{"id":5504,"date":"2026-06-04T15:00:13","date_gmt":"2026-06-04T07:00:13","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/06\/04\/lecun-10%e4%ba%bf%e6%8a%bc%e6%b3%a8%e7%9a%84%e6%96%b9%e5%90%91%ef%bc%8c%e5%85%a8%e7%90%83%e9%a2%86%e5%85%88%e8%a7%86%e8%a7%89%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%9b%a2%e9%98%9f%e6%97%a9%e5%b7%b2%e5%b8%83\/"},"modified":"2026-06-04T15:00:13","modified_gmt":"2026-06-04T07:00:13","slug":"lecun-10%e4%ba%bf%e6%8a%bc%e6%b3%a8%e7%9a%84%e6%96%b9%e5%90%91%ef%bc%8c%e5%85%a8%e7%90%83%e9%a2%86%e5%85%88%e8%a7%86%e8%a7%89%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%9b%a2%e9%98%9f%e6%97%a9%e5%b7%b2%e5%b8%83","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/06\/04\/lecun-10%e4%ba%bf%e6%8a%bc%e6%b3%a8%e7%9a%84%e6%96%b9%e5%90%91%ef%bc%8c%e5%85%a8%e7%90%83%e9%a2%86%e5%85%88%e8%a7%86%e8%a7%89%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%9b%a2%e9%98%9f%e6%97%a9%e5%b7%b2%e5%b8%83\/","title":{"rendered":"LeCun 10\u4ebf\u62bc\u6ce8\u7684\u65b9\u5411\uff0c\u5168\u7403\u9886\u5148\u89c6\u89c9\u5927\u6a21\u578b\u56e2\u961f\u65e9\u5df2\u5e03\u5c40"},"content":{"rendered":"
\"LeCun<\/div><\/figure>\n
\"LeCun<\/div><\/figure>\n
\"LeCun<\/div><\/figure>\n
\"LeCun<\/div><\/figure>\n

\u201d\u9690\u7a7a\u95f4\u4e16\u754c\u6a21\u578b\u5f88\u96be\uff0c\u4f46\u6211\u4eec\u4e00\u5b9a\u8981\u505a\u201c<\/p>\n

Yann LeCun\u62bc\u6ce8\u7684\u4e16\u754c\u6a21\u578b\u8def\u7ebf\uff0c\u4e00\u5339\u6df1\u5733\u9ed1\u9a6c\u4e5f\u5df2\u63d0\u524d\u843d\u5b50\u3002<\/p>\n

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\u8981\u77e5\u9053\uff0cLeCun\u4e3a\u4e86\u8fd9\u6761\u6280\u672f\u8def\u7ebf\uff0c\u79bb\u5f00Meta\u3001\u521b\u529eAMI Labs\uff0c\u5b8c\u621010.3\u4ebf\u7f8e\u5143\u878d\u8d44\uff0c\u521b\u4e0b\u6b27\u6d32\u53f2\u4e0a\u6700\u5927\u79cd\u5b50\u8f6e\u7eaa\u5f55\u3002<\/p>\n

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5\u670815\u65e5\uff0c\u57282026\u5168\u7403\u4eba\u5de5\u667a\u80fd\u7ec8\u7aef\u5c55\u66a8\u7b2c\u4e03\u5c4a\u6df1\u5733\u56fd\u9645\u4eba\u5de5\u667a\u80fd\u5c55\u89c8\u4f1a\u4e3e\u529e\u7684\u300cAGI\u524d\u591c\uff1a\u5927\u6a21\u578b\u7684\u89c9\u9192\u65f6\u523b\u300d\u8bba\u575b\u4e0a\uff0c\u89c6\u542f\u672a\u6765\u521b\u59cb\u4eba\u5f20\u78ca\uff0c\u66f4\u662f\u5728\u4e3b\u9898\u6f14\u8bb2\u4e2d\u76f4\u8a00\uff1a<\/p>\n

