{"id":20156,"date":"2024-04-09T15:37:54","date_gmt":"2024-04-09T07:37:54","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=20156"},"modified":"2024-04-09T15:39:07","modified_gmt":"2024-04-09T07:39:07","slug":"120%e4%ba%bfstable-lm-2%e4%b8%8a%e7%ba%bf%e5%8d%b3%e5%bc%80%e6%ba%90%ef%bc%812%e4%b8%87%e4%ba%bftoken%e8%ae%ad%e7%bb%83%ef%bc%8c%e7%a2%be%e5%8e%8bllama-2-70b","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/04\/09\/20156\/","title":{"rendered":"120\u4ebfStable LM 2\u4e0a\u7ebf\u5373\u5f00\u6e90\uff012\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u78be\u538bLlama 2 70B"},"content":{"rendered":"<div><img data-dominant-color=\"35485b\" data-has-transparency=\"false\" style=\"--dominant-color: #35485b;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20160\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/QQ\u56fe\u724720240409153824-300x167-1.png\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/QQ\u56fe\u724720240409153824-300x167-1.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/04\/QQ\u56fe\u724720240409153824-300x167-1-150x84.png 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div class=\"article-desc\">Stability AI\u63a8\u51faStable LM 2 12B\u6a21\u578b\uff0c\u4f5c\u4e3a\u5176\u65b0\u6a21\u578b\u7cfb\u5217\u7684\u8fdb\u4e00\u6b65\u5347\u7ea7\uff0c\u8be5\u6a21\u578b\u57fa\u4e8e\u4e03\u79cd\u8bed\u8a00\u76842\u4e07\u4ebfToken\u8fdb\u884c\u8bad\u7ec3\uff0c\u62e5\u6709\u66f4\u591a\u53c2\u6570\u548c\u66f4\u5f3a\u6027\u80fd\uff0c\u636e\u79f0\u5728\u67d0\u4e9b\u57fa\u51c6\u4e0b\u80fd\u8d85\u8d8aLlama 2 70B\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u7ee716\u4ebf\u8f7b\u91cf\u7ea7Stable LM 2\u63a8\u51fa\u4e4b\u540e\uff0c12B\u53c2\u6570\u7684\u7248\u672c\u5728\u4eca\u5929\u4eae\u76f8\u4e86\u3002<\/p>\n<p>\u89c1\u72b6\uff0c\u4e0d\u5c11\u7f51\u53cb\u7eb7\u7eb7\u558a\u8bdd\uff1a\u5e72\u7684\u6f02\u4eae\uff01\u4f46\uff0cStable Diffusion 3\u5565\u65f6\u5019\u51fa\u554a\uff1f<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202404\/09\/273e99951f122d145a33775d65faf7300bb82d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s4.51cto.com\/oss\/202404\/09\/a3fc25238fdcef2c7530590afe2cd7f5a6c173.webp\" data-type=\"block\" \/><\/p>\n<p>\u603b\u5f97\u6765\u8bf4\uff0cStable LM 2 12B\u53c2\u6570\u66f4\u591a\uff0c\u6027\u80fd\u66f4\u5f3a\u3002<\/p>\n<p>120\u4ebf\u53c2\u6570\u7248\u672c\u5305\u542b\u4e86\u57fa\u7840\u6a21\u578b\u548c\u6307\u4ee4\u5fae\u8c03\u6a21\u578b\uff0c\u5e76\u5728\u4e03\u79cd\u591a\u8bed\u8a00\uff0c\u9ad8\u8fbe2\u4e07\u4ebfToken\u6570\u636e\u96c6\u4e0a\u5b8c\u6210\u8bad\u7ec3\u3002<\/p>\n<p>\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5176\u6027\u80fd\u8d76\u8d85Llama 2 