{"id":5522,"date":"2025-01-09T15:57:24","date_gmt":"2025-01-09T07:57:24","guid":{"rendered":"https:\/\/nullthought.net\/?p=5522"},"modified":"2025-01-09T15:57:27","modified_gmt":"2025-01-09T07:57:27","slug":"%e6%b5%85%e8%b0%88in-context-learning-icl%ef%bc%8c%e4%b8%8a%e4%b8%8b%e6%96%87%e5%ad%a6%e4%b9%a0-%e3%80%81-%e6%83%85%e5%a2%83%e5%ad%a6%e4%b9%a0%e6%88%96%e8%80%85","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5522","title":{"rendered":"\u6d45\u8c08In-Context Learning (ICL)\uff0c\u201c\u4e0a\u4e0b\u6587\u5b66\u4e60\u201d \u3001 \u201c\u60c5\u5883\u5b66\u4e60\u201d\u6216\u8005\u201c\u5185\u5728\u5b66\u4e60\u201d"},"content":{"rendered":"\n<p><strong>In-Context Learning (ICL)<\/strong> \u53ef\u7ffb\u8bd1\u4e3a <strong>\u201c\u4e0a\u4e0b\u6587\u5b66\u4e60\u201d<\/strong> \u3001 <strong>\u201c\u60c5\u5883\u5b66\u4e60\u201d<\/strong>\u6216\u8005<strong>\u201c\u5185\u5728\u5b66\u4e60\u201d<\/strong>\u3002<strong>(ICL)<\/strong> \u662f\u8fd1\u5e74\u6765\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u4e2d\u53d6\u5f97\u663e\u8457\u8fdb\u5c55\u7684\u4e00\u79cd\u6280\u672f\u3002\u5b83\u6307\u7684\u662f\u901a\u8fc7\u5c06\u8bad\u7ec3\u6570\u636e\u3001\u4efb\u52a1\u8bf4\u660e\u6216\u793a\u4f8b\u76f4\u63a5\u5d4c\u5165\u5230\u8f93\u5165\u4e2d\uff0c\u6765\u8fdb\u884c\u5b66\u4e60\u548c\u63a8\u7406\u7684\u8fc7\u7a0b\uff0c\u800c\u4e0d\u9700\u8981\u663e\u5f0f\u7684\u53c2\u6570\u66f4\u65b0\u3002\u8fd9\u79cd\u5b66\u4e60\u65b9\u5f0f\u5927\u5927\u7b80\u5316\u4e86\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u4f7f\u5f97\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u5728\u6ca1\u6709\u989d\u5916\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0c\u57fa\u4e8e\u7ed9\u5b9a\u7684\u4e0a\u4e0b\u6587\u76f4\u63a5\u6267\u884c\u4efb\u52a1\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. <strong>\u6982\u5ff5\u80cc\u666f<\/strong><\/h4>\n\n\n\n<p>\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u901a\u5e38\u4f9d\u8d56\u4e8e\u663e\u5f0f\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u5176\u4e2d\u6a21\u578b\u901a\u8fc7\u4e0d\u65ad\u4f18\u5316\u5176\u53c2\u6570\u6765\u5b66\u4e60\u4efb\u52a1\u3002\u800c<strong>In-Context Learning<\/strong>\u7684\u521b\u65b0\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u4f7f\u5f97\u6a21\u578b\u53ef\u4ee5\u57fa\u4e8e\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u548c\u793a\u4f8b\u8fdb\u884c\u5b66\u4e60\uff0c\u4e0d\u9700\u8981\u66f4\u6539\u6a21\u578b\u7684\u53c2\u6570\u6216\u8fdb\u884c\u989d\u5916\u7684\u8bad\u7ec3\u3002\u4f8b\u5982\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u95ee\u9898\u548c\u4e00\u4e9b\u76f8\u5173\u793a\u4f8b\uff0c\u6a21\u578b\u53ef\u4ee5\u7acb\u5373\u7406\u89e3\u5982\u4f55\u89e3\u51b3\u7c7b\u4f3c\u95ee\u9898\uff0c\u800c\u4e0d\u9700\u8981\u4e8b\u5148\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. <strong>\u5982\u4f55\u5de5\u4f5c<\/strong><\/h4>\n\n\n\n<p>\u5728<strong>In-Context