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\u56e0\u6b64\uff0c\u89c6\u542f\u5c06\u81ea\u5df1\u7684\u8def\u7ebf\u79f0\u4e3a\u300c\u89c6\u89c9\u539f\u751f\u4e16\u754c\u6a21\u578b\u300d\uff0c\u8fd9\u4e5f\u662f\u4ed6\u4eec\u548c\u5176\u4ed6\u9690\u7a7a\u95f4\u4e16\u754c\u6a21\u578b\u7684\u5173\u952e\u533a\u522b\u3002<\/p>\n

\u4e3a\u4e86\u5b9e\u73b0\u771f\u6b63\u53ef\u843d\u5730\u7684\u7269\u7406\u4e16\u754c\u6a21\u578b\uff0c\u5f20\u78ca\u8ba4\u4e3a\uff0c\u8fd9\u7c7b\u6a21\u578b\u9700\u8981\u540c\u65f6\u5177\u5907\u4e09\u4e2a\u6838\u5fc3\u7279\u5f81\uff1a<\/p>\n

Object-Centric\uff0c\u4ee5\u7269\u4f53\u4e3a\u4e2d\u5fc3\u3002<\/p>\n

\u8868\u5f81\u4e0d\u80fd\u505c\u7559\u5728\u50cf\u7d20\u5c42\u9762\uff0c\u8981\u5177\u5907\u5bf9\u7269\u4f53\u7684\u7406\u89e3\u80fd\u529b\uff0c\u80fd\u591f\u8bc6\u522b\u4e16\u754c\u7531\u54ea\u4e9b\u5bf9\u8c61\u6784\u6210\u3001\u5b83\u4eec\u4e4b\u95f4\u5982\u4f55\u4ea4\u4e92\u3002\u53ea\u6709\u8fd9\u6837\uff0c\u6a21\u578b\u624d\u6709\u53ef\u80fd\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u5b66\u4e60\u5230\u66f4\u7a33\u5b9a\u3001\u66f4\u53ef\u6cdb\u5316\u7684\u7269\u7406\u89c4\u5f8b\uff0c\u800c\u4e0d\u662f\u505c\u7559\u5728\u8868\u9762\u7684\u89c6\u89c9\u76f8\u5173\u6027\u4e0a\u3002<\/p>\n

Action-Aligned\uff0c\u8de8\u672c\u4f53\u52a8\u4f5c\u5bf9\u9f50\u3002<\/p>\n

\u628a\u4eba\u624b\u52a8\u4f5c\u3001\u673a\u68b0\u81c2\u64cd\u4f5c\u4ee5\u53ca\u4e0d\u540c\u673a\u5668\u4eba\u672c\u4f53\u7684\u6570\u636e\u5bf9\u9f50\u5230\u7edf\u4e00\u8868\u793a\u7a7a\u95f4\uff0c\u4ece\u800c\u66f4\u9ad8\u6548\u5730\u5229\u7528\u5927\u91cf\u4eba\u7c7b\u4ea4\u4e92\u6570\u636e\uff0c\u5e2e\u52a9\u673a\u5668\u4eba\u66f4\u5feb\u5b66\u4f1a\u5982\u4f55\u4e0e\u73af\u5883\u4e92\u52a8\u3002<\/p>\n

Causality-Driven\uff0c\u56e0\u679c\u9a71\u52a8\u3002<\/p>\n

\u4e16\u754c\u6a21\u578b\u8981\u5b66\u7684\uff0c\u662f\u300c\u6267\u884c\u67d0\u4e2a\u52a8\u4f5c\u4e4b\u540e\uff0c\u4e16\u754c\u72b6\u6001\u5c06\u5982\u4f55\u53d8\u5316\u300d\u3002\u53ea\u6709\u5177\u5907\u8fd9\u79cd\u56e0\u679c\u5efa\u6a21\u80fd\u529b\uff0c\u4e16\u754c\u6a21\u578b\u624d\u80fd\u771f\u6b63\u4e0e\u5f3a\u5316\u5b66\u4e60\u7ed3\u5408\uff0c\u652f\u6301\u673a\u5668\u4eba\u5728\u4e0e\u73af\u5883\u6301\u7eed\u4ea4\u4e92\u4e2d\u4e0d\u65ad\u63d0\u5347\u51b3\u7b56\u3001\u5b66\u4e60\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n

