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\"\u5177\u8eabICL\u6765\u4e86\u521b\u4e1a\u73a9\u5bb6\uff01\u4e0a\u4e0b\u6587\u6210Scaling\u65b0\u8d5b\u9053\"\/<\/div><\/figure>\n
\"\u5177\u8eabICL\u6765\u4e86\u521b\u4e1a\u73a9\u5bb6\uff01\u4e0a\u4e0b\u6587\u6210Scaling\u65b0\u8d5b\u9053\"\/<\/div><\/figure>\n
\"\u5177\u8eabICL\u6765\u4e86\u521b\u4e1a\u73a9\u5bb6\uff01\u4e0a\u4e0b\u6587\u6210Scaling\u65b0\u8d5b\u9053\"\/<\/div><\/figure>\n
\"\u5177\u8eabICL\u6765\u4e86\u521b\u4e1a\u73a9\u5bb6\uff01\u4e0a\u4e0b\u6587\u6210Scaling\u65b0\u8d5b\u9053\"\/<\/div><\/figure>\n

2020\u5e74\uff0cGPT-3\u9760\u201c\u770b\u51e0\u4e2a\u793a\u4f8b\u5c31\u4f1a\u65b0\u4efb\u52a1\u201d\u9707\u52a8\u4e86NLP\u754c\uff1b\u516d\u5e74\u540e\u7684\u4eca\u5929\uff0c\u540c\u6837\u7684\u6545\u4e8b\u6b63\u5728\u5177\u8eab\u667a\u80fd\u9886\u57df\u4e0a\u6f14\u3002<\/p>\n

\u6ca1\u9519\uff0c\u5c31\u662fIn-Context Learning\u3002<\/p>\n

8\u6708\u4e2d\u65ec\uff0cSkild AI\u53d1\u5e03\u673a\u5668\u4eba\u57fa\u7840\u6a21\u578bS1\u3002\u53ea\u9700\u8981\u7ed9\u673a\u5668\u4eba\u770b\u4e00\u904d\u4efb\u52a1\u6f14\u793a\u89c6\u9891\uff0c\u5b83\u53ef\u4ee5\u5728\u4e0d\u5fae\u8c03\u3001\u4e0d\u505a\u989d\u5916post-training\u7684\u60c5\u51b5\u4e0b\uff0c\u5c1d\u8bd5\u5b8c\u6210\u6b64\u524d\u6ca1\u6709\u8bad\u7ec3\u8fc7\u7684\u65b0\u4efb\u52a1\u3002\u4efb\u52a1\u65f6\u957f\u53ef\u8fbe10\u5206\u949f\uff0c\u5305\u542b\u51e0\u5341\u4e2a\u64cd\u4f5c\u6b65\u9aa4\u3002<\/p>\n

Skild\u5728\uff08\u8bad\u7ec3\u6570\u636e\uff09\u89c1\u8fc7\u7684\u4efb\u52a1\u548c\u672a\u89c1\u8fc7\u7684\u4efb\u52a1\u4e0a\uff0c\u5bf9\u6bd4\u4e86ICL\u89c6\u9891Prompt\u548c\u4f20\u7edf\u7684\u8bed\u8a00Prompt VLA\u3002<\/p>\n

\u6d4b\u8bd5\u7ed3\u679c\u8868\u660e\uff0c\u5f53\u8bad\u7ec3\u6570\u636e\u53ea\u67091000\u5c0f\u65f6\u65f6\uff0c\u8bed\u8a00Prompt\u6548\u679c\u66f4\u597d\uff0c\u800c\u968f\u7740\u6570\u636e\u89c4\u6a21\u589e\u52a0\uff0cICL\u5f00\u59cb\u53cd\u8d85\u3002\u5bf9\u4e8e\u672a\u89c1\u4efb\u52a1\uff0c\u52a0\u5165\u89c6\u9891context\u540e\uff0c\u6a21\u578b\u8868\u73b0\u76f8\u6bd4\u53ea\u7528\u8bed\u8a00\u6307\u4ee4\u63d0\u5347\u7ea67\u500d\u3002<\/p>\n

S1\u53d1\u5e03\u7684\u4e00\u5468\u4e4b\u524d\uff0cGeneralist AI\u53d1\u5e03GEN-1.5\uff0c\u540c\u6837\u628aOne-Shot Learning\u4f5c\u4e3a\u6838\u5fc3\u80fd\u529b\u3002\u673a\u5668\u4eba\u53ea\u770b\u4e00\u4e2a\u793a\u8303\uff0c\u5c31\u80fd\u5728\u6570\u79d2\u5185\u5b66\u4e60\u65b0\u4efb\u52a1\uff0c\u65e0\u9700\u68af\u5ea6\u66f4\u65b0\u6216\u5fae\u8c03\uff0c\u5e76\u652f\u6301\u4eba\u7c7b\u793a\u8303\u5230\u673a\u5668\u4eba\u6267\u884c\u3001\u7ec4\u5408\u6cdb\u5316\u548cSim-to-Real\u8fc1\u79fb\u3002<\/p>\n

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In-Context Learning\uff08ICL\uff09\u8fd9\u6761\u8def\u5f84\uff0c\u5df2\u7ecf\u5728LLM\u9886\u57df\u88ab\u9a8c\u8bc1\u3001\u5e76\u6210\u4e3a\u81f3\u5173\u91cd\u8981\u7684\u4e00\u73af\u3002<\/p>\n

2020\u5e74\uff0cOpenAI\u5728GPT-3\u7684\u8bba\u6587Language Models are Few\u2011Shot Learners\u4e2d\u63d0\u51faICL\uff0c\u5b9a\u4e49\u5b83\u662f\u4e00\u79cd\u80fd\u529b\u2014\u2014\u4e0d\u7ed9\u6a21\u578b\u505a\u4efb\u4f55\u53c2\u6570\u66f4\u65b0\uff08\u6ca1\u6709\u5fae\u8c03\u3001\u53cd\u5411\u4f20\u64ad\u8bad\u7ec3\uff09\uff0c\u4ec5\u5728\u8f93\u5165prompt\u4e2d\u63d0\u4f9b\u82e5\u5e72\u4efb\u52a1\u793a\u4f8b\uff08demonstrations\/examples\uff09\uff0c\u6a21\u578b\u5728\u5355\u6b21\u524d\u5411\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5c31\u80fd\u591f\u8bc6\u522b\u5e76\u6267\u884c\u8be5\u65b0\u4efb\u52a1\u3002<\/p>\n

\u8fc7\u53bb\u4e09\u5e74\uff0c\u4e0a\u4e0b\u6587\u4ece4K\u6269\u5c55\u52301M\uff0c\u8ba9\u6a21\u578b\u80fd\u4e00\u53e3\u6c14\u5904\u7406\u4e00\u6574\u672c\u4e66\u3001\u4e00\u4e2a\u4ee3\u7801\u5e93\uff0c\u80cc\u540e\u7684\u4e3b\u8981\u5f15\u64ce\u5c31\u662fICL\u3002<\/p>\n

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\u7b80\u5355\u6765\u8bf4\uff0c\u5177\u8eab\u6a21\u578b\u9762\u5bf9\u7684\u4e0a\u4e0b\u6587\u662f\u6bcf\u79d2\u51e0\u5341\u5e27\u89c6\u89c9\u89c2\u6d4b\uff0c\u5916\u52a0\u672c\u4f53\u72b6\u6001\u4e0e\u52a8\u4f5c\u5e8f\u5217\uff0c\u4fe1\u606f\u91cf\u9ad8\u51fa\u51e0\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n

\u76f4\u5230\u4eca\u5e747\u670816\u65e5\uff0c\u624d\u6709\u674e\u98de\u98de\u3001Jim Fan\u3001Yuke Zhu\u7b49\u5408\u8457\u7684\u673a\u5668\u4eba\u957f\u4e0a\u4e0b\u6587\u7b56\u7565\u6a21\u578b\u4e0e\u8bad\u7ec3\u65b9\u6848RoboTTT\uff0c\u7b2c\u4e00\u6b21\u7cfb\u7edf\u5730\u628a\u201c\u4e0a\u4e0b\u6587 scaling\u201d\u8fd9\u6761\u8def\u7ebf\u642c\u5230\u673a\u5668\u4eba\u89c6\u89c9\u8fd0\u52a8\u7b56\u7565\u4e0a\u3002<\/p>\n

8\u6708\uff0cGeneralist\u548cSkild\u53d1\u5e03\u6210\u679c\u3002<\/p>\n

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\u8fd9\u6761\u8def\u80fd\u5426\u5728\u5177\u8eab\u9886\u57df\u771f\u6b63\u8dd1\u901a\uff0c\u53d6\u51b3\u4e8e\u4e00\u7cfb\u5217\u8fdc\u672a\u89e3\u51b3\u7684\u6280\u672f\u95ee\u9898\u3002<\/p>\n

\u4e5f\u6b63\u56e0\u4e3a\u5982\u6b64\uff0c\u6211\u4eec\u4ea7\u751f\u4e86\u66f4\u5177\u4f53\u7684\u597d\u5947\uff1a<\/p>\n

\u5982\u679c\u5177\u8eab\u667a\u80fd\u771f\u7684\u8981\u6cbf\u7740Long Context\u548cICL\u7ee7\u7eed\u5f80\u524d\u8d70\uff0c\u673a\u5668\u4eba\u7a76\u7adf\u8981\u600e\u6837\u7406\u89e3\u5982\u6b64\u590d\u6742\u7684\u4e0a\u4e0b\u6587\uff1f<\/p>\n