70B\u7b49\u5f00\u6e90\u6a21\u578b\u3002<\/p>\n<p>\u5b98\u535a\u4ecb\u7ecd\uff0c\u6700\u65b0\u7248\u672c\u7684\u6a21\u578b\u517c\u987e\u4e86\u6027\u80fd\u3001\u6548\u7387\u3001\u5185\u5b58\u9700\u6c42\u548c\u901f\u5ea6\uff0c\u540c\u65f6\u7ee7\u7eed\u91c7\u7528\u4e86Stable LM 2 1.6B\u6a21\u578b\u7684\u6846\u67b6\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u6b21\u66f4\u65b0\uff0c\u7814\u7a76\u4eba\u5458\u8fd8\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u900f\u660e\u800c\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u4ee5\u63a8\u52a8AI\u8bed\u8a00\u6280\u672f\u7684\u521b\u65b0\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202404\/09\/06a6e7c44b2837a2bcf786ca2f3d0527ba5689.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6a21\u578b\u5730\u5740\uff1ahttps:\/\/huggingface.co\/stabilityai\/stablelm-2-12b<\/p>\n<p>\u867d\u7136\u76ee\u524d\u53ea\u652f\u63014K\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u4f46\u4f60\u5148\u522b\u6025\u3002<\/p>\n<p>Stability AI\u8868\u793a\u5f88\u5feb\u5c31\u4f1a\u63a8\u51fa\u66f4\u957f\u7684\u7248\u672c\uff0c\u5e76\u4e14\u53ef\u4ee5\u7b2c\u4e00\u65f6\u95f4\u5728Hugging Face\u4e0a\u83b7\u53d6\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202404\/09\/415ecd649673716dcc0013a47fe7ce5f06cb14.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h3>12B\u53c2\u6570\u5373\u53ef\u5b9e\u73b0SOTA<\/h3>\n<p>Stable LM 2 12B\u662f\u4e00\u4e2a\u4e13\u4e3a\u5904\u7406\u591a\u79cd\u8bed\u8a00\u4efb\u52a1\u8bbe\u8ba1\u7684\u9ad8\u6548\u5f00\u6e90\u6a21\u578b\uff0c\u5b83\u80fd\u591f\u5728\u5927\u591a\u6570\u5e38\u89c1\u786c\u4ef6\u4e0a\u6d41\u7545\u8fd0\u884c\u3002<\/p>\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cStable LM 2 12B\u53ef\u4ee5\u5904\u7406\u901a\u5e38\u53ea\u6709\u5927\u6a21\u578b\u624d\u80fd\u5b8c\u6210\u7684\u5404\u79cd\u4efb\u52a1\u3002<\/p>\n<p>\u6bd4\u5982\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08MoE\uff09\uff0c\u5f80\u5f80\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u548c\u5185\u5b58\u8d44\u6e90\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u6307\u4ee4\u5fae\u8c03\u7248\u672c\u5728\u5de5\u5177\u4f7f\u7528\uff0c\u4ee5\u53ca\u51fd\u6570\u8c03\u7528\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u80fd\u529b\uff0c\u53ef\u4ee5\u9002\u7528\u4e8e\u5404\u79cd\u7528\u9014\uff0c\u5305\u62ec\u4f5c\u4e3a\u68c0\u7d22RAG\u7cfb\u7edf\u7684\u6838\u5fc3\u90e8\u5206\u3002<\/p>\n<h3>\u6027\u80fd\u8bc4\u4f30<\/h3>\n<p>\u5728\u6027\u80fd\u65b9\u9762\uff0c\u53c2\u4e0e\u5bf9\u6bd4\u7684\u6709Mixtral\uff08MoE\uff0c\u603b\u517147B\/\u6fc0\u6d3b13B\uff09\u3001Llama2\uff0813B\u548c70B\uff09\u3001Qwen 1.5\uff0814B\uff09\u3001Gemma\uff088.5B\uff09\u548cMistral\uff087B\uff09\u3002<\/p>\n<p>\u6839\u636eOpen LLM Leaderboard\u548c\u6700\u65b0\u4fee\u6b63\u7684MT-Bench\u57fa\u51c6\u6d4b\u8bd5\u7684\u7ed3\u679c\u663e\u793a\uff0cStable LM 2 12B\u5728\u96f6\u6837\u672c\u4ee5\u53ca\u5c11\u6837\u672c\u7684\u4efb\u52a1\u4e0a\u5c55\u73b0\u4e86\u51fa\u8272\u7684\u6027\u80fd\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202404\/09\/07c0ac14638273130de372c06967e38ab695b1.