\u5f20\u78ca\u8bf4\uff0c\u89c6\u542f\u5bf9\u65b9\u5411\u7684\u5224\u65ad\u59cb\u7ec8\u6b63\u786e\uff0c\u53ea\u662f\u8d5b\u9053\u7684\u70ed\u95f9\u7a0b\u5ea6\uff0c\u786e\u5b9e\u8d85\u51fa\u4e86\u5f53\u521d\u7684\u9884\u60f3\u3002<\/p>\n

\u4e0d\u8fc7\uff0c\u8fd9\u53cd\u800c\u5370\u8bc1\u4e86\u89c6\u542f\u575a\u5b88\u9690\u7a7a\u95f4\u8def\u7ebf\u7684\u524d\u77bb\u6027\u2014\u2014\u5728\u6240\u6709\u4eba\u90fd\u5f80\u50cf\u7d20\u7a7a\u95f4\u51b2\u7684\u65f6\u5019\uff0c\u89c6\u542f\u5df2\u7ecf\u5728\u66f4\u96be\u3001\u4e5f\u66f4\u6b63\u786e\u7684\u65b9\u5411\u4e0a\u79ef\u7d2f\u4e86\u5148\u53d1\u4f18\u52bf\u3002<\/p>\n

\u5f20\u78ca\u5bf9\u4e8e\u4e16\u754c\u6a21\u578b\u7684\u89c1\u5730\uff0c\u5e76\u975e\u7a7a\u7a74\u6765\u98ce\u3002<\/p>\n

\u80cc\u540e\u662f\u89c6\u542f\u957f\u671f\u6784\u5efa\u7684\u4ee5\u7269\u4f53\u4e3a\u4e2d\u5fc3\u7684\u89c6\u89c9\u7406\u89e3\u80fd\u529b\uff0c\u4e5f\u662f\u8fd9\u652f\u56e2\u961f\u6570\u5e74\u7684\u79ef\u7d2f\u3002<\/p>\n

\u89c6\u542f\u672a\u6765\uff0c\u5176\u6838\u5fc3\u56e2\u961f\u6765\u81ea\u7ca4\u6e2f\u6fb3\u5927\u6e7e\u533a\u6570\u5b57\u7ecf\u6d4e\u7814\u7a76\u9662\u8ba1\u7b97\u673a\u89c6\u89c9\u4e0e\u673a\u5668\u4eba\u7814\u7a76\u4e2d\u5fc3\uff08IDEA CVR\uff09\u5b75\u5316\u7684DINO-X\u56e2\u961f\u3002<\/p>\n

\u56e2\u961f\u5df2\u8fde\u7eed\u63a8\u51faDINO\u3001Grounding DINO\u3001DINO-X\u7b49\u4ee3\u8868\u6027\u5de5\u4f5c\uff0c\u6301\u7eed\u63a8\u52a8\u5f00\u653e\u4e16\u754c\u76ee\u6807\u68c0\u6d4b\u4e0e\u7269\u4f53\u7ea7\u89c6\u89c9\u7406\u89e3\u7684\u53d1\u5c55\u3002<\/p>\n

Grounding DINO\u5df2\u6210\u4e3a\u5f00\u653e\u96c6\u68c0\u6d4b\u7684\u91cd\u8981\u91cc\u7a0b\u7891\u4e4b\u4e00\uff0c\u800cDINO-X\u5219\u662f\u9762\u5411\u5f00\u653e\u4e16\u754c\u7269\u4f53\u7406\u89e3\u7684\u5168\u7403\u9886\u5148\u89c6\u89c9\u5927\u6a21\u578b\u3002<\/p>\n

\u4eca\u5e744\u6708\uff0c\u8c37\u6b4cDeepMind\u53d1\u8868\u7684Vision Banana\u8bba\u6587\u4e2d\uff0c\u4e5f\u591a\u5904\u63d0\u5230\u89c6\u542f\u672a\u6765\u7684DINO-X\u6a21\u578b\u3002<\/p>\n