\u793a\u8303\u3001\u8bed\u8a00\u3001\u5386\u53f2\u52a8\u4f5c\u751a\u81f3\u4eba\u7684\u7ea0\u6b63\uff0c\u53c8\u8be5\u600e\u6837\u8fdb\u5165\u6a21\u578b\uff1f<\/p>\n

\u4e8e\u662f\uff0c\u6211\u4eec\u627e\u5230\u4e86\u53ef\u53ef\u77e9\u9635\uff08COCO Matrix\uff09\uff0c\u4e00\u5bb6\u81f4\u529b\u4e8e\u628aIn-Context Learning\u505a\u6210\u5177\u8eab\u667a\u80fd\u7684\u5e95\u5c42\u8303\u5f0f\u7684\u56fd\u5185\u521b\u4e1a\u516c\u53f8\u3002<\/p>\n

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\u4e0d\u8fc7\u521b\u59cb\u4eba\u517cCEO\u9ad8\u5b87\u7fd4\u544a\u8bc9\u6211\uff0c\u4eca\u5e741\u6708\u6df1\u5165\u8ba8\u8bba\u521b\u4e1a\u76f8\u5173\u4e8b\u5b9c\u65f6\uff0c\u4ed6\u548c\u81ea\u5df1\u7684co-founder\u5c31\u4e00\u81f4\u8ba4\u4e3a\u662f\u65f6\u5019\u7740\u624b\u62bc\u6ce8ICL\u4e86\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\u4eca\u5e7430\u5c81\uff0c\u897f\u5b89\u4ea4\u5927\u5c11\u5e74\u73ed\u51fa\u8eab\uff0c\u7ea6\u7ff0\u65af\u00b7\u970d\u666e\u91d1\u65af\u5927\u5b66\uff08JHU\uff09\u535a\u58eb\u8f8d\u5b66\uff0c\u5728\u8bfb\u671f\u95f4\u505a\u4eba\u673a\u4ea4\u4e92\u7814\u7a76\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\u8bf4\uff0cGPT-3\u5c55\u73b0\u51fa\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\u65f6\uff0c\u8fd8\u5728JHU\u8bfb\u535a\u7684\u4ed6\u5c31\u5df2\u7ecf\u5728\u7422\u78e8\uff0c\u8fd9\u79cd\u201c\u4e0d\u7ed9\u53c2\u6570\u66f4\u65b0\u3001\u53ea\u770b\u793a\u4f8b\u5c31\u4f1a\u65b0\u4efb\u52a1\u201d\u7684\u80fd\u529b\u80fd\u4e0d\u80fd\u642c\u5230\u673a\u5668\u4eba\u8eab\u4e0a\uff1f<\/p>\n

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https:\/\/about.yuxiang.io\/<\/p>\n

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\u4e0eGeneralist\u3001Skild\u4e0d\u4e00\u6837\uff0c\u53ef\u53ef\u77e9\u9635\u7684\u601d\u8def\u662f\u628a\u540e\u8bad\u7ec3\u7684ICL\u524d\u7f6e\u5230\u9884\u8bad\u7ec3\u9636\u6bb5\u3002<\/p>\n

\u4e8e\u662f\uff0c\u56f4\u7ed5\u5177\u8eabICL\u7684\u6280\u672f\u8fdb\u5c55\u3001\u843d\u5730\u96be\u9898\u4e0e\u884c\u4e1a\u4e89\u8bae\u7b49\uff0c\u6211\u4e0e\u9ad8\u5b87\u7fd4\u5728\u4e0a\u6d77\u8fdb\u884c\u4e86\u4e00\u573a\u6df1\u5ea6\u5bf9\u8c08\u3002<\/p>\n

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\u65e9\u671f\u50cfACT\u3001Diffusion Policy\u8fd9\u4e9b\u65b9\u6848\u8dd1\u901a\u4e4b\u540e\uff0c\u57fa\u672c\u89e3\u51b3\u4e86behavior cloning\u3001\u6a21\u4eff\u5b66\u4e60\u7684\u5f88\u591a\u6838\u5fc3\u95ee\u9898\u3002<\/p>\n

\u5f53\u65f6\u5927\u5bb6\u5f88\u81ea\u7136\u5730\u5ef6\u7eed\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6210\u529f\u903b\u8f91\uff0c\u53ea\u8981\u6301\u7eed\u6269\u5145\u6570\u636e\uff0c\u6570\u636e\u91cf\u79ef\u7d2f\u5230\u4e00\u5b9a\u9608\u503c\uff0c\u6a21\u578b\u5c31\u80fd\u6d8c\u73b0\u51fa\u901a\u7528\u80fd\u529b\uff0c\u6700\u7ec8\u5b9e\u73b0\u5168\u65b9\u4f4d\u7684\u4efb\u52a1\u9002\u914d\u3002<\/p>\n

\u653e\u5728\u5f53\u65f6\u7684\u884c\u4e1a\u73af\u5883\u91cc\u8fd9\u4e2a\u601d\u8def\u672c\u8eab\u6ca1\u6709\u95ee\u9898\uff0c\u6240\u4ee5\u6574\u4e2a\u884c\u4e1a\u90fd\u5f00\u59cb\u5168\u529b\u89c4\u6a21\u5316\u6269\u5145\u6570\u636e\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u9488\u5bf9\u5355\u4e00\u4efb\u52a1\uff0c\u73b0\u5728\u91c7\u96c6\u4e24\u767e\u6761\u5de6\u53f3\u7684\u6570\u636e\uff0c\u5c31\u53ef\u4ee5\u628a\u4efb\u52a1\u62df\u5408\u5f97\u5f88\u597d\uff0c\u4e00\u4e2a\u65b0\u4efb\u52a1\u4ece\u6f14\u793a\u5230\u6a21\u578b\u9002\u914d\uff0c\u5927\u6982\u5341\u516b\u4e2a\u5c0f\u65f6\u5c31\u80fd\u5b8c\u6210\u3002<\/p>\n

\u4f46\u7ee7\u7eed\u589e\u52a0\u6570\u636e\u4e4b\u540e\uff0c\u6a21\u578b\u4e00\u76f4\u6ca1\u6709\u51fa\u73b0\u5927\u5bb6\u671f\u5f85\u7684\u901a\u7528\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n

\u540c\u65f6\uff0c\u5177\u8eab\u6570\u636e\u672c\u8eab\u4e5f\u5f88\u96beScale\u3002\u9065\u64cd\u4f5c\u6570\u636e\u7684\u8d28\u91cf\u5e76\u4e0d\u7edf\u4e00\uff0c\u7269\u54c1\u548c\u573a\u666f\u591a\u6837\u6027\u6709\u9650\uff0c\u5355\u7eaf\u4f9d\u9760\u8fd9\u7c7b\u6570\u636e\uff0c\u5f88\u96be\u63d0\u4f9b\u8db3\u591f\u4e30\u5bcc\u7684\u611f\u77e5\u8986\u76d6\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u65e9\u671f\u5f88\u591aVLA\u6cbf\u7528\u4e86LLM\u3001VLM\u7684\u9884\u8bad\u7ec3\u4f53\u7cfb\uff0c\u4f46\u9762\u5411\u7269\u7406\u4e16\u754c\u65f6\uff0c\u539f\u6709\u89c6\u89c9\u8868\u5f81\u5f88\u96be\u540c\u65f6\u8986\u76d6\u673a\u5668\u4eba\u9700\u8981\u7684\u4e0d\u540c\u5c42\u7ea7\u4fe1\u606f\uff0c\u56e0\u6b64\u4e0d\u5c11\u65b9\u6848\u9700\u8981\u4e0d\u65ad\u62fc\u63a5\u4e0d\u540c\u7684\u89c6\u89c9\u6a21\u5757\u3002<\/p>\n

\u8fd9\u5957\u8def\u7ebf\u5728\u5f88\u591a\u573a\u666f\u4e0b\u4f9d\u7136\u6709\u6548\uff0c\u4f46\u8fc7\u53bb\u4e00\u5e74\u591a\u5927\u5bb6\u9010\u6e10\u53d1\u73b0\uff0c\u7ee7\u7eed\u6cbf\u7740\u539f\u6709VLA\u8303\u5f0f\u53e0\u6570\u636e\u3001\u53e0\u6a21\u5757\uff0c\u540e\u7eed\u80fd\u529b\u63d0\u5347\u4f1a\u8d8a\u6765\u8d8a\u56f0\u96be\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u80fd\u660e\u663e\u611f\u89c9\u5230\u5927\u5bb6\u5f00\u59cb\u5173\u6ce8\u673a\u5668\u4eba\u7684\u5b66\u4e60\u80fd\u529b\u548c\u9002\u5e94\u80fd\u529b\u3002<\/p>\n