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>MT\u00a0Bench<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202404\/09\/04a0600564211a7a937663a5d6db3cc4af8f57.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>Open LLM Leaderboard<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202404\/09\/717fbef0049c895ae43512cbc111c41eed3e97.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>Open LLM Leaderboard<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202404\/09\/f851c5f59ce530c54b025080c8cf0cfd301064.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>0-Shot\u00a0NLP\u00a0Tasks<\/p>\n<p>\u5728\u8fd9\u4e2a\u65b0\u7248\u672c\u4e2d\uff0c\u4ed6\u4eec\u5c06StableLM 2\u7cfb\u5217\u6a21\u578b\u6269\u5c55\u5230\u4e8612B\u7c7b\u522b\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f00\u653e\u3001\u900f\u660e\u7684\u6a21\u578b\uff0c\u5728\u529f\u7387\u548c\u7cbe\u5ea6\u65b9\u9762\u4e1d\u6beb\u4e0d\u6253\u6298\u6263\u3002<\/p>\n<h3>Stable LM 2 1.6B\u6280\u672f\u62a5\u544a<\/h3>\n<p>\u6700\u521d\u53d1\u5e03\u7684Stable LM 2 1.6B\u5df2\u7ecf\u5728Open LLM \u6392\u884c\u699c\u4e0a\u53d6\u5f97\u4e86\u9886\u5148\u5730\u4f4d\uff0c\u8bc1\u660e\u4e86\u5176\u5728\u540c\u7c7b\u4ea7\u54c1\u4e2d\u7684\u5353\u8d8a\u6027\u80fd\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202404\/09\/69799ad90965842004f864af99e7702ba4b283.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2402.17834<\/p>\n<h3>\u6a21\u578b\u9884\u8bad\u7ec3<\/h3>\n<p>\u8bad\u7ec3\u5927\u6a21\u578b\uff08LLM\uff09\u7684\u7b2c\u4e00\u9636\u6bb5\u4e3b\u8981\u662f\u5b66\u4e60\u5982\u4f55\u5229\u7528\u5927\u91cf\u4e0d\u540c\u7684\u6570\u636e\u6e90\u6765\u9884\u6d4b\u5e8f\u5217\u4e2d\u7684\u4e0b\u4e00\u4e2atoken\uff0c\u8fd9\u4e00\u9636\u6bb5\u4e5f\u88ab\u79f0\u4e4b\u4e3a\u8bad\u7ec3\u3002<\/p>\n<p>\u5b83\u4f7f\u6a21\u578b\u80fd\u591f\u6784\u5efa\u9002\u7528\u4e8e\u57fa\u672c\u8bed\u8a00\u529f\u80fd\u751a\u81f3\u66f4\u9ad8\u7ea7\u7684\u751f\u6210\u548c\u7406\u89e3\u4efb\u52a1\u7684\u901a\u7528\u5185\u90e8\u8868\u793a\u3002<\/p>\n<h4>\u8bad\u7ec3<\/h4>\n<p>\u7814\u7a76\u4eba\u5458\u6309\u7167\u6807\u51c6\u7684\u81ea\u56de\u5f52\u5e8f\u5217\u5efa\u6a21\u65b9\u6cd5\u5bf9Stable LM 