\u8fd9\u7bc7\u8bba\u6587\u7684\u7f72\u540d\u4f5c\u8005\u5305\u62ec\u4f55\u607a\u660e\u548c\u8c22\u8d5b\u5b81\uff0c\u5728SA-CO\/Gold instance segmentation\u4efb\u52a1\u4e0a\uff0c\u5f3a\u8c03DINO-X\u662fzero-shot transfer\u7269\u4f53\u7406\u89e3\u7684\u5168\u7403SOTA\u3002<\/p>\n

\u6b64\u5916\uff0cDINO\u7cfb\u5217\u8bba\u6587\u4e5f\u5e7f\u6cdb\u88abMeta\u7684SAM2\/SAM3\u3001\u963f\u91cc\u7684Qwen\u7cfb\u5217\u3001\u5b57\u8282\u7684Seed\u7cfb\u5217\u5f15\u7528\u3002\u8fd9\u53cd\u6620\u51fa\u89c6\u89c9\u7269\u4f53\u7406\u89e3\u57fa\u6a21\u95e8\u69db\u6781\u9ad8\uff0c\u4f9d\u8d56\u5f3a\u5927\u7684\u89c6\u89c9\u57fa\u5ea7\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u80fd\u529b\u3002<\/p>\n

\u81ea2023\u5e74\u4ee5\u6765\uff0c\u89c6\u542f\u672a\u6765\u51ed\u501fGrounding-DINO\u4e0eDINO-X\u7cfb\u5217\uff0c\u5728\u5f00\u653e\u7269\u4f53\u7406\u89e3\u699c\u5355\u4e0a\u4fdd\u6301\u4e86\u6700\u957f\u7684\u8fde\u7eed\u9886\u5148\u65f6\u95f4\u3002<\/p>\n

\u6709\u8da3\u7684\u662f\uff0cDINO\u7684\u610f\u601d\u662f\u300c\u6050\u9f99\u300d\uff0c\u6050\u9f99\u4e5f\u662f\u8fd9\u4e2a\u56e2\u961f\u5404\u79cd\u6a21\u578b\u7684\u6807\u5fd7\u3002<\/p>\n

\u4ed6\u4eec\u8fd8\u6709\u4e00\u4e2a\u57fa\u4e8e\u89c6\u89c9\u63d0\u793a\u505a\u7269\u4f53\u68c0\u6d4b\u7684\u6a21\u578bT-Rex2 \uff08ECCV 2024\uff09\uff0c\u5c31\u662f\u6050\u9f99\u5bb6\u65cf\u7684\u9738\u738b\u9f99\u3002<\/p>\n

DINO\u7cfb\u5217\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\uff0c\u6b63\u662fObject-Centric\u4e16\u754c\u6a21\u578b\u6700\u9700\u8981\u7684\u5e95\u5c42\u80fd\u529b\uff1a\u8ba9\u673a\u5668\u771f\u6b63\u300c\u770b\u61c2\u300d\u4e16\u754c\u7531\u54ea\u4e9b\u7269\u4f53\u6784\u6210\u3001\u5b83\u4eec\u5728\u54ea\u91cc\u3001\u5b83\u4eec\u4e4b\u95f4\u662f\u4ec0\u4e48\u5173\u7cfb\u3002<\/p>\n

\u89c6\u542f\u672a\u6765\u7684\u8def\u7ebf\uff0c\u66f4\u5f3a\u8c03\u9762\u5411\u771f\u5b9e\u4e16\u754c\u4ea4\u4e92\u7684Object-Centric\u8868\u5f81\u80fd\u529b\uff0c\u5373\u56f4\u7ed5\u300c\u7269\u4f53\u662f\u4ec0\u4e48\u3001\u5728\u54ea\u91cc\u3001\u5982\u4f55\u88ab\u5f15\u7528\u3001\u5982\u4f55\u4e0e\u73af\u5883\u53d1\u751f\u5173\u7cfb\u300d\u5efa\u7acb\u7edf\u4e00\u5efa\u6a21\u80fd\u529b\u3002<\/p>\n