Learning<\/strong>\u4e2d\uff0c\u6a21\u578b\u901a\u5e38\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5de5\u4f5c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e0a\u4e0b\u6587\u5d4c\u5165<\/strong>\uff1a\u8f93\u5165\u4e0d\u4ec5\u5305\u542b\u8981\u89e3\u51b3\u7684\u5177\u4f53\u4efb\u52a1\u6216\u95ee\u9898\uff0c\u8fd8\u5305\u62ec\u4e0e\u4efb\u52a1\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u82e5\u6a21\u578b\u9700\u8981\u8fdb\u884c\u6587\u672c\u5206\u7c7b\uff0c\u53ef\u4ee5\u63d0\u4f9b\u4e00\u4e9b\u5e26\u6807\u7b7e\u7684\u793a\u4f8b\u4f5c\u4e3a\u8f93\u5165\uff0c\u6a21\u578b\u901a\u8fc7\u8fd9\u4e9b\u793a\u4f8b\u6765\u201c\u5b66\u4e60\u201d\u5982\u4f55\u8fdb\u884c\u5206\u7c7b\u3002<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u63d0\u793a<\/strong>\uff1a\u4efb\u52a1\u672c\u8eab\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u4f8b\u5982&#8221;\u8bf7\u6839\u636e\u4ee5\u4e0b\u793a\u4f8b\u63a8\u6d4b\u4e0b\u4e00\u4e2a\u5355\u8bcd&#8221;\u6216&#8221;\u7ed9\u5b9a\u4ee5\u4e0b\u6587\u672c\uff0c\u5224\u65ad\u5176\u60c5\u611f\u503e\u5411&#8221;\u3002\u8fd9\u79cd\u63d0\u793a\u5e2e\u52a9\u6a21\u578b\u7406\u89e3\u9700\u8981\u5b8c\u6210\u7684\u4efb\u52a1\u3002<\/li>\n\n\n\n<li><strong>\u793a\u4f8b\u5b66\u4e60<\/strong>\uff1a\u6a21\u578b\u4f1a\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u57fa\u4e8e\u63d0\u4f9b\u7684\u51e0\u4e2a\u4f8b\u5b50\u6765\u7406\u89e3\u4efb\u52a1\u7684\u6a21\u5f0f\u548c\u89c4\u5219\u3002\u4f8b\u5982\uff0c\u5728\u5206\u7c7b\u4efb\u52a1\u4e2d\uff0c\u6a21\u578b\u6839\u636e\u7ed9\u5b9a\u7684\u6807\u8bb0\u793a\u4f8b\u6765\u63a8\u6d4b\u5982\u4f55\u5bf9\u672a\u6807\u8bb0\u6570\u636e\u8fdb\u884c\u5206\u7c7b\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>In-Context Learning<\/strong>\u7684\u5de5\u4f5c\u539f\u7406\u53ef\u4ee5\u7ec6\u5316\u4e3a\u4ee5\u4e0b\u51e0\u4e2a\u6838\u5fc3\u6b65\u9aa4\uff1a\u7406\u89e3\u8f93\u5165\u4efb\u52a1\u3001\u7406\u89e3\u4e0a\u4e0b\u6587\u4fe1\u606f\u3001\u901a\u8fc7\u793a\u4f8b\u63a8\u7406\u3001\u4ee5\u53ca\u57fa\u4e8e\u63a8\u7406\u7ed9\u51fa\u8f93\u51fa\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2.1 <strong>\u7406\u89e3\u8f93\u5165\u4efb\u52a1<\/strong><\/h5>\n\n\n\n<p>\u5728 <strong>In-Context Learning<\/strong> \u4e2d\uff0c\u4efb\u52a1\u901a\u5e38\u662f\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6216\u7279\u5b9a\u683c\u5f0f\u660e\u786e\u7ed9\u51fa\u7684\u3002\u6a21\u578b\u9700\u8981\u9996\u5148\u7406\u89e3\u8fd9\u4e2a\u4efb\u52a1\u662f\u4ec0\u4e48\u3002\u8fd9\u4e2a\u6b65\u9aa4\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\u7c7b\u4f3c\u4e8e\u4efb\u52a1\u8bf4\u660e\uff0c\u5373\u544a\u8bc9\u6a21\u578b\u9700\u8981\u505a\u4ec0\u4e48\u3002\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4efb\u52a1\u8bf4\u660e<\/strong>\uff1a\u201c\u6839\u636e\u4ee5\u4e0b\u53e5\u5b50\u5224\u65ad\u5176\u60c5\u611f\u662f\u79ef\u6781\u7684\u8fd8\u662f\u6d88\u6781\u7684\u3002\u201d<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u8bf4\u660e<\/strong>\uff1a\u201c\u7ed9\u5b9a\u4e00\u6bb5\u82f1\u6587\u6587\u672c\uff0c\u7ffb\u8bd1\u6210\u4e2d\u6587\u3002\u201d<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e00\u6b65\u9aa4\u901a\u5e38\u662f\u901a\u8fc7\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u5165\u63a5\u53e3\u4f20\u9012\u7ed9\u6a21\u578b\u7684\uff0c\u4efb\u52a1\u8bf4\u660e\u672c\u8eab\u901a\u5e38\u5305\u62ec\u660e\u786e\u7684\u76ee\u6807\u6216\u89c4\u5219\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">\u793a\u4f8b 1\uff1a\u60c5\u611f\u5206\u6790<\/h6>\n\n\n\n<p>\u4efb\u52a1\u8bf4\u660e\uff1a<strong>\u201c\u6839\u636e\u4ee5\u4e0b\u53e5\u5b50\u5224\u65ad\u5176\u60c5\u611f\u662f\u79ef\u6781\u7684\u8fd8\u662f\u6d88\u6781\u7684\u3002\u201d<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8f93\u5165\uff1a<strong>\u201c\u8fd9\u4e2a\u7535\u5f71\u771f\u662f\u592a\u68d2\u4e86\uff01\u201d<\/strong><\/li>\n\n\n\n<li>\u9884\u671f\u8f93\u51fa\uff1a<strong>\u201c\u79ef\u6781\u201d<\/strong><\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">2.2 <strong>\u7406\u89e3\u4e0a\u4e0b\u6587\u4fe1\u606f<\/strong><\/h5>\n\n\n\n<p>\u4e0a\u4e0b\u6587\u4fe1\u606f\u5bf9\u6a21\u578b\u975e\u5e38\u91cd\u8981\u3002\u4e0a\u4e0b\u6587\u4e0d\u4ec5\u53ef\u4ee5\u662f\u4efb\u52a1\u8bf4\u660e\uff0c\u8fd8\u53ef\u4ee5\u662f\u793a\u4f8b\u6570\u636e\u3002\u8fd9\u4e9b\u793a\u4f8b\u6570\u636e\u5e2e\u52a9\u6a21\u578b\u201c\u7406\u89e3\u201d\u5982\u4f55\u6267\u884c\u4efb\u52a1\uff0c\u5373\u901a\u8fc7\u6a21\u5f0f\u5339\u914d\u6765\u627e\u51fa\u5982\u4f55\u5b8c\u6210\u4efb\u52a1\u7684\u89c4\u5219\u6216\u89c4\u5f8b\u3002\u4e0a\u4e0b\u6587\u53ef\u80fd\u5305\u542b\u4ee5\u4e0b\u4e24\u7c7b\u4fe1\u606f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4efb\u52a1\u793a\u4f8b<\/strong>\uff1a\u63d0\u4f9b\u591a\u4e2a\u5df2\u6807\u6ce8\u7684\u793a\u4f8b\uff0c\u5e2e\u52a9\u6a21\u578b\u7406\u89e3\u5982\u4f55\u63a8\u7406\u6216\u5224\u65ad\u3002<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u683c\u5f0f<\/strong>\uff1a\u4f8b\u5982\uff0c\u5982\u4f55\u8f93\u5165\u4e00\u4e2a\u95ee\u9898\u3001\u5982\u4f55\u8f93\u51fa\u4e00\u4e2a\u7b54\u6848\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\">\u793a\u4f8b 2\uff1a\u591a\u4efb\u52a1\u5b66\u4e60\uff08\u591a\u4e2a\u4efb\u52a1\u4e0a\u4e0b\u6587\uff09<\/h6>\n\n\n\n<p>\u4efb\u52a1\u8bf4\u660e\uff1a<strong>\u201c\u6839\u636e\u4ee5\u4e0b\u793a\u4f8b\uff0c\u5b8c\u6210\u60c5\u611f\u5206\u7c7b\u4efb\u52a1\u3002\u201d<\/strong> \u4e0a\u4e0b\u6587\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u793a\u4f8b1\uff1a<strong>\u201c\u6211\u4eca\u5929\u5f88\u5f00\u5fc3\u3002\u201d<\/strong> \u2192 <strong>\u79ef\u6781<\/strong><\/li>\n\n\n\n<li>\u793a\u4f8b2\uff1a<strong>\u201c\u8fd9\u6b21\u8d2d\u7269\u4f53\u9a8c\u5f88\u7cdf\u7cd5\u3002\u201d<\/strong> \u2192 <strong>\u6d88\u6781<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u6b64\u65f6\uff0c\u6a21\u578b\u5728\u63a5\u6536\u5230\u4efb\u52a1\u8bf4\u660e\u548c\u591a\u4e2a\u793a\u4f8b\u540e\uff0c\u80fd\u591f\u7406\u89e3\u5230\u60c5\u611f\u5206\u7c7b\u7684\u6a21\u5f0f\uff0c\u5373\u901a\u8fc7\u5206\u6790\u60c5\u611f\u8bcd\u6c47\u548c\u53e5\u5b50\u7ed3\u6784\uff0c\u63a8\u65ad\u51fa\u60c5\u611f\u7684\u503e\u5411\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">\u793a\u4f8b 3\uff1a\u7ffb\u8bd1\u4efb\u52a1\uff08\u7ed9\u51fa\u7ffb\u8bd1\u793a\u4f8b\u4e0a\u4e0b\u6587\uff09<\/h6>\n\n\n\n<p>\u4efb\u52a1\u8bf4\u660e\uff1a<strong>\u201c\u5c06\u4e0b\u9762\u7684\u82f1\u6587\u7ffb\u8bd1\u6210\u4e2d\u6587\u3002\u201d<\/strong> \u4e0a\u4e0b\u6587\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u82f1\u6587\uff1a\u201cGood morning.\u201d<\/li>\n\n\n\n<li>\u4e2d\u6587\uff1a\u201c\u65e9\u4e0a\u597d\u3002\u201d<\/li>\n<\/ul>\n\n\n\n<p>\u6b64\u65f6\uff0c\u6a21\u578b\u5728\u63a5\u6536\u5230\u4efb\u52a1\u8bf4\u660e\u548c\u7ffb\u8bd1\u793a\u4f8b\u540e\uff0c\u7406\u89e3\u4e86\u201c\u7ffb\u8bd1\u201d\u7684\u4efb\u52a1\u89c4\u5219\uff0c\u63a5\u4e0b\u6765\u6839\u636e\u7c7b\u4f3c\u7684\u4e0a\u4e0b\u6587\u5b8c\u6210\u7ffb\u8bd1\u4efb\u52a1\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2.3 <strong>\u901a\u8fc7\u793a\u4f8b\u63a8\u7406<\/strong><\/h5>\n\n\n\n<p>\u4e00\u65e6\u6a21\u578b\u7406\u89e3\u4e86\u4efb\u52a1\uff0c\u5e76\u4e14\u5f97\u5230\u4e86\u9002\u5f53\u7684\u4e0a\u4e0b\u6587\uff0c\u5b83\u5c31\u4f1a\u5f00\u59cb\u5229\u7528\u8fd9\u4e9b\u4e0a\u4e0b\u6587\u4e2d\u7684\u793a\u4f8b\u6765\u63a8\u7406\uff0c\u5e76\u89e3\u51b3\u65b0\u7684\u7c7b\u4f3c\u95ee\u9898\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u662f <strong>In-Context Learning<\/strong> \u7684\u6838\u5fc3\uff0c\u56e0\u4e3a\u5b83\u4e0d\u4f9d\u8d56\u4e8e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u53c2\u6570\u66f4\u65b0\uff0c\u800c\u662f\u4f9d\u8d56\u4e8e\u6a21\u578b\u5bf9\u5f53\u524d\u4e0a\u4e0b\u6587\u4e2d\u4fe1\u606f\u7684\u5373\u65f6\u5904\u7406\u548c\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u4f1a\u57fa\u4e8e\u4ee5\u4e0b\u65b9\u5f0f\u8fdb\u884c\u63a8\u7406\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7c7b\u6bd4\u63a8\u7406<\/strong>\uff1a\u901a\u8fc7\u4ece\u4e0a\u4e0b\u6587\u4e2d\u5b66\u5230\u7684\u793a\u4f8b\u6a21\u5f0f\u6765\u63a8\u7406\u3002\u4f8b\u5982\uff0c\u5047\u8bbe\u7ed9\u5b9a\u7684\u4e0a\u4e0b\u6587\u793a\u4f8b\u662f\u7535\u5f71\u8bc4\u8bba\uff0c\u800c\u5f53\u524d\u8f93\u5165\u662f\u4e00\u6761\u672a\u6807\u8bb0\u7684\u8bc4\u8bba\uff0c\u6a21\u578b\u901a\u8fc7\u7c7b\u6bd4\u6765\u8fdb\u884c\u60c5\u611f\u5206\u6790\u3002<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u6620\u5c04<\/strong>\uff1a\u6839\u636e\u4e0a\u4e0b\u6587\u793a\u4f8b\uff0c\u6a21\u578b\u5c06\u4efb\u52a1\u6620\u5c04\u4e3a\u4e00\u4e2a\u5df2\u77e5\u4efb\u52a1\uff0c\u627e\u5230\u76f8\u5e94\u7684\u89e3\u6cd5\u3002\u6bd4\u5982\uff0c\u7ed9\u5b9a\u591a\u4e2a\u6570\u5b66\u9898\u7684\u89e3\u6cd5\u793a\u4f8b\uff0c\u6a21\u578b\u4f1a\u6839\u636e\u8fd9\u4e9b\u793a\u4f8b\u53bb\u63a8\u7b97\u65b0\u7684\u6570\u5b66\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\">\u793a\u4f8b 4\uff1a\u60c5\u611f\u5206\u6790<\/h6>\n\n\n\n<p>\u5047\u8bbe\u7ed9\u5b9a\u4efb\u52a1\u8bf4\u660e\u548c\u4e0a\u4e0b\u6587\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4efb\u52a1\u8bf4\u660e\uff1a<strong>\u201c\u6839\u636e\u4ee5\u4e0b\u53e5\u5b50\u5224\u65ad\u60c5\u611f\u3002\u201d<\/strong><\/li>\n\n\n\n<li>\u793a\u4f8b1\uff1a<strong>\u201c\u8fd9\u90e8\u7535\u5f71\u592a\u68d2\u4e86\uff01\u201d<\/strong> \u2192 <strong>\u201c\u79ef\u6781\u201d<\/strong><\/li>\n\n\n\n<li>\u793a\u4f8b2\uff1a<strong>\u201c\u4eca\u5929\u7684\u5929\u6c14\u771f\u5dee\u3002\u201d<\/strong> \u2192 <strong>\u201c\u6d88\u6781\u201d<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u8f93\u5165\uff1a<strong>\u201c\u8fd9\u672c\u4e66\u771f\u65e0\u804a\u3002\u201d<\/strong> \u8f93\u51fa\uff1a<strong>\u201c\u6d88\u6781\u201d<\/strong><\/p>\n\n\n\n<p>\u6a21\u578b\u6839\u636e\u7ed9\u5b9a\u7684\u4e0a\u4e0b\u6587\u793a\u4f8b\uff0c\u80fd\u591f\u63a8\u65ad\u51fa\u8fd9\u53e5\u8bdd\u7684\u60c5\u611f\u662f\u201c\u6d88\u6781\u201d\u7684\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">\u793a\u4f8b 5\uff1a\u7ffb\u8bd1\u4efb\u52a1<\/h6>\n\n\n\n<p>\u4efb\u52a1\u8bf4\u660e\uff1a<strong>\u201c\u7ffb\u8bd1\u4ee5\u4e0b\u53e5\u5b50\u3002\u201d<\/strong> \u4e0a\u4e0b\u6587\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u82f1\u6587\uff1a\u201cI am learning machine learning.\u201d<\/li>\n\n\n\n<li>\u4e2d\u6587\uff1a\u201c\u6211\u5728\u5b66\u4e60\u673a\u5668\u5b66\u4e60\u3002\u201d<\/li>\n<\/ul>\n\n\n\n<p>\u8f93\u5165\uff1a<strong>\u201cI am working on a new project.