\u8fc7\u53bb\u66f4\u5173\u6ce8\u6a21\u578b\u5728\u8bad\u7ec3\u9636\u6bb5\u89c1\u8fc7\u591a\u5c11\u6570\u636e\u3001\u5b66\u4f1a\u591a\u5c11\u4efb\u52a1\u3002\u73b0\u5728\u5927\u5bb6\u5f00\u59cb\u95ee\u53e6\u4e00\u4e2a\u95ee\u9898\uff0c\u673a\u5668\u4eba\u5230\u4e86\u4e00\u4e2a\u4ece\u6765\u6ca1\u6709\u89c1\u8fc7\u7684\u65b0\u73af\u5883\u3001\u65b0\u4efb\u52a1\u91cc\uff0c\u80fd\u4e0d\u80fd\u5229\u7528\u5f53\u524d\u7684Context\u5feb\u901f\u5b66\u4f1a\u3002<\/p>\n

\u4eca\u5e74\u5df2\u7ecf\u51fa\u73b0\u4e86\u4e00\u4e9b\u5f88\u660e\u663e\u7684\u4fe1\u53f7\u3002<\/p>\n

\u50cfRoboTTT\u8fd9\u7c7b\u5de5\u4f5c\uff0c\u5728\u5c1d\u8bd5\u89e3\u51b3\u66f4\u957f\u5386\u53f2\u4fe1\u606f\u7684\u7f16\u7801\u3001\u538b\u7f29\u548c\u5229\u7528\uff0c\u8ba9\u673a\u5668\u4eba\u80fd\u591f\u6301\u7eed\u53c2\u8003\u66f4\u957f\u65f6\u95f4\u7684\u89c6\u89c9\u548c\u52a8\u4f5cContext\u3002<\/p>\n

Generalist AI\u3001Skild AI\u6700\u8fd1\u5c55\u793a\u7684One-Shot\u80fd\u529b\u66f4\u8fdb\u4e00\u6b65\u3002\u7ed9\u673a\u5668\u4eba\u770b\u4e00\u6b21\u4efb\u52a1\u793a\u8303\uff0c\u5b83\u5c31\u53ef\u4ee5\u57fa\u4e8e\u8fd9\u6bb5Context\u5feb\u901f\u9002\u914d\u65b0\u4efb\u52a1\uff0c\u4e0d\u9700\u8981\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u91cd\u65b0\u505a\u5b8c\u6574\u7684\u5fae\u8c03\u6216\u8bad\u7ec3\u3002<\/p>\n

\u6240\u4ee5\u73b0\u5728\u5177\u8eab\u667a\u80fd\u7684Scaling\u7ef4\u5ea6\u6b63\u5728\u53d1\u751f\u6269\u5c55\u3002<\/p>\n

\u9664\u4e86\u7ee7\u7eedScale\u6a21\u578b\u3001\u6570\u636e\u548c\u4efb\u52a1\u8986\u76d6\u4e4b\u5916\uff0c\u673a\u5668\u4eba\u5728\u90e8\u7f72\u4e4b\u540e\u8fd8\u80fd\u4e0d\u80fd\u7ee7\u7eed\u5b66\u4e60\uff0c\u80fd\u4e0d\u80fd\u4ece\u793a\u8303\u3001\u5386\u53f2\u7ecf\u9a8c\u548c\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u5feb\u901f\u83b7\u5f97\u65b0\u80fd\u529b\uff0c\u4e5f\u5f00\u59cb\u6210\u4e3a\u4e00\u4e2a\u65b0\u7684Scaling\u65b9\u5411\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u673a\u5668\u4eba\u9762\u5bf9\u7684\u662f\u7269\u7406\u4e16\u754c\uff0c\u5b83\u7684\u8f93\u5165\u548c\u4efb\u52a1\u7ed3\u6784\u6bd4\u7eaf\u8bed\u8a00\u590d\u6742\u5f97\u591a\u3002<\/p>\n

\u8fd9\u79cd\u590d\u6742\u6027\u4e3b\u8981\u96c6\u4e2d\u5728\u4e24\u5927\u7ef4\u5ea6\uff0c\u4e00\u662f\u6a21\u578b\u672c\u8eab\u7684\u8f93\u5165\u8f93\u51fa\u4e0e\u6280\u672f\u67b6\u6784\u95ee\u9898\uff0c\u4e8c\u662f\u6570\u636e\u4f53\u7cfb\u7684\u5148\u5929\u77ed\u677f\u95ee\u9898\u3002<\/p>\n

\u53ef\u4ee5\u8fdb\u4e00\u6b65\u62c6\u6210\u4e09\u4e2a\u6838\u5fc3\u6280\u672f\u96be\u70b9\u3002<\/p>\n

\u9996\u5148\u662f\u89c6\u89c9\u7406\u89e3\u3002<\/p>\n

\u673a\u5668\u4eba\u5728\u4e0d\u540c\u4efb\u52a1\u3001\u4e0d\u540c\u52a8\u4f5c\u9636\u6bb5\uff0c\u9700\u8981\u7684\u4fe1\u606f\u5c42\u7ea7\u5e76\u4e0d\u4e00\u6837\u3002\u5b83\u65e2\u8981\u7406\u89e3\u201c\u8fd9\u662f\u4ec0\u4e48\u201d\u8fd9\u6837\u7684\u9ad8\u5c42\u8bed\u4e49\uff0c\u4e5f\u8981\u83b7\u5f97\u4f4d\u7f6e\u3001\u6df1\u5ea6\u3001\u8f6e\u5ed3\u7b49\u548c\u52a8\u4f5c\u76f4\u63a5\u76f8\u5173\u7684\u7cbe\u7ec6\u7a7a\u95f4\u4fe1\u606f\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u65e9\u671f\u5f88\u591aVLA\u9700\u8981\u540c\u65f6\u62fc\u63a5DINO\u3001CLIP\u8fd9\u7c7b\u4e0d\u540c\u89c6\u89c9\u6a21\u578b\u7684\u539f\u56e0\u3002\u5355\u4e00\u89c6\u89c9\u7f16\u7801\u5668\u5f88\u96be\u5b8c\u6574\u8986\u76d6\u673a\u5668\u4eba\u9700\u8981\u7684\u4fe1\u606f\u3002<\/p>\n

\u7b2c\u4e8c\u662f\u591a\u6a21\u6001\u3002<\/p>\n

\u8bed\u8a00\u5bf9\u673a\u5668\u4eba\u6765\u8bf4\u8fdc\u8fdc\u4e0d\u591f\u3002\u89c6\u89c9\u53ef\u80fd\u627f\u62c5\u5927\u90e8\u5206\u4fe1\u606f\uff0c\u4f46\u89e6\u89c9\u3001\u542c\u89c9\u3001\u672c\u4f53\u611f\u77e5\u540c\u6837\u4f1a\u5f71\u54cd\u52a8\u4f5c\u3002<\/p>\n

\u95ee\u9898\u5728\u4e8e\u8fd9\u4e9b\u6a21\u6001\u7684\u6570\u636e\u91cf\u5dee\u5f02\u975e\u5e38\u5927\uff0c\u76ee\u524d\u89c6\u89c9\u548c\u8bed\u8a00\u8fd8\u80fd\u4f9d\u9760\u6d77\u91cf\u6570\u636e\u505a\u9884\u8bad\u7ec3\u5bf9\u9f50\uff0c\u89e6\u89c9\u3001\u58f0\u97f3\u548c\u672c\u4f53\u72b6\u6001\u7684\u6570\u636e\u89c4\u6a21\u8fdc\u8fdc\u6ca1\u6709\u8fbe\u5230\u8fd9\u4e2a\u7a0b\u5ea6\u3002<\/p>\n

\u7b2c\u4e09\u4e2a\u95ee\u9898\u5c31\u662fLong Context\u548cMemory\u3002<\/p>\n

\u673a\u5668\u4eba\u6267\u884c\u7684\u662f\u8fde\u7eed\u4efb\u52a1\uff0c\u5b83\u9700\u8981\u77e5\u9053\u4e4b\u524d\u53d1\u751f\u8fc7\u4ec0\u4e48\uff0c\u8fd8\u8981\u5224\u65ad\u8fc7\u53bb\u54ea\u4e9b\u4fe1\u606f\u548c\u73b0\u5728\u6709\u5173\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u6d89\u53ca\u5386\u53f2\u4fe1\u606f\u7684\u538b\u7f29\u3001\u7b5b\u9009\u3001\u63d0\u53d6\u548c\u957f\u671f\u4fdd\u7559\u3002<\/p>\n

\u5b9e\u9645\u4e0a\uff0c\u8fd9\u4e9b\u652f\u6491\u673a\u5668\u4eba\u957f\u65f6\u8bb0\u5fc6\u7684\u57fa\u7840\u6280\u672f\uff0c\u4e5f\u5c31\u662f\u6700\u8fd1\u534a\u5e74\u5de6\u53f3\u624d\u5f00\u59cb\u51fa\u73b0\u6bd4\u8f83\u660e\u663e\u7684\u8fdb\u5c55\u3002<\/p>\n

\u867d\u7136Skild\u7ed9\u51fa\u7684\u662f\u793a\u8303demo\uff0c\u4f46\u8fd9\u4e2a\u65f6\u957f\u8fd8\u662f\u592a\u5938\u5f20\u4e86\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u6211\u89c9\u5f97\u4e0d\u80fd\u5355\u7eaf\u770b\u65f6\u957f\uff0c\u66f4\u91cd\u8981\u7684\u662f\u4fe1\u606f\u5bc6\u5ea6\u3002<\/p>\n

