revisions"}],"predecessor-version":[{"id":4387,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/4362\/revisions\/4387"}],"wp:attachment":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/media?parent=4362"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/categories?post=4362"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/tags?post=4362"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}