\u201d<\/strong> \u8f93\u51fa\uff1a<strong>\u201c\u6211\u5728\u505a\u4e00\u4e2a\u65b0\u9879\u76ee\u3002\u201d<\/strong><\/p>\n\n\n\n<p>\u901a\u8fc7\u4e0a\u4e0b\u6587\u63d0\u4f9b\u7684\u7ffb\u8bd1\u793a\u4f8b\uff0c\u6a21\u578b\u63a8\u65ad\u51fa\u5982\u4f55\u5c06\u82f1\u6587\u53e5\u5b50\u7ffb\u8bd1\u6210\u4e2d\u6587\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2.4 <strong>\u57fa\u4e8e\u63a8\u7406\u7ed9\u51fa\u8f93\u51fa<\/strong><\/h5>\n\n\n\n<p>\u6700\u540e\uff0c\u6a21\u578b\u5c06\u57fa\u4e8e\u5b83\u4ece\u4e0a\u4e0b\u6587\u548c\u4efb\u52a1\u8bf4\u660e\u4e2d\u83b7\u5f97\u7684\u4fe1\u606f\uff0c\u7ed9\u51fa\u63a8\u7406\u540e\u7684\u8f93\u51fa\u3002\u8fd9\u4e2a\u8f93\u51fa\u5b8c\u5168\u4f9d\u8d56\u4e8e\u6a21\u578b\u5bf9\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u4ee5\u53ca\u5b83\u5982\u4f55\u5e94\u7528\u8fd9\u4e9b\u7406\u89e3\u6765\u5904\u7406\u65b0\u7684\u8f93\u5165\u6570\u636e\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">\u793a\u4f8b 6\uff1a\u6587\u672c\u751f\u6210<\/h6>\n\n\n\n<p>\u4efb\u52a1\u8bf4\u660e\uff1a<strong>\u201c\u6839\u636e\u7ed9\u5b9a\u7684\u5f00\u5934\u751f\u6210\u4e00\u4e2a\u6545\u4e8b\u3002\u201d<\/strong> \u4e0a\u4e0b\u6587\uff1a<strong>\u201c\u4ece\u524d\u6709\u4e00\u53ea\u5c0f\u72d0\u72f8\uff0c\u5979\u4f4f\u5728\u4e00\u4e2a\u7f8e\u4e3d\u7684\u68ee\u6797\u91cc\u3002\u201d<\/strong><\/p>\n\n\n\n<p>\u8f93\u5165\uff1a<strong>\u201c\u5979\u6709\u4e00\u5929\u9047\u5230\u4e86\u4e00\u53ea\u5927\u7070\u72fc\u3002\u201d<\/strong> \u8f93\u51fa\uff1a<strong>\u201c\u5927\u7070\u72fc\u5bf9\u5c0f\u72d0\u72f8\u8bf4\uff1a\u2018\u4f60\u4e3a\u4ec0\u4e48\u4e0d\u56de\u5bb6\u4f11\u606f\u5462\uff1f\u2019\u201d<\/strong><\/p>\n\n\n\n<p>\u6a21\u578b\u901a\u8fc7\u5bf9\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\uff0c\u80fd\u591f\u63a5\u7740\u751f\u6210\u4e00\u6bb5\u7b26\u5408\u903b\u8f91\u7684\u6545\u4e8b\u60c5\u8282\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2.5 <strong>\u989d\u5916\u7684\u529f\u80fd\uff1a\u52a8\u6001\u8c03\u6574\u4e0e\u81ea\u9002\u5e94<\/strong><\/h5>\n\n\n\n<p>\u6a21\u578b\u8fd8\u5177\u5907\u52a8\u6001\u8c03\u6574\u7684\u80fd\u529b\uff0c\u53ef\u4ee5\u6839\u636e\u4efb\u52a1\u9700\u6c42\u7684\u53d8\u5316\u6216\u4e0a\u4e0b\u6587\u7684\u8c03\u6574\u6765\u6539\u53d8\u5176\u884c\u4e3a\u3002\u4f8b\u5982\uff0c\u5728\u4e00\u4e2a\u4f1a\u8bdd\u4e2d\uff0c\u6a21\u578b\u53ef\u80fd\u9010\u6e10\u5b66\u4e60\u5230\u7528\u6237\u7684\u504f\u597d\u6216\u8bed\u5883\uff0c\u5e76\u57fa\u4e8e\u8fd9\u4e9b\u8c03\u6574\u5176\u8f93\u51fa\u3002\u8fd9\u4f7f\u5f97 <strong>In-Context Learning<\/strong> \u5177\u6709\u5f88\u5f3a\u7684\u9002\u5e94\u6027\u548c\u7075\u6d3b\u6027\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\">\u793a\u4f8b 7\uff1a\u4e2a\u6027\u5316\u63a8\u8350<\/h6>\n\n\n\n<p>\u4efb\u52a1\u8bf4\u660e\uff1a<strong>\u201c\u6839\u636e\u4ee5\u4e0b\u7528\u6237\u884c\u4e3a\u63a8\u8350\u7535\u5f71\u3002\u201d<\/strong> \u4e0a\u4e0b\u6587\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u793a\u4f8b1\uff1a<strong>\u7528\u6237A\u559c\u6b22\u79d1\u5e7b\u7535\u5f71<\/strong><\/li>\n\n\n\n<li>\u793a\u4f8b2\uff1a<strong>\u7528\u6237B\u559c\u6b22\u6d6a\u6f2b\u559c\u5267<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u8f93\u5165\uff1a<strong>\u7528\u6237C\u6700\u8fd1\u89c2\u770b\u4e86\u201c\u661f\u9645\u8ff7\u822a\u201d<\/strong> \u8f93\u51fa\uff1a<strong>\u63a8\u8350\u201c\u94f6\u6cb3\u7cfb\u6f2b\u6e38\u6307\u5357\u201d<\/strong><\/p>\n\n\n\n<p>\u6a21\u578b\u53ef\u4ee5\u57fa\u4e8e\u524d\u9762\u7684\u63a8\u8350\u4e0a\u4e0b\u6587\uff0c\u9010\u6b65\u8c03\u6574\u81ea\u5df1\u7684\u8f93\u51fa\uff0c\u5f62\u6210\u4e2a\u6027\u5316\u7684\u63a8\u8350\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u770b\u51fa <strong>In-Context Learning<\/strong> \u4f9d\u8d56\u4e8e\u4efb\u52a1\u8bf4\u660e\u548c\u4e0a\u4e0b\u6587\u793a\u4f8b\u7684\u5d4c\u5165\uff0c\u901a\u8fc7\u5b66\u4e60\u8fd9\u4e9b\u793a\u4f8b\u6765\u6267\u884c\u65b0\u4efb\u52a1\u3002\u5b83\u4e0d\u9700\u8981\u53c2\u6570\u66f4\u65b0\u6216\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u800c\u662f\u901a\u8fc7\u5373\u523b\u7684\u63a8\u7406\u548c\u4efb\u52a1\u9002\u5e94\u6765\u5b8c\u6210\u5de5\u4f5c\u3002\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\uff0c\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3001\u6a21\u5f0f\u8bc6\u522b\u80fd\u529b\u4ee5\u53ca\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\u90fd\u4f1a\u76f4\u63a5\u5f71\u54cd\u8f93\u51fa\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. <strong>In-Context Learning\u7684\u5173\u952e\u7279\u70b9<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u65e0\u53c2\u6570\u66f4\u65b0<\/strong>\uff1a\u4e0e\u4f20\u7edf\u7684\u8bad\u7ec3\u65b9\u6cd5\u4e0d\u540c\uff0cIn-Context Learning\u5e76\u4e0d\u8981\u6c42\u5bf9\u6a21\u578b\u7684\u53c2\u6570\u8fdb\u884c\u4fee\u6539\u3002\u76f8\u53cd\uff0c\u6a21\u578b\u901a\u8fc7\u5728\u7ed9\u5b9a\u4e0a\u4e0b\u6587\u4e2d\u627e\u5230\u6a21\u5f0f\u6765\u5b8c\u6210\u4efb\u52a1\u3002<\/li>\n\n\n\n<li><strong>\u7075\u6d3b\u6027<\/strong>\uff1a\u6a21\u578b\u80fd\u591f\u5904\u7406\u591a\u79cd\u4efb\u52a1\uff0c\u65e0\u8bba\u662f\u6587\u672c\u751f\u6210\u3001\u5206\u7c7b\u3001\u95ee\u7b54\u8fd8\u662f\u7ffb\u8bd1\uff0c\u53ea\u8981\u63d0\u4f9b\u5408\u9002\u7684\u4e0a\u4e0b\u6587\u6216\u4efb\u52a1\u8bf4\u660e\uff0c\u6a21\u578b\u5c31\u80fd\u7075\u6d3b\u5e94\u5bf9\u3002<\/li>\n\n\n\n<li><strong>\u5c11\u6837\u672c\u5b66\u4e60<\/strong>\uff1a\u4e0e\u4f20\u7edf\u7684\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u9700\u8981\u5927\u91cf\u6807\u6ce8\u6570\u636e\u7684\u60c5\u51b5\u4e0d\u540c\uff0cIn-Context Learning\u652f\u6301\u5c11\u6837\u672c\u5b66\u4e60\u3002\u5373\u4f7f\u63d0\u4f9b\u7684\u793a\u4f8b\u975e\u5e38\u6709\u9650\uff0c\u6a21\u578b\u4e5f\u80fd\u57fa\u4e8e\u8fd9\u4e9b\u793a\u4f8b\u8fdb\u884c\u63a8\u7406\u5e76\u89e3\u51b3\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. <strong>\u5e94\u7528\u573a\u666f<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5c11\u6837\u672c\u5b66\u4e60\uff08Few-shot learning\uff09<\/strong>\uff1a\u5728\u8bb8\u591a\u73b0\u5b9e\u573a\u666f\u4e2d\uff0c\u6807\u6ce8\u6570\u636e\u7a00\u7f3a\uff0c\u4f20\u7edf\u6a21\u578b\u7684\u8bad\u7ec3\u53ef\u80fd\u9700\u8981\u5927\u91cf\u7684\u6807\u6ce8\u6570\u636e\uff0c\u800cIn-Context Learning\u53ef\u4ee5\u901a\u8fc7\u5c11\u91cf\u793a\u4f8b\u8fdb\u884c\u5b66\u4e60\uff0c\u9002\u7528\u4e8e\u6570\u636e\u7a00\u7f3a\u7684\u4efb\u52a1\u3002<\/li>\n\n\n\n<li><strong>\u96f6\u6837\u672c\u5b66\u4e60\uff08Zero-shot learning\uff09<\/strong>\uff1a\u5bf9\u4e8e\u4e00\u4e9b\u4ece\u672a\u89c1\u8fc7\u7684\u4efb\u52a1\u6216\u95ee\u9898\uff0cIn-Context Learning\u53ef\u4ee5\u901a\u8fc7\u76f4\u63a5\u7ed9\u51fa\u4efb\u52a1\u8bf4\u660e\u548c\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u5b8c\u6210\u4efb\u52a1\u3002\u8fd9\u79cd\u80fd\u529b\u5728\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u4e2d\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\u3002<\/li>\n\n\n\n<li><strong>\u591a\u4efb\u52a1\u5b66\u4e60\uff08Multi-task learning\uff09<\/strong>\uff1aIn-Context