\u5982\u679c\u4e00\u6bb510\u5206\u949f\u7684\u89c6\u9891\u91cc\u90fd\u662f\u91cd\u590d\u52a8\u4f5c\uff0c\u6ca1\u6709\u65b0\u7684\u4efb\u52a1\u4fe1\u606f\uff0c\u90a3\u5b83\u5bf9\u6a21\u578b\u6765\u8bf4\u5e76\u4e0d\u662f\u9ad8\u8d28\u91cfContext\u3002<\/p>\n

\u6211\u4eec\u73b0\u5728\u6d4b\u8bd5\u6548\u679c\u6bd4\u8f83\u597d\u7684\uff0c\u662f\u4eba\u7c7b\u7b2c\u4e00\u89c6\u89d2\u6216\u8005\u7b2c\u4e09\u89c6\u89d2\u7684\u4e00\u6574\u6bb5\u5b8c\u6574\u4efb\u52a1\u6f14\u793a\u3002<\/p>\n

\u4eba\u505a\u4e00\u904d\u65b0\u4efb\u52a1\uff0c\u673a\u5668\u4eba\u770b\u5b8c\u540e\uff0c\u5728\u5f53\u524d\u573a\u666f\u91cc\u6309\u7167\u8fd9\u4e2a\u4efb\u52a1\u518d\u5b8c\u6210\u4e00\u6b21\uff0c\u8fd9\u79cdOne-Shot Adaptation\u7684\u4fe1\u606f\u5bc6\u5ea6\u5c31\u5f88\u9ad8\uff0c\u56e0\u4e3a\u91cc\u9762\u5305\u542b\u4e86\u5b8c\u6574\u7684\u65b0\u4efb\u52a1\u903b\u8f91\u3001\u52a8\u4f5c\u548c\u573a\u666f\u4fe1\u606f\u3002<\/p>\n

\u76f8\u53cd\uff0c\u5982\u679c10\u5206\u949f\u53ea\u662f\u5f88\u591a\u91cd\u590d\u52a8\u4f5c\uff0c\u6216\u8005\u662f\u51e0\u4e2a\u7b80\u5355\u5c0f\u4efb\u52a1\u62fc\u8d77\u6765\uff0c\u5b83\u7684\u5b66\u4e60\u4ef7\u503c\u53cd\u800c\u6709\u9650\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u5bf9\u3002<\/p>\n

\u771f\u5b9e\u673a\u5668\u4eba\u4efb\u52a1\u91cc\uff0c\u5f88\u591a\u6709\u6548Context\u53ef\u80fd\u4e5f\u5c31\u662f\u4e24\u4e09\u5206\u949f\u3002\u5355\u7eaf\u8ba9\u673a\u5668\u4eba\u6bcf\u6b21\u90fd\u91cd\u65b0\u770b\u5b8c\u6574\u7684\u5341\u5206\u949f\u5386\u53f2\uff0c\u6ca1\u6709\u592a\u5927\u5fc5\u8981\u3002<\/p>\n

\u66f4\u91cd\u8981\u7684\u662f\u65b0\u7684Context\u4e0d\u65ad\u8fdb\u5165\u4ee5\u540e\uff0c\u6a21\u578b\u80fd\u591f\u6301\u7eed\u7b5b\u9009\u548c\u538b\u7f29\u5386\u53f2\u4fe1\u606f\u3002\u6709\u4e9b\u6700\u540e\u4fdd\u7559\u4e0b\u6765\u7684\u6709\u6548\u4fe1\u606f\u53ef\u80fd\u6765\u81ea\u5341\u5206\u949f\u524d\uff0c\u4e5f\u53ef\u80fd\u6765\u81ea\u4e00\u5c0f\u65f6\u524d\u3002<\/p>\n

\u6211\u4eec\u7406\u89e3\u7684Long Context\uff0c\u66f4\u63a5\u8fd1\u4e00\u79cd\u6d41\u5f0f\u673a\u5236\u3002<\/p>\n

\u6700\u7ec8\u5e0c\u671b\u505a\u5230\u673a\u5668\u4eba\u53ef\u4ee5\u6301\u7eed\u5de5\u4f5c\u3001\u6301\u7eed\u5229\u7528\u8fc7\u53bb\u7ecf\u9a8c\uff0c\u800c\u4e0d\u4f1a\u56e0\u4e3a\u56fa\u5b9aContext Window\u8017\u5c3d\uff0c\u4e00\u5230\u4e0b\u5348\u5c31\u628a\u65e9\u4e0a\u5b66\u5230\u7684\u4e1c\u897f\u5168\u90e8\u5fd8\u6389\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u76ee\u524d\u4e3b\u8981\u4ece\u4e24\u4e2a\u65b9\u5411\u505a\uff0c\u8fd9\u4e9b\u65b9\u6848\u4e5f\u8fd8\u5728\u5185\u90e8\u6d4b\u8bd5\u3002<\/p>\n

\u4e00\u4e2a\u662f\u5148\u63d0\u5347\u6a21\u578b\u81ea\u5df1\u7684\u7406\u89e3\u80fd\u529b\u3002<\/p>\n

\u6a21\u578b\u5982\u679c\u771f\u7684\u7406\u89e3\u5f53\u524d\u4efb\u52a1\uff0c\u5c31\u4f1a\u66f4\u6e05\u695a\u5386\u53f2\u91cc\u54ea\u4e9b\u4fe1\u606f\u91cd\u8981\u3001\u54ea\u4e9b\u4fe1\u606f\u53ef\u4ee5\u4e22\u6389\u3002\u6240\u4ee5Memory\u5e76\u4e0d\u53ea\u662f\u538b\u7f29\u95ee\u9898\uff0c\u4e5f\u548c\u6a21\u578b\u7406\u89e3\u80fd\u529b\u6709\u5173\u3002<\/p>\n

\u53e6\u4e00\u4e2a\u662f\u5bf9\u957f\u65f6\u5e8f\u4ea7\u751f\u7684\u5927\u91cfKV Cache\u505a\u538b\u7f29\uff0c\u65e2\u8981\u4fdd\u8bc1\u5b9e\u65f6\u6027\uff0c\u4e5f\u8981\u63a7\u5236\u663e\u5b58\u6d88\u8017\u3002<\/p>\n

\u8fd9\u65b9\u9762\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u9891\u751f\u6210\u5df2\u7ecf\u6709\u4e0d\u5c11\u53ef\u4ee5\u501f\u9274\u7684\u6280\u672f\u8def\u7ebf\uff0c\u6bd4\u5982Linear Attention\u3001Sparse Attention\uff0c\u8fd8\u6709\u57fa\u4e8eRouting\u7684\u5173\u952e\u4fe1\u606f\u7b5b\u9009\u3002<\/p>\n

\u6211\u89c9\u5f97Long Context\u6700\u540e\u89e3\u51b3\u7684\u5e76\u4e0d\u662f\u201c\u80fd\u585e\u8fdb\u53bb\u591a\u5c11\u4e1c\u897f\u201d\uff0c\u800c\u662f\u6709\u9650\u7684\u6a21\u578b\u5bb9\u91cf\u4e0b\uff0c\u80fd\u4e0d\u80fd\u4e00\u76f4\u4fdd\u7559\u548c\u8c03\u7528\u771f\u6b63\u6709\u7528\u7684\u5386\u53f2\u7ecf\u9a8c\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1aICL\u964d\u4f4e\u7684\u4e3b\u8981\u662f\u5bf9\u201c\u6d77\u91cf\u4efb\u52a1\u5168\u8986\u76d6\u6570\u636e\u201d\u7684\u4f9d\u8d56\uff0c\u4f46\u57fa\u7840\u6570\u636e\u7684\u6570\u91cf\u548c\u591a\u6837\u6027\u4f9d\u7136\u5f88\u91cd\u8981\u3002<\/p>\n

\u5728UMI\u8fd9\u7c7b\u672c\u4f53\u4e2d\u5fc3\u6570\u636e\u9010\u6e10\u666e\u53ca\u4e4b\u524d\uff0c\u884c\u4e1a\u5f88\u96be\u83b7\u5f97\u4ee5\u673a\u5668\u4eba\u81ea\u8eab\u52a8\u4f5c\u3001\u672c\u4f53\u89c6\u89d2\u4e3a\u6838\u5fc3\u7684\u9ad8\u8d28\u91cf\u6570\u636e\u3002\u968f\u7740\u8fd9\u7c7b\u6570\u636e\u8d8a\u6765\u8d8a\u591a\uff0c\u6a21\u578b\u624d\u5f00\u59cb\u5177\u5907\u6bd4\u8f83\u624e\u5b9e\u7684\u57fa\u7840\u64cd\u4f5c\u80fd\u529b\u3002<\/p>\n

ICL\u5e76\u4e0d\u610f\u5473\u7740\u4e0d\u518d\u9700\u8981\u6570\u636e\u3002<\/p>\n

\u5b83\u66f4\u50cf\u662f\u8ba9\u673a\u5668\u4eba\u4e0d\u5fc5\u4e3a\u6bcf\u4e00\u4e2a\u65b0\u4efb\u52a1\u90fd\u91cd\u65b0\u91c7\u96c6\u5927\u91cf\u4e13\u9879\u6570\u636e\uff0c\u4f46\u524d\u63d0\u4ecd\u7136\u662f\u6a21\u578b\u5df2\u7ecf\u5efa\u7acb\u8d77\u8db3\u591f\u597d\u7684\u57fa\u7840\u80fd\u529b\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u73b0\u5728\u6bd4\u8f83\u660e\u663e\u7684\u7f3a\u53e3\uff0c\u662f\u4eba\u673a\u6559\u5b66\u3001\u5b9e\u65f6\u7ea0\u504f\u548c\u534f\u540c\u4f5c\u4e1a\u8fd9\u7c7b\u6570\u636e\u3002<\/p>\n