2\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\u3002<\/p>\n<p>\u4ed6\u4eec\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\u6a21\u578b\uff0c\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e3a4096\uff0c\u53d7\u76ca\u4e8eFlashAttention-2\u7684\u9ad8\u6548\u5e8f\u5217\u5e76\u884c\u4f18\u5316\u3002<\/p>\n<p>\u8bad\u7ec3\u4ee5BFloat16\u6df7\u5408\u7cbe\u5ea6\u8fdb\u884c\uff0c\u540c\u65f6\u5c06all-reduce\u64cd\u4f5c\u4fdd\u6301\u5728FP32\u4e2d\u3002<\/p>\n<h4>\u6570\u636e<\/h4>\n<p>\u6a21\u578b\u6027\u80fd\u53d7\u8bad\u7ec3\u524d\u6570\u636e\u8bbe\u8ba1\u51b3\u7b56\u7684\u5f71\u54cd\uff0c\u5305\u62ec\u6e90\u9009\u62e9\u548c\u91c7\u6837\u6743\u91cd\u3002<\/p>\n<p>\u8bad\u7ec3\u4e2d\u6240\u7528\u7684\u6570\u636e\u5747\u4e3a\u516c\u5f00\u6570\u636e\uff0c\u5927\u90e8\u5206\u8bad\u7ec3\u6570\u636e\u7531\u5176\u4ed6LLM\u8bad\u7ec3\u4e2d\u4f7f\u7528\u7684\u6570\u636e\u6e90\u7ec4\u6210\uff0c\u5176\u4e2d\u5305\u62ec\u5fb7\u8bed\uff08DE\uff09\u3001\u897f\u73ed\u7259\u8bed\uff08ES\uff09\u3001\u6cd5\u8bed\uff08FR\uff09\u3001\u610f\u5927\u5229\u8bed\uff08IT\uff09\u3001\u8377\u5170\u8bed\uff08NL\uff09\u548c\u8461\u8404\u7259\u8bed\uff08PT\uff09\u7684\u591a\u8bed\u8a00\u6570\u636e\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s8.51cto.com\/oss\/202404\/09\/05cafd2633bc7a3920a2761eefd25f1bdc58fd.webp\" data-type=\"block\" \/><\/p>\n<p>\u4ed4\u7ec6\u9009\u62e9\u4e0d\u540c\u6570\u636e\u57df\u7684\u6df7\u5408\u6bd4\u4f8b\u81f3\u5173\u91cd\u8981\uff0c\u5c24\u5176\u662f\u975e\u82f1\u8bed\u6570\u636e\u548c\u4ee3\u7801\u6570\u636e\u3002<\/p>\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86Stable LM 2\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u5404\u9886\u57df\u6709\u6548\u8bad\u7ec3\u8bcd\u5757\u7684\u767e\u5206\u6bd4\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s9.51cto.com\/oss\/202404\/09\/066a16d037611ebec08350f7dd0ac04e28a5b3.webp\" data-type=\"block\" \/><\/p>\n<h4>\u5206\u8bcd\u5668<\/h4>\n<p>\u7814\u7a76\u4eba\u5458\u4f7f\u7528\u4e86Arcade100k\uff0c\u8fd9\u662f\u4e00\u4e2a\u4eceOpenAI\u7684tiktoken.cl100k_base\u6269\u5c55\u800c\u6765\u7684BPE\u6807\u8bb0\u5668\uff0c\u5176\u4e2d\u5305\u62ec\u7528\u4e8e\u4ee3\u7801\u548c\u6570\u5b57\u62c6\u5206\u5904\u7406\u7684\u7279\u6b8atoken\u3002<\/p>\n<p>\u8bcd\u5e93\u7531100,289\u4e2atoken\u7ec4\u6210\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u88ab\u586b\u5145\u4e3a\u6700\u63a5\u8fd1\u768464\u7684\u500d\u6570\uff08100,352\uff09\uff0c\u4ee5\u6ee1\u8db3NVIDIA A100\u8bbe\u5907\u4e0a\u63a8\u8350\u7684Tensor