Learning\u5141\u8bb8\u4e00\u4e2a\u6a21\u578b\u540c\u65f6\u89e3\u51b3\u591a\u4e2a\u4efb\u52a1\uff0c\u901a\u8fc7\u63d0\u4f9b\u4e0d\u540c\u4efb\u52a1\u7684\u4e0a\u4e0b\u6587\u6765\u5f15\u5bfc\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u907f\u514d\u4e86\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u8bad\u7ec3\u4e00\u4e2a\u72ec\u7acb\u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong>\u4e2a\u6027\u5316\u63a8\u8350<\/strong>\uff1a\u5728\u4e2a\u6027\u5316\u63a8\u8350\u7cfb\u7edf\u4e2d\uff0cIn-Context Learning\u53ef\u4ee5\u901a\u8fc7\u5b9e\u65f6\u63a5\u6536\u7528\u6237\u7684\u884c\u4e3a\u6570\u636e\uff0c\u63d0\u4f9b\u5373\u65f6\u7684\u4e2a\u6027\u5316\u63a8\u8350\uff0c\u800c\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u6574\u4e2a\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">5. <strong>\u6280\u672f\u6311\u6218<\/strong><\/h4>\n\n\n\n<p>\u5c3d\u7ba1<strong>In-Context Learning<\/strong>\u5177\u6709\u5f88\u5927\u7684\u6f5c\u529b\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u4e5f\u9762\u4e34\u4e00\u4e9b\u6311\u6218\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e0a\u4e0b\u6587\u4f9d\u8d56\u6027\u5f3a<\/strong>\uff1a\u6a21\u578b\u7684\u63a8\u7406\u7ed3\u679c\u4f9d\u8d56\u4e8e\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u8d28\u91cf\u3002\u82e5\u4e0a\u4e0b\u6587\u4fe1\u606f\u4e0d\u8db3\u6216\u4e0d\u51c6\u786e\uff0c\u6a21\u578b\u7684\u63a8\u7406\u53ef\u80fd\u4f1a\u4ea7\u751f\u8bef\u5dee\u3002<\/li>\n\n\n\n<li><strong>\u96be\u4ee5\u5904\u7406\u957f\u65f6\u4f9d\u8d56<\/strong>\uff1a\u5f53\u4efb\u52a1\u9700\u8981\u5904\u7406\u590d\u6742\u7684\u957f\u671f\u4f9d\u8d56\u65f6\uff0c\u5355\u4e00\u7684\u4e0a\u4e0b\u6587\u53ef\u80fd\u65e0\u6cd5\u63d0\u4f9b\u8db3\u591f\u7684\u4fe1\u606f\uff0c\u5bfc\u81f4\u63a8\u7406\u6548\u679c\u4e0b\u964d\u3002<\/li>\n\n\n\n<li><strong>\u63a8\u7406\u6548\u7387\u95ee\u9898<\/strong>\uff1a\u7531\u4e8e\u6bcf\u6b21\u63a8\u7406\u90fd\u9700\u8981\u91cd\u65b0\u6784\u5efa\u4e0a\u4e0b\u6587\uff0cIn-Context Learning\u53ef\u80fd\u4f1a\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u9762\u4e34\u8f83\u9ad8\u7684\u8ba1\u7b97\u6210\u672c\uff0c\u5c24\u5176\u5728\u9762\u5bf9\u975e\u5e38\u5927\u89c4\u6a21\u7684\u4e0a\u4e0b\u6587\u6570\u636e\u65f6\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">6. <strong>\u7814\u7a76\u8fdb\u5c55<\/strong><\/h4>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u57fa\u4e8e\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u5982GPT\u7cfb\u5217\uff09\u7684<strong>In-Context Learning<\/strong>\u5f97\u5230\u4e86\u5e7f\u6cdb\u7684\u7814\u7a76\u3002\u7814\u7a76\u8005\u4eec\u5c1d\u8bd5\u6539\u8fdb\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\uff0c\u63d0\u5347\u5176\u5728\u5c11\u6837\u672c\u548c\u96f6\u6837\u672c\u5b66\u4e60\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GPT\u6a21\u578b<\/strong>\uff1a\u4ee5OpenAI\u7684GPT-3\u4e3a\u4ee3\u8868\u7684\u5927\u578b\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u901a\u8fc7\u63d0\u4f9b\u7cbe\u786e\u7684\u4efb\u52a1\u63d0\u793a\u548c\u4e0a\u4e0b\u6587\uff0c\u53ef\u4ee5\u5b8c\u6210\u5e7f\u6cdb\u7684\u4efb\u52a1\uff0c\u5982\u95ee\u7b54\u3001\u6587\u672c\u751f\u6210\u3001\u60c5\u611f\u5206\u6790\u7b49\u3002\u8fd9\u4e9b\u6a21\u578b\u5c55\u793a\u4e86<strong>In-Context Learning<\/strong>\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u53ef\u4ee5\u6839\u636e\u7ed9\u5b9a\u7684\u4e0a\u4e0b\u6587\u81ea\u52a8\u8c03\u6574\u4efb\u52a1\u884c\u4e3a\u3002<\/li>\n\n\n\n<li><strong>Prompt