\u5982\u679c\u5e0c\u671b\u673a\u5668\u4eba\u80fd\u591f\u63a5\u53d7\u4eba\u7684\u5b9e\u65f6\u6307\u5bfc\uff0c\u505a\u9519\u4e4b\u540e\u88ab\u53ca\u65f6\u7ea0\u6b63\uff0c\u751a\u81f3\u548c\u4eba\u4e00\u8d77\u5b8c\u6210\u4efb\u52a1\uff0c\u6a21\u578b\u5c31\u9700\u8981\u89c1\u8fc7\u5927\u91cf\u7c7b\u4f3c\u7684\u4ea4\u4e92\u8fc7\u7a0b\u3002<\/p>\n

\u4f46\u76ee\u524d\u884c\u4e1a\u5bf9\u8fd9\u7c7b\u6570\u636e\u8fd8\u6ca1\u6709\u5f62\u6210\u6210\u719f\u7684\u5b9a\u4e49\u548c\u91c7\u96c6\u4f53\u7cfb\u3002<\/p>\n

\u6bd4\u5982\u4eba\u7c7b\u624b\u628a\u624b\u6559\u673a\u5668\u4eba\u65f6\uff0c\u54ea\u4e9b\u4fe1\u606f\u9700\u8981\u8bb0\u5f55\uff0c\u7ea0\u9519\u53d1\u751f\u5728\u54ea\u4e2a\u65f6\u95f4\u70b9\uff0c\u4eba\u7684\u52a8\u4f5c\u3001\u8bed\u8a00\u548c\u673a\u5668\u4eba\u7684\u53cd\u9988\u5e94\u8be5\u600e\u4e48\u5bf9\u9f50\uff0c\u8fd9\u4e9b\u90fd\u8fd8\u7f3a\u5c11\u7edf\u4e00\u6807\u51c6\u3002<\/p>\n

\u6240\u4ee5\u6211\u4eec\u540e\u7eed\u4e5f\u4f1a\u91cd\u70b9\u53bb\u5b9a\u4e49\u8fd9\u7c7b\u4eba\u673a\u6559\u5b66\u4ea4\u4e92\u6570\u636e\uff0c\u5305\u62ec\u5e94\u8be5\u91c7\u4ec0\u4e48\u3001\u600e\u4e48\u91c7\uff0c\u4ee5\u53ca\u600e\u4e48\u628a\u5b83\u7528\u4e8eICL\u8bad\u7ec3\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u6574\u4f53\u8fdb\u5ea6\u6bd4\u6211\u539f\u672c\u9884\u671f\u5feb\u4e00\u4e9b\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u4e00\u5f00\u59cb\u6211\u4eec\u5224\u65ad\uff0c\u5149\u662f\u628a\u6a21\u578b\u7684\u7406\u89e3\u80fd\u529b\u8fd9\u4e00\u5757\u6253\u78e8\u51fa\u6765\uff0c\u53ef\u80fd\u5c31\u9700\u8981\u4e24\u4e09\u4e2a\u6708\u3002\u4f46\u6838\u5fc3\u56e2\u961f\u5230\u9f50\u4e4b\u540e\uff0c\u4e0d\u5230\u4e00\u4e2a\u6708\uff0c\u6211\u4eec\u5df2\u7ecf\u62ff\u5230\u4e86\u8db3\u4ee5\u9a8c\u8bc1\u6280\u672f\u65b9\u6848\u53ef\u884c\u6027\u7684\u6838\u5fc3\u8bc1\u636e\u3002<\/p>\n

\u73b0\u5728\u8fd9\u90e8\u5206\u6280\u672f\u8def\u7ebf\u57fa\u672c\u5df2\u7ecf\u8dd1\u901a\uff0c\u4e0b\u4e00\u9636\u6bb5\u4e3b\u8981\u662f\u5728Scale\u6570\u636e\uff0c\u7ee7\u7eed\u6269\u91cf\u3001\u7cbe\u70bc\u6570\u636e\uff0c\u628a\u6a21\u578b\u80fd\u529b\u5f80\u4e0a\u63a8\u3002<\/p>\n

\u6211\u4eec\u73b0\u5728\u6700\u6838\u5fc3\u7684\u5224\u65ad\u662f\u201c\u673a\u5668\u4eba\u540e\u9762\u7684\u52a8\u4f5c\u751f\u6210\u80fd\u4e0d\u80fd\u505a\u597d\uff0c\u5f88\u5927\u7a0b\u5ea6\u53d6\u51b3\u4e8e\u524d\u9762\u5230\u5e95\u6709\u6ca1\u6709\u628a\u7269\u7406\u4e16\u754c\u7406\u89e3\u6e05\u695a\u201d\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u6211\u4eec\u73b0\u5728\u505a\u7684\u662f\u4e00\u5957\u201c\u6761\u4ef6\u8868\u5f81\u201d\uff0c\u6216\u8005\u53ef\u4ee5\u7406\u89e3\u6210\u6761\u4ef6\u9690\u7a7a\u95f4\u3002<\/p>\n

\u4f20\u7edf\u89c6\u89c9\u8868\u5f81\u901a\u5e38\u662f\u4e00\u5e27\u56fe\u50cf\u5bf9\u5e94\u4e00\u4e2a\u56fa\u5b9aEmbedding\u3002\u65e0\u8bba\u673a\u5668\u4eba\u73b0\u5728\u60f3\u505a\u4ec0\u4e48\uff0c\u770b\u5230\u8fd9\u5f20\u56fe\u540e\u63d0\u53d6\u51fa\u6765\u7684\u4fe1\u606f\u57fa\u672c\u662f\u56fa\u5b9a\u7684\u3002<\/p>\n

\u4f46\u673a\u5668\u4eba\u6267\u884c\u4efb\u52a1\u4e0d\u662f\u8fd9\u6837\u3002\u540c\u4e00\u5f20\u753b\u9762\uff0c\u5728\u4e0d\u540c\u4efb\u52a1\u3001\u4e0d\u540c\u52a8\u4f5c\u9636\u6bb5\u91cc\uff0c\u9700\u8981\u7684\u4fe1\u606f\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n

\u6bd4\u5982\u6293\u4e00\u4e2a\u676f\u5b50\u3002\u521a\u5f00\u59cb\u6211\u66f4\u5173\u5fc3\u5b83\u662f\u4e0d\u662f\u676f\u5b50\uff0c\u8fd9\u662f\u8bed\u4e49\u4fe1\u606f\uff1b\u771f\u6b63\u4f38\u624b\u6293\u7684\u65f6\u5019\uff0c\u6211\u66f4\u5173\u5fc3\u5b83\u7684\u4f4d\u7f6e\u3001\u6df1\u5ea6\u3001\u8f6e\u5ed3\u548c\u7a7a\u95f4\u5173\u7cfb\u3002<\/p>\n

\u6240\u4ee5\u6211\u4eec\u8ba4\u4e3a\u4e00\u4e2a\u9002\u5408\u673a\u5668\u4eba\u7684\u89c6\u89c9\u8868\u5f81\uff0c\u4e0d\u5e94\u8be5\u53ea\u7531\u201c\u6211\u770b\u5230\u4e86\u4ec0\u4e48\u201d\u51b3\u5b9a\uff0c\u8fd8\u5e94\u8be5\u7531\u201c\u6211\u73b0\u5728\u60f3\u505a\u4ec0\u4e48\u201d\u5171\u540c\u51b3\u5b9a\u3002<\/p>\n

\u6211\u4eec\u7684\u6a21\u578b\u4f1a\u6839\u636e\u4efb\u52a1\u6761\u4ef6\u548c\u52a8\u4f5c\u610f\u56fe\uff0c\u52a8\u6001\u63d0\u53d6\u4e0d\u540c\u5c42\u7ea7\u7684\u4fe1\u606f\u3002<\/p>\n

\u73b0\u5728\u8fd9\u5957\u7edf\u4e00\u6a21\u578b\u5df2\u7ecf\u5728\u516b\u3001\u4e5d\u7c7b\u89c6\u89c9\u4efb\u52a1\u4e0a\u505a\u4e86\u9a8c\u8bc1\uff0c\u5305\u62ec\u6df1\u5ea6\u3001\u5206\u5272\u3001\u4eba\u4f53\u59ff\u6001\u7b49\u3002<\/p>\n

\u90e8\u5206\u4efb\u52a1\u7684\u80fd\u529b\u5df2\u7ecf\u80fd\u591f\u63a5\u8fd1\u4e0a\u4e00\u4ee3\u4e13\u95e8\u4e3a\u5355\u4efb\u52a1\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u540e\u9762\u4e3b\u8981\u7ee7\u7eed\u901a\u8fc7\u6570\u636e\u628a\u5b83\u5f80\u5f53\u524dSOTA\u63a8\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u56e0\u4e3a\u73b0\u5728\u5f88\u591a\u673a\u5668\u4eba\u6a21\u578b\u7684\u95ee\u9898\uff0c\u662f\u524d\u9762\u7684\u8868\u5f81\u91cc\u6df7\u8fdb\u4e86\u592a\u591a\u548c\u52a8\u4f5c\u65e0\u5173\u7684\u4fe1\u606f\u3002<\/p>\n