Core\u5bf9\u9f50\u65b9\u5f0f\u3002<\/p>\n<h4>\u67b6\u6784<\/h4>\n<p>\u8be5\u6a21\u578b\u5728\u8bbe\u8ba1\u4e0a\u4e0eLLaMA\u67b6\u6784\u7c7b\u4f3c\uff0c\u4e0b\u8868\u663e\u793a\u4e86\u4e00\u4e9b\u5173\u952e\u7684\u67b6\u6784\u7ec6\u8282\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s3.51cto.com\/oss\/202404\/09\/d340d87786d05b3df585220689b84e3f1d47fd.webp\" data-type=\"block\" \/><\/p>\n<p>\u5176\u4e2d\uff0c\u4e0eLLaMA\u7684\u4e3b\u8981\u533a\u522b\u5982\u4e0b\uff1a<\/p>\n<p>1. \u4f4d\u7f6e\u5d4c\u5165<\/p>\n<p>\u65cb\u8f6c\u4f4d\u7f6e\u5d4c\u5165\u5e94\u7528\u4e8e\u5934\u5d4c\u5165\u5c3a\u5bf8\u7684\u524d25%\uff0c\u4ee5\u63d0\u9ad8\u540e\u7eed\u541e\u5410\u91cf<\/p>\n<p>2. \u5f52\u4e00\u5316<\/p>\n<p>\u76f8\u5bf9\u4e8eRMSNorm\uff0cLayerNorm\u5177\u6709\u5b66\u4e60\u504f\u7f6e\u9879<\/p>\n<p>3. \u504f\u7f6e<\/p>\n<p>\u4ece\u524d\u9988\u7f51\u7edc\u548c\u591a\u5934\u81ea\u6ce8\u610f\u5c42\u4e2d\u5220\u9664\u4e86\u952e\u3001\u67e5\u8be2\u548c\u503c\u9884\u6d4b\u4ee5\u5916\u7684\u6240\u6709\u504f\u7f6e\u9879\u3002<\/p>\n<h3>\u6a21\u578b\u5fae\u8c03<\/h3>\n<h4>\u6709\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09<\/h4>\n<p>\u7814\u7a76\u4eba\u5458\u5728Hugging Face Hub\u4e0a\u516c\u5f00\u7684\u4e00\u4e9b\u6307\u4ee4\u6570\u636e\u96c6\u4e0a\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002<\/p>\n<p>\u5c24\u5176\u662f\u4f7f\u7528\u4e86UltraChat\u3001WizardLM\u3001SlimOrca\u3001ShareGPT\u3001Capybara\u3001Deita\u548cMetaMathQA\u4f1a\u8bdd\u6570\u636e\u96c6\uff0c\u6837\u672c\u603b\u6570\u4e3a826,938\u4e2a\u3002<\/p>\n<h4>\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff08DPO\uff09<\/h4>\n<p>\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff08Direct Preference Optimization\uff0c\u7b80\u79f0 DPO\uff09\u662f Zephyr-7B\u3001Neural-Chat-7B\u548cTulu-2-DPO-70B\u7b49\u8fd1\u671f\u5f3a\u6a21\u578b\u7684\u57fa\u672c\u5de5\u5177\u3002<\/p>\n<p>\u5728\u5e94\u7528SFT\u540e\uff0c\u901a\u8fc7DPO\u5bf9\u5f97\u5230\u7684\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u4ed6\u4eec\u4f7f\u7528UltraFeedback\u548cIntel Orca Pairs\u8fd9\u4e24\u4e2a\u6570\u636e\u96c6\uff0c\u5e76\u901a\u8fc7\u5220\u9664\u4e86\u6392\u540d\u5e76\u5217\u7684\u914d\u5bf9\u3001\u5185\u5bb9\u91cd\u590d\u7684\u914d\u5bf9\u4ee5\u53ca\u6240\u9009\u56de\u5e94\u5f97\u5206\u4f4e\u4e8e80%\u7684\u914d\u5bf9\u6765\u8fc7\u6ee4\u6570\u636e\u96c6\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s7.51cto.com\/oss\/202404\/09\/5394afc600c269c342b2045a6e88530ea19741.webp\" data-type=\"block\" \/><\/p>\n<h3>\u5b9e\u9a8c\u7ed3\u679c\u548c\u57fa\u51c6\u6d4b\u8bd5<\/h3>\n<h4>\u5c11\u6837\u672c\u548c\u96f6\u6837\u672c\u8bc4\u4f30<\/h4>\n<p>\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u6d41\u884c\u57fa\u51c6\u8bc4\u4f30\u4e86Stable LM 2\u7684\u5c11\u6837\u672c\u548c\u96f6\u6837\u672c\u80fd\u529b\uff0c\u5e76\u5c06\u7ed3\u679c\u4e0e\u7c7b\u4f3c\u5927\u5c0f\u7684\u5f00\u6e90\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u4e0b\u8868\u5217\u51fa\u4e86\u6a21\u578b\u8bc4\u4f30\u7ed3\u679c\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202404\/09\/35e4276176e46b934db769d1939ade84e09aed.webp\" data-type=\"block\" \/><\/p>\n<p>\u53ef\u4ee5\u770b\u51fa\uff0cStable