Engineering<\/strong>\uff1a\u968f\u7740<strong>In-Context Learning<\/strong>\u7684\u5174\u8d77\uff0c\u5982\u4f55\u8bbe\u8ba1\u548c\u4f18\u5316\u4efb\u52a1\u63d0\u793a\uff08prompt\uff09\u6210\u4e3a\u7814\u7a76\u7684\u91cd\u70b9\u3002\u7814\u7a76\u8005\u4eec\u901a\u8fc7\u63a2\u7d22\u4e0d\u540c\u7684\u63d0\u793a\u8bbe\u8ba1\u65b9\u6cd5\uff0c\u6765\u4f18\u5316\u6a21\u578b\u7684\u6027\u80fd\u548c\u63a8\u7406\u6548\u679c\u3002<\/li>\n\n\n\n<li><strong>Meta-Learning<\/strong>\uff1a\u4e00\u4e9b\u7814\u7a76\u8fd8\u63a2\u7d22\u4e86\u5982\u4f55\u5c06\u5143\u5b66\u4e60\uff08Meta-Learning\uff09\u4e0eIn-Context Learning\u76f8\u7ed3\u5408\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u5728\u65b0\u7684\u4efb\u52a1\u4e0a\u5feb\u901f\u9002\u5e94\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">7. <strong>\u603b\u7ed3<\/strong><\/h3>\n\n\n\n<p><strong>In-Context Learning<\/strong>\u662f\u4e00\u79cd\u4e0d\u4f9d\u8d56\u4f20\u7edf\u8bad\u7ec3\u65b9\u5f0f\u7684\u5b66\u4e60\u65b9\u6cd5\uff0c\u5b83\u901a\u8fc7\u63d0\u4f9b\u4e0a\u4e0b\u6587\u6216\u793a\u4f8b\u6765\u5f15\u5bfc\u6a21\u578b\u5b8c\u6210\u4efb\u52a1\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u5728\u5c11\u6837\u672c\u5b66\u4e60\u548c\u96f6\u6837\u672c\u5b66\u4e60\u4e2d\u5177\u6709\u663e\u8457\u4f18\u52bf\uff0c\u8fd8\u5177\u6709\u5f88\u9ad8\u7684\u7075\u6d3b\u6027\u548c\u9002\u5e94\u6027\u3002\u968f\u7740\u5927\u578b\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u53d1\u5c55\u548c\u7814\u7a76\u7684\u6df1\u5165\uff0c<strong>In-Context Learning<\/strong>\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u4e2a\u6027\u5316\u63a8\u8350\u3001\u673a\u5668\u4eba\u6280\u672f\u7b49\u591a\u4e2a\u9886\u57df\u5c55\u73b0\u51fa\u5de8\u5927\u7684\u6f5c\u529b\u3002\u7136\u800c\uff0c\u5982\u4f55\u63d0\u9ad8\u6a21\u578b\u7684\u63a8\u7406\u6548\u7387\u3001\u5e94\u5bf9\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u957f\u65f6\u4f9d\u8d56\u3001\u4ee5\u53ca\u63d0\u5347\u4e0a\u4e0b\u6587\u8d28\u91cf\u7b49\u95ee\u9898\uff0c\u4ecd\u7136\u662f\u5f53\u524d\u7814\u7a76\u7684\u70ed\u70b9\u65b9\u5411\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In-Context Learning (ICL) \u53ef\u7ffb\u8bd1\u4e3a \u201c\u4e0a\u4e0b\u6587\u5b66\u4e60\u201d \u3001 \u201c\u60c5\u5883\u5b66\u4e60\u201d\u6216\u8005\u201c\u5185\u5728\u5b66\u4e60\u201d [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8],"tags":[39,86],"class_list":["post-5522","post","type-post","status-publish","format-standard","hentry","category-tech","tag-ai","tag-llm"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a>","rttpg_excerpt":"In-Context Learning (ICL) \u53ef\u7ffb\u8bd1\u4e3a \u201c\u4e0a\u4e0b\u6587\u5b66\u4e60\u201d \u3001 \u201c\u60c5\u5883\u5b66\u4e60\u201d\u6216\u8005\u201c\u5185\u5728\u5b66\u4e60\u201d&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5522","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5522"}],"version-history":[{"count":1,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5522\/revisions"}],"predecessor-version":[{"id":5523,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5522\/revisions\/5523"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5522"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5522"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5522"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}