\u6bd4\u5982\u684c\u9762\u5230\u5e95\u662f\u6728\u7eb9\u8fd8\u662f\u5927\u7406\u77f3\uff0c\u8fd9\u5bf9\u6211\u8981\u4e0d\u8981\u6293\u8fd9\u4e2a\u676f\u5b50\u57fa\u672c\u6ca1\u6709\u5e2e\u52a9\uff0c\u4f46\u4f20\u7edf\u89c6\u89c9Embedding\u91cc\uff0c\u8fd9\u4e9b\u7eb9\u7406\u3001\u6750\u8d28\u4fe1\u606f\u90fd\u4f1a\u4e00\u8d77\u88ab\u7f16\u7801\u8fdb\u53bb\u3002<\/p>\n

\u90a3\u540e\u9762\u7684Action Head\u5c31\u5f97\u975e\u5e38\u5927\uff0c\u81ea\u5df1\u4ece\u4e00\u5806\u6df7\u5408\u4fe1\u606f\u91cc\u628a\u771f\u6b63\u548c\u52a8\u4f5c\u6709\u5173\u7684\u4e1c\u897f\u7b5b\u51fa\u6765\u3002<\/p>\n

\u6211\u4eec\u7684\u601d\u8def\u662f\u5728\u524d\u9762\u7684\u6761\u4ef6\u8868\u5f81\u9636\u6bb5\uff0c\u5c31\u5c3d\u91cf\u628a\u52a8\u4f5c\u76f8\u5173\u4fe1\u606f\u63d0\u70bc\u51fa\u6765\u3002<\/p>\n

\u6211\u4eec\u505a\u8fc7\u4e00\u4e2a\u6bd4\u8f83\u6781\u7aef\u7684\u5b9e\u9a8c\u3002\u5728\u540c\u6837\u7684\u8bad\u7ec3\u8bbe\u7f6e\u548c\u7b97\u529b\u4e0b\uff0c\u628a\u52a8\u4f5c\u5934\u538b\u5230\u5927\u7ea660M\u53c2\u6570\uff0c\u6548\u679c\u4f9d\u7136\u53ef\u4ee5\u8d85\u8fc7\u4e00\u4e2a\u52a8\u4f5c\u5934\u8fbe\u52301.1B\u5de6\u53f3\u7684\u5bf9\u7167\u65b9\u6848\u3002<\/p>\n

\u6240\u4ee5\u73b0\u5728\u66f4\u76f8\u4fe1\u201c\u5f3a\u7406\u89e3\u3001\u8f7b\u751f\u6210\u201d\u8fd9\u4e2a\u65b9\u5411\u3002\u5982\u679c\u524d\u9762\u7684\u89c6\u89c9\u7406\u89e3\u8db3\u591f\u51c6\u786e\uff0c\u540e\u9762\u7684\u52a8\u4f5c\u89e3\u7801\u5176\u5b9e\u6ca1\u6709\u5fc5\u8981\u8bbe\u8ba1\u5f97\u7279\u522b\u91cd\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u76ee\u524d\u8fd8\u6ca1\u6709\u7279\u522b\u7edf\u4e00\u3001\u8ba9\u6211\u89c9\u5f97\u8db3\u591f\u5b8c\u5584\u7684\uff08\u5b9a\u4e49\uff09\u3002<\/p>\n

\u73b0\u5728\u884c\u4e1a\u91cc\u6bd4\u8f83\u5e38\u89c1\u7684\u4e00\u6761\u8def\u7ebf\u662fLatent Action Model\u3002<\/p>\n

\u5f88\u591a\u4eba\u7c7b\u89c6\u9891\u3001\u751f\u6210\u89c6\u9891\uff0c\u672c\u8eab\u6ca1\u6709\u673a\u5668\u4eba\u52a8\u4f5c\u6807\u6ce8\uff0c\u6240\u4ee5\u5927\u5bb6\u4f1a\u8bad\u7ec3\u4e00\u4e2a\u9690\u53d8\u91cf\uff0c\u53bb\u8868\u793a\u5e27\u4e0e\u5e27\u4e4b\u95f4\u53d1\u751f\u4e86\u4ec0\u4e48\u53d8\u5316\uff0c\u628a\u5b83\u5f53\u6210\u4e00\u79cd\u201c\u66ff\u4ee3\u52a8\u4f5c\u201d\u3002<\/p>\n

\u5e38\u89c1\u505a\u6cd5\u6709\u4e24\u7c7b\u3002<\/p>\n

\u4e00\u79cd\u662f\u53ea\u8981\u4ece\u7b2c\u4e00\u5e27\u80fd\u591f\u63a8\u5230\u7b2c\u4e8c\u5e27\uff0c\u5c31\u8ba4\u4e3a\u4e2d\u95f4\u7684\u53d8\u5316\u5305\u542b\u52a8\u4f5c\u4fe1\u606f\uff1b\u53e6\u4e00\u79cd\u662f\u901a\u8fc7\u5149\u6d41\uff0c\u628a\u50cf\u7d20\u5728\u7a7a\u95f4\u91cc\u7684\u53d8\u5316\u4f5c\u4e3a\u52a8\u4f5c\u8868\u5f81\u3002\u4f46\u8fd9\u4e9b\u65b9\u6848\u90fd\u6709\u95ee\u9898\u3002<\/p>\n

\u6bd4\u5982\u5149\u6d41\u5f88\u7a20\u5bc6\uff0c\u4f46\u5f88\u96be\u533a\u5206\u5230\u5e95\u662f\u76f8\u673a\u5728\u52a8\uff0c\u8fd8\u662f\u673a\u5668\u4eba\u3001\u4eba\u7269\u672c\u8eab\u5728\u52a8\u3002\u4eba\u4f53\u5173\u952e\u70b9\u76f8\u5bf9\u66f4\u7a33\u5b9a\uff0c\u4e0d\u592a\u53d7\u76f8\u673a\u8fd0\u52a8\u5f71\u54cd\uff0c\u4f46\u5b83\u7684\u4fe1\u606f\u53c8\u6bd4\u8f83\u7a00\u758f\u3002<\/p>\n

\u6240\u4ee5\u6211\u4eec\u6ca1\u6709\u5148\u4eba\u4e3a\u89c4\u5b9a\u4e00\u4e2a\u975e\u5e38\u4e25\u683c\u7684\u201c\u52a8\u4f5c\u8868\u793a\u201d\u5e94\u8be5\u662f\u4ec0\u4e48\u3002<\/p>\n

\u73b0\u5728\u4f1a\u628a\u4eba\u7c7b\u624b\u90e8\u5173\u952e\u70b9\u3001\u5168\u8eab\u5173\u952e\u70b9\u3001\u5149\u6d41\u7b49\u591a\u79cd\u548c\u52a8\u4f5c\u76f8\u5173\u7684\u9884\u6d4b\u4efb\u52a1\u653e\u8fdb\u540c\u4e00\u4e2a\u6761\u4ef6\u8868\u5f81\u6a21\u578b\u91cc\u8bad\u7ec3\uff0c\u8ba9\u4e0d\u540c\u4fe1\u606f\u5f7c\u6b64\u8865\u5145\u3002<\/p>\n

\u540e\u9762\u5982\u679c\u53d1\u73b0\u65b0\u7684\u9884\u6d4b\u4efb\u52a1\u80fd\u591f\u5e2e\u52a9\u52a8\u4f5c\u751f\u6210\uff0c\u4e5f\u53ef\u4ee5\u7ee7\u7eed\u52a0\u5165\u8bad\u7ec3\u3002<\/p>\n

\u6211\u4eec\u66f4\u5e0c\u671b\u6a21\u578b\u80fd\u529b\u7684\u63d0\u5347\u6765\u81ea\u6570\u636e\u548c\u8bad\u7ec3\u4efb\u52a1\u672c\u8eab\uff0c\u800c\u4e0d\u662f\u4e0d\u65ad\u5728\u7ed3\u6784\u4e0a\u505a\u590d\u6742\u4fee\u6539\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u76ee\u524d\u6bd4\u8f83\u660e\u786e\u7684\u662f\u7b80\u5355\u4efb\u52a1\u3002\u6bd4\u5982\u5e38\u89c4\u6293\u53d6\u7c7b\u4efb\u52a1\uff0c\u5728\u4e34\u65f6\u6539\u53d8\u76ee\u6807\u3001\u505aOne-Shot Adaptation\u4e4b\u540e\uff0c\u5b8c\u6210\u7387\u53ef\u4ee5\u7a33\u5b9a\u572880%\u4ee5\u4e0a\u3002<\/p>\n

\u6211\u4eec\u73b0\u5728\u4e0d\u4ec5\u4ec5\u662f\u5355\u72ec\u770bOne-Shot\u6210\u529f\u7387\uff0c\u8fd8\u8981\u770b\u5b83\u548c\u4e13\u9879Post-training\u540e\u7684\u80fd\u529b\u5dee\u8ddd\u6709\u591a\u5927\u3002<\/p>\n