LM 2 1.6B \uff08stablelm-2-1-6b\uff09\u7684\u6027\u80fd\u660e\u663e\u4f18\u4e8e\u5176\u4ed6\u57fa\u7840\u6a21\u578b\u3002<\/p>\n<p>\u540c\u6837\uff0c\u7ecf\u8fc7\u6307\u4ee4\u5fae\u8c03\u7684\u7248\u672c\uff08stablelm-2-1-6b-dpo\uff09\u6bd4\u5fae\u8f6f\u7684Phi-1.5\u5e73\u5747\u63d0\u9ad8\u4e862%\uff0c\u4f46\u5728\u51e0\u53d1\u51c6\u786e\u7387\u4e0a\u5374\u843d\u540e\u4e8e\u66f4\u5927\u7684Phi-2.0\u3002\u4e0e\u8c37\u6b4c\u7684Gemma 2B\uff082.5B\u53c2\u6570\uff09\u76f8\u6bd4\uff0c\u6027\u80fd\u4e5f\u6709\u663e\u8457\u63d0\u9ad8\u3002<\/p>\n<h4>\u591a\u8bed\u79cd\u8bc4\u4f30<\/h4>\n<p>\u901a\u8fc7\u5728 ChatGPT \u7ffb\u8bd1\u7248\u672c\u7684 ARC\u3001HS\u3001TQA \u548c MMLU \u4e0a\u8fdb\u884c\u8bc4\u4f30\uff0c\u6765\u8bc4\u4f30\u5728\u591a\u8bed\u8a00\u73af\u5883\u4e0b\u7684\u77e5\u8bc6\u548c\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u8fd8\u4f7f\u7528\u4e86\u673a\u5668\u7ffb\u8bd1\u7684LAMBADA\u6570\u636e\u96c6\u6d4b\u8bd5\u4e86\u4e0b\u4e00\u4e2a\u5355\u8bcd\u7684\u9884\u6d4b\u80fd\u529b\u3002<\/p>\n<p>\u4e0b\u8868\u4e3azero-shot\u6d4b\u8bd5\u7ed3\u679c\uff0c\u53ef\u4ee5\u770b\u51fa\u4e0e\u89c4\u6a21\u662f\u5176\u4e24\u500d\u7684\u6a21\u578b\u76f8\u6bd4\uff0cStable LM 2\u7684\u6027\u80fd\u66f4\u52a0\u51fa\u4f17\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s6.51cto.com\/oss\/202404\/09\/05ed02580369bce27616662b49d91c74602aa1.webp\" data-type=\"block\" \/><\/p>\n<h4>MT\u57fa\u51c6\u8bc4\u4f30<\/h4>\n<p>\u4ed6\u4eec\u8fd8\u5728\u6d41\u884c\u7684\u591a\u8f6e\u57fa\u51c6MT-Bench\u4e0a\u6d4b\u8bd5\u4e86\u6a21\u578b\u7684\u5bf9\u8bdd\u80fd\u529b\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202404\/09\/55fe0c842189cd3c2a7200f1e062c466c652ce.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>Stable LM 2 1.6B\u663e\u793a\u51fa\u5177\u6709\u7ade\u4e89\u529b\u7684\u6027\u80fd\uff0c\u4e0eMT-Bench\u4e0a\u7684\u5927\u578b\u6a21\u578b\u80fd\u529b\u76f8\u5f53\u751a\u81f3\u66f4\u597d\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s7.51cto.com\/oss\/202404\/09\/a706d160985ddf4ddf1969b6f7807051aeda5c.webp\" data-type=\"block\" \/><\/p>\n<p>\u867d\u7136\u8be5\u6a21\u578b\u843d\u540e\u4e8eMistral 7B Instruct v0.2\uff08\u6bd4Stable LM 2\u59274\u500d\u591a\uff09\u7b49\u66f4\u5f3a\u5927\u7684\u6a21\u578b\uff0c\u4f46\u8be5\u6a21\u578b\u63d0\u4f9b\u4e86\u66f4\u597d\u7684\u804a\u5929\u6027\u80fd\uff0c\u5e76\u4ee5\u8f83\u5927\u4f18\u52bf\u51fb\u8d25\u4e86Phi-2\u3001Gemma 2B\u548cTinyLLaMA 1.1B\u8fd9\u4e24\u4e2a\u5927\u6a21\u578b\u3002<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_20156\" class=\"pvc_stats 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