\u7406\u60f3\u72b6\u6001\u4e0b\uff0c\u673a\u5668\u4eba\u53ea\u770b\u4e00\u6b21\u793a\u8303\u3001\u5728Context\u91cc\u5b8c\u6210\u5feb\u901f\u9002\u914d\u4e4b\u540e\uff0c\u6548\u679c\u5e94\u8be5\u5c3d\u53ef\u80fd\u63a5\u8fd1\u9488\u5bf9\u8fd9\u4e2a\u4efb\u52a1\u4e13\u95e8\u8bad\u7ec3\u51fa\u6765\u7684\u6a21\u578b\u3002<\/p>\n

\u590d\u6742\u4efb\u52a1\u76ee\u524d\u8fd8\u6ca1\u6709\u5b8c\u6574\u8bc4\u6d4b\uff0c\u56e0\u4e3a\u5bf9\u5e94\u6a21\u578b\u8fd8\u5728\u7ee7\u7eed\u8bad\u7ec3\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u56e0\u4e3a\u4eba\u7c7b\u5b66\u4e60\u65b0\u4efb\u52a1\u4e5f\u4e0d\u662f\u770b\u4e00\u904d\u4e4b\u540e\uff0c\u6bcf\u6b21\u90fd\u80fd\u7b2c\u4e00\u6b21\u6210\u529f\u3002<\/p>\n

\u4f46\u5931\u8d25\u4ee5\u540e\uff0c\u4f60\u4f1a\u77e5\u9053\u54ea\u91cc\u51fa\u4e86\u95ee\u9898\uff0c\u4e0b\u6b21\u4f1a\u9488\u5bf9\u6027\u8c03\u6574\u3002\u6211\u4eec\u5e0c\u671b\u673a\u5668\u4eba\u4e5f\u6709\u8fd9\u79cd\u80fd\u529b\u3002<\/p>\n

\u7b2c\u4e00\u6b21\u6267\u884c\u5931\u8d25\u4e4b\u540e\uff0c\u6a21\u578b\u4f1a\u91cd\u65b0\u5229\u7528\u8fd9\u6bb5\u5931\u8d25\u8f68\u8ff9\uff0c\u5224\u65ad\u54ea\u91cc\u9700\u8981\u4fee\u6b63\uff0c\u518d\u8fdb\u884c\u4e0b\u4e00\u6b21\u5c1d\u8bd5\u3002<\/p>\n

\u6240\u4ee5Self-Correction\u5176\u5b9e\u4e5f\u662fIn-Context Learning\u7684\u4e00\u79cd\u5f62\u6001\u3002Context\u4e0d\u53ea\u6765\u81ea\u522b\u4eba\u7ed9\u51fa\u7684\u793a\u8303\uff0c\u4e5f\u53ef\u4ee5\u6765\u81ea\u673a\u5668\u4eba\u81ea\u5df1\u521a\u521a\u7ecf\u5386\u8fc7\u7684\u5931\u8d25\u3002<\/p>\n

\u6211\u4eec\u7684\u76ee\u6807\u662f\u5373\u4f7f\u7b2c\u4e00\u6b21\u6ca1\u6709\u5b8c\u6210\u4efb\u52a1\uff0c\u673a\u5668\u4eba\u4e5f\u80fd\u901a\u8fc7\u540e\u7eed\u51e0\u6b21\u81ea\u4e3b\u5c1d\u8bd5\u548c\u7ea0\u6b63\uff0c\u6700\u7ec8\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u5bf9\uff0c\u6240\u4ee5\u6211\u4eec\u4e4b\u540e\u53ef\u80fd\u4f1a\u66f4\u5173\u6ce8\u53e6\u5916\u4e00\u4e2a\u6307\u6807\u2014\u2014\u7b2c\u4e00\u6b21\u6210\u529f\u5e73\u5747\u8017\u65f6\u3002<\/p>\n

\u5982\u679c\u673a\u5668\u4eba\u80fd\u591f\u6301\u7eed\u5c1d\u8bd5\u3001\u6301\u7eedSelf-Correction\uff0c\u90a3\u4e48\u5355\u7eaf\u95ee\u201c\u4e00\u6b21\u4efb\u52a1\u6210\u529f\u7387\u662f\u591a\u5c11\u201d\uff0c\u610f\u4e49\u4f1a\u8d8a\u6765\u8d8a\u6709\u9650\u3002<\/p>\n

\u66f4\u6709\u4ef7\u503c\u7684\u95ee\u9898\u662f\uff0c\u5b83\u770b\u5b8c\u4e00\u6b21\u793a\u8303\u4e4b\u540e\uff0c\u8981\u82b1\u591a\u4e45\u624d\u80fd\u7b2c\u4e00\u6b21\u628a\u8fd9\u4e2a\u4efb\u52a1\u5b66\u4f1a\u3002<\/p>\n

\u8fd9\u4e2a\u65f6\u95f4\u5176\u5b9e\u5bf9\u5e94\u7684\u5c31\u662f\u673a\u5668\u4eba\u7684\u6559\u5b66\u6210\u672c\u548c\u5b66\u4e60\u6548\u7387\u3002<\/p>\n

\u5bf9\u4e8e\u6293\u53d6\u8fd9\u79cd\u7b80\u5355\u4efb\u52a1\uff0c\u6211\u4eec\u5e0c\u671b\u5b83\u770b\u4e00\u6b21\u5c31\u80fd\u7b2c\u4e00\u6b21\u6210\u529f\u3002<\/p>\n

\u4f46\u50cf\u53e0\u8863\u670d\uff0c\u751a\u81f3\u628a\u8863\u670d\u53e0\u6210\u5927\u8c61\u3001\u5929\u9e45\u8fd9\u79cd\uff0c\u4eba\u7c7b\u81ea\u5df1\u53ef\u80fd\u4e5f\u9700\u8981\u51e0\u4e2a\u5c0f\u65f6\u5b66\u4e60\u3002\u90a3\u6211\u4eec\u5e0c\u671b\u673a\u5668\u4eba\u7684\u5b66\u4e60\u5468\u671f\uff0c\u81f3\u5c11\u53ef\u4ee5\u9010\u6e10\u63a5\u8fd1\u6b63\u5e38\u4eba\u7684\u57f9\u8bad\u5468\u671f\u3002<\/p>\n

\u5982\u679c\u8fd9\u5957\u80fd\u529b\u6210\u7acb\uff0c\u4e00\u4e2a\u5730\u65b9\u3001\u4e00\u53f0\u673a\u5668\u4eba\u5b66\u4f1a\u7684\u65b0\u6280\u80fd\uff0c\u540e\u9762\u4e5f\u53ef\u4ee5\u88ab\u5176\u4ed6\u673a\u5668\u4eba\u7ee7\u7eed\u590d\u7528\u3002<\/p>\n

\u6240\u4ee5\u4ee5\u540e\u8861\u91cf\u673a\u5668\u4eba\u667a\u80fd\uff0c\u53ef\u80fd\u4e0d\u53ea\u662f\u770b\u5b83\u5df2\u7ecf\u4f1a\u591a\u5c11\u4efb\u52a1\uff0c\u8fd8\u8981\u770b\u5b83\u5b66\u4f1a\u4e00\u4e2a\u65b0\u4efb\u52a1\u5230\u5e95\u9700\u8981\u591a\u4e45\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u5bf9\uff0c\u6211\u672c\u79d1\u5728\u897f\u5b89\u4ea4\u5927\u5c11\u5e74\u73ed\uff0c\u6700\u5f00\u59cb\u505a\u81ea\u52a8\u9a7e\u9a76\uff0c\u5927\u69822016\u5e74\u524d\u540e\u5f00\u59cb\u8f6c\u5411\u673a\u5668\u4eba\u3002<\/p>\n

\u90a3\u4e2a\u65f6\u5019\u6211\u5c31\u89c9\u5f97\uff0c\u673a\u5668\u4eba\u8fd9\u4e2a\u95ee\u9898\u6bd4\u81ea\u52a8\u9a7e\u9a76\u66f4\u590d\u6742\uff0c\u5b83\u540c\u65f6\u6d89\u53ca\u786c\u4ef6\u3001\u7b97\u6cd5\u548c\u6570\u636e\uff0c\u800c\u4e14\u8981\u89e3\u51b3\u7684\u573a\u666f\u66f4\u591a\u6837\u3002<\/p>\n

\u540e\u6765\u4eceJHU\u535a\u58eb\u751f\u8f8d\u5b66\uff0c\u6211\u6765\u4e86\u5de5\u4e1a\u754c\uff0c\u5c24\u5176\u662f\u4eba\u5f62\u673a\u5668\u4eba\u3001\u6570\u636e\u548c\u6a21\u578b\u843d\u5730\u8fd9\u4e00\u4fa7\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u5bf9\u7684\u3002\u62112024\u5e74\u7684\u65f6\u5019\u52a0\u5165\u4e86\u5085\u5229\u53f6\u3002<\/p>\n

\u8fd9\u51e0\u5e74\u6211\u8f83\u65e9\u53c2\u4e0e\u6253\u901a\u4e86\u5168\u5c3a\u5bf8\u4eba\u5f62\u673a\u5668\u4eba\u7684\u9065\u64cd\u4f5c\u3001\u6570\u636e\u91c7\u96c6\u5230\u6a21\u578b\u90e8\u7f72\u8fd9\u4e00\u6574\u5957\u6d41\u7a0b\uff0c\u4e5f\u53c2\u4e0e\u4e86\u4e00\u4e9b\u5927\u89c4\u6a21VLA\u8bad\u7ec3\u3002<\/p>\n

\u90a3\u6bb5\u7ecf\u5386\u8ba9\u6211\u7b2c\u4e00\u6b21\u6bd4\u8f83\u76f4\u89c2\u5730\u770b\u5230VLA\u6570\u636eScaling\u7684\u8fb9\u754c\u3002<\/p>\n

\u540e\u6765\u6211\u4eec\u53c8\u5728\u5185\u90e8\u505a\u4e86\u57fa\u4e8e\u4e16\u754c\u6a21\u578b\u7684\u5168\u5c3a\u5bf8\u4eba\u5f62\u673a\u5668\u4ebaPolicy\uff0c\u4e5f\u9a8c\u8bc1\u4e86\u4e16\u754c\u6a21\u578b\u786e\u5b9e\u53ef\u4ee5\u9a71\u52a8\u5168\u5c3a\u5bf8\u4eba\u5f62\u673a\u5668\u4eba\uff0c\u5e76\u4e14\u5728\u4e00\u4e9b\u7279\u6027\u4e0a\u8868\u73b0\u51fa\u548c\u4f20\u7edfVLA\u4e0d\u540c\u7684\u4f18\u52bf\u3002<\/p>\n

\u8fd9\u51e0\u4e2a\u5224\u65ad\u53e0\u5728\u4e00\u8d77\u4ee5\u540e\uff0c\u6211\u5f00\u59cb\u89c9\u5f97\u53ef\u80fd\u5230\u4e86\u9700\u8981\u91cd\u65b0\u8003\u8651\u6a21\u578b\u8303\u5f0f\u7684\u65f6\u5019\u3002<\/p>\n

\u6211\u7684\u76ee\u6807\u662f\u8ba9ICL\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u201cfeature\u201d\u3002<\/p>\n

\u6211\u4eec\u8981\u771f\u6b63\u98a0\u8986\u6a21\u578b\u8bad\u7ec3\u8303\u5f0f\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u56e0\u4e3a\u8fd9\u4e2a\u65b9\u5411\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u8303\u5f0f\u521b\u65b0\u7684\u95ee\u9898\u3002<\/p>\n

\u5982\u679c\u7ee7\u7eed\u5728\u539f\u6765\u7684\u7ec4\u7ec7\u91cc\u505a\uff0c\u6211\u5f88\u96be\u62ff\u5230\u8db3\u591f\u96c6\u4e2d\u7684\u8d44\u6e90\uff0c\u4e5f\u5f88\u96be\u56f4\u7ed5\u8fd9\u4e2a\u65b9\u5411\u91cd\u65b0\u642d\u4e00\u652f\u8db3\u591f\u5f3a\u7684\u6a21\u578b\u56e2\u961f\u3002<\/p>\n

\u8fd8\u6709\u4e00\u4e2a\u5f88\u73b0\u5b9e\u7684\u539f\u56e0\uff0c\u5c31\u662f\u6211\u7684\u8054\u521b\u4e0d\u53ef\u80fd\u76f4\u63a5\u52a0\u5165\u539f\u6765\u7684\u56e2\u961f\u3002\u4f46\u6211\u4eec\u771f\u6b63\u786e\u5b9a\u8981\u505a\u8fd9\u4e2a\u65b9\u5411\u4e4b\u540e\uff0c\u6211\u89c9\u5f97\u6700\u5408\u9002\u7684\u5408\u4f5c\u5bf9\u8c61\u53ea\u6709\u5979\u3002<\/p>\n

\u5979\u957f\u671f\u5728\u5b66\u672f\u4fa7\u7814\u7a76\u673a\u5668\u4eba\u6cdb\u5316\u3001\u5b66\u4e60\u80fd\u529b\u548cICL\uff0c\u6211\u8fd9\u8fb9\u521a\u597d\u6709\u6bd4\u8f83\u5b8c\u6574\u7684\u5de5\u4e1a\u754c\u7ecf\u9a8c\uff0c\u5305\u62ec\u672c\u4f53\u3001\u6570\u636e\u3001\u6a21\u578b\u8bad\u7ec3\u3001\u573a\u666f\u548c\u4e0a\u4e0b\u6e38\u8d44\u6e90\u3002<\/p>\n

\u4e24\u8fb9\u7684\u80fd\u529b\u6b63\u597d\u4e92\u8865\uff0c\u6240\u4ee5\u6700\u540e\u5c31\u51b3\u5b9a\u4e00\u8d77\u51fa\u6765\u505a\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1a\u8054\u521b\u4e3b\u8981\u8d1f\u8d23\u6574\u4f53\u6280\u672f\u8def\u7ebf\u548c\u6838\u5fc3\u7814\u53d1\u65b9\u5411\uff1b\u6211\u4f1a\u66f4\u591a\u8d1f\u8d23\u4e0a\u4e0b\u6e38\u786c\u4ef6\u3001\u573a\u666f\u3001\u6570\u636e\u3001\u7b97\u529b\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u6211\u8fc7\u53bb\u4e24\u5e74\u5728\u4eba\u5f62\u673a\u5668\u4eba\u884c\u4e1a\u91cc\u79ef\u7d2f\u6bd4\u8f83\u591a\u7684\u90e8\u5206\u3002<\/p>\n

\u6211\u8e29\u8fc7\u5f88\u591a\u6570\u636eScale\u3001\u9065\u64cd\u4f5c\u6570\u636e\u3001\u7b2c\u4e00\u89c6\u89d2\u6570\u636e\u3001\u6a21\u578b\u90e8\u7f72\u76f8\u5173\u7684\u5751\uff0c\u6240\u4ee5\u73b0\u5728\u66f4\u6e05\u695a\u4ec0\u4e48\u6837\u7684\u6570\u636e\u9002\u5408\u4ec0\u4e48\u6837\u7684\u6a21\u578b\uff0c\u4e5f\u77e5\u9053\u4e0d\u540c\u6570\u636e\u6765\u6e90\u5206\u522b\u5e94\u8be5\u5728\u8bad\u7ec3\u91cc\u53d1\u6325\u4ec0\u4e48\u4f5c\u7528\u3002<\/p>\n

\u6211\u4eec\u4e0d\u4f1a\u628a\u56e2\u961f\u505a\u5f97\u7279\u522b\u5927\u3002\u6a21\u578b\u7814\u53d1\u771f\u6b63\u6838\u5fc3\u7684\u56e2\u961f\uff0c\u672c\u8eab\u5c31\u4e0d\u9700\u8981\u5f88\u591a\u4eba\u3002<\/p>\n

\u6211\u4eec\u66f4\u770b\u91cd\u56e2\u961f\u7684\u667a\u529b\u5bc6\u5ea6\u3002<\/p>\n

\u9ad8\u5b87\u7fd4\uff1aCOEXIST\u3001COWORK\u3001COLLABORATE\u3001COEVOLVE\uff0c\u8fd9\u5c31\u662f\u6211\u4eec\u516c\u53f8\u540d\u5b57\u7684\u7531\u6765\u3002<\/p>\n

\u53c2\u8003\u94fe\u63a5\uff1a<\/p>\n

[1]https:\/\/www.linkedin.com\/in\/yuxiang-gao-268084114\/<\/p>\n

[2]https:\/\/scholar.google.com\/citations?user=CICgPz8AAAAJ&hl=en<\/p>\n

[3]https:\/\/arxiv.org\/pdf\/2005.14165<\/p>\n

[4]https:\/\/arxiv.org\/abs\/2607.15275<\/p>\n

[5]https:\/\/www.ccmtrx.com<\/p>\n

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\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

2020\u5e74\uff0cGPT-3\u9760\u201c\u770b\u51e0\u4e2a\u793a\u4f8b\u5c31\u4f1a\u65b0\u4efb\u52a1\u201d\u9707\u52a8\u4e86NLP\u754c\uff1b\u516d\u5e74\u540e\u7684\u4eca\u5929\uff0c\u540c\u6837\u7684\u6545\u4e8b\u6b63\u5728\u5177\u8eab\u667a\u80fd\u9886\u57df\u4e0a\u6f14\u3002<\/p>\n

\u6ca1\u9519\uff0c\u5c31\u662fIn-Context Learning\u3002<\/p>\n

8\u6708\u4e2d\u65ec\uff0cSkild AI\u53d1\u5e03\u673a\u5668\u4eba\u57fa\u7840\u6a21\u578bS1\u3002\u53ea\u9700\u8981\u7ed9\u673a\u5668\u4eba\u770b\u4e00\u904d\u4efb\u52a1\u6f14\u793a\u89c6\u9891\uff0c\u5b83\u53ef\u4ee5\u5728\u4e0d\u5fae\u8c03\u3001\u4e0d\u505a\u989d\u5916post-training\u7684\u60c5\u51b5\u4e0b\uff0c\u5c1d\u8bd5\u5b8c\u6210\u6b64\u524d\u6ca1\u6709\u8bad\u7ec3\u8fc7\u7684\u65b0\u4efb\u52a1\u3002\u4efb\u52a1\u65f6\u957f\u53ef\u8fbe10\u5206\u949f\uff0c\u5305\u542b\u51e0\u5341\u4e2a\u64cd\u4f5c\u6b65\u9aa4\u3002<\/p>\n

Skild<\/p>\n","protected":false},"author":1,"featured_media":7699,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1189],"class_list":["post-7703","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx","tag-1189"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/7703","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=7703"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/7703\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/7699"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=7703"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=7703"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=7703"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}