\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u89c6\u542f\u672a\u6765\u4e0d\u4ec5\u57282D\u7269\u4f53\u68c0\u6d4b\u4e0e\u5206\u5272\uff0c3D\u7269\u4f53\u7406\u89e3\u4e0e\u8bed\u4e49\u7406\u89e3\u4e0a\u5efa\u7acb\u4e86\u663e\u8457\u4f18\u52bf\uff0c\u4e5f\u6301\u7eed\u54113D\u52a8\u4f5c\u7406\u89e3\u5ef6\u4f38\uff0c\u5f62\u6210\u4e86\u4ece\u770b\u89c1\u7269\u4f53\uff0c\u5230\u7406\u89e3\u7269\u4f53\uff0c\u518d\u5230\u7406\u89e3\u52a8\u4f5c\u4e0e\u7269\u4f53\u4ea4\u4e92\u7684\u5b8c\u6574\u80fd\u529b\u6808\u3002<\/p>\n

\u4ece\u8fd9\u4e2a\u610f\u4e49\u4e0a\u8bf4\uff0c\u89c6\u542f\u505a\u4e16\u754c\u6a21\u578b\u5e76\u4e0d\u662f\u8f6c\u578b\uff0c\u800c\u662f\u5728\u5176\u539f\u6709\u6280\u672f\u57fa\u7840\u4e0a\u7684\u987a\u52bf\u5ef6\u4f38\u3002<\/p>\n

\u5355\u4e2a\u6a21\u578b\u7684\u6210\u529f\u8fd8\u80fd\u5f52\u56e0\u4e8e\u673a\u4f1a\uff0c\u90a3\u4e48\u8fde\u7eed\u505a\u51faGrounding DINO\u3001DINO-X\u7b49\u8fd9\u6837\u7684\u5168\u7403\u9886\u5148\u7269\u4f53\u7406\u89e3\u89c6\u89c9\u57fa\u5ea7\u5927\u6a21\u578b\uff0c\u66f4\u591a\u8bf4\u660e\u7684\u662f\u56e2\u961f\u5e95\u5c42\u80fd\u529b\u5df2\u7ecf\u6210\u578b\u3002<\/p>\n

\u5bf9\u4e00\u5bb6\u505a\u57fa\u7840\u6a21\u578b\u7684\u56e2\u961f\u6765\u8bf4\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u4e0d\u4ec5\u4f1a\u300c\u505a\u6a21\u578b\u300d\uff0c\u66f4\u638c\u63e1\u4e86\u6570\u636e\u7ec4\u7ec7\u3001\u9884\u8bad\u7ec3\u8303\u5f0f\u3001\u80fd\u529b\u8fc1\u79fb\u548c\u4efb\u52a1\u6269\u5c55\u7684\u7cfb\u7edf\u65b9\u6cd5\uff0c\u8fd9\u6070\u6070\u662f\u57fa\u6a21\u8bad\u7ec3\u80fd\u529b\u6700\u6709\u8bf4\u670d\u529b\u7684\u4f53\u73b0\u3002<\/p>\n

\u8fd9\u79cd\u80fd\u529b\u5df2\u7ecf\u5f00\u59cb\u5728\u4ea7\u54c1\u4e0a\u4f53\u73b0\u30025\u670815\u65e5\uff0c\u89c6\u542f\u672a\u6765\u8054\u5408\u767e\u5ea6\u667a\u80fd\u4e91\u57282026\u5168\u7403\u4eba\u5de5\u667a\u80fd\u7ec8\u7aef\u5c55\u4e0a\u6b63\u5f0f\u53d1\u5e03EgoTwin\u2014\u2014\u5168\u7403\u6700\u65b0\u7684\u9ad8\u8d28\u91cfEgo\u4eba\u624b3D\u5bf9\u9f50\u5f15\u64ce\u3002<\/p>\n

\u5982\u679c\u8bf4\u89c6\u89c9\u539f\u751f\u4e16\u754c\u6a21\u578b\u662f\u89c6\u542f\u672a\u6765\u7684\u957f\u671f\u6280\u672f\u8def\u7ebf\uff0c\u90a3\u4e48EgoTwin\u5c31\u662f\u8fd9\u6761\u8def\u7ebf\u5728\u5177\u8eab\u667a\u80fd\u6570\u636e\u5c42\u9762\u7684\u7b2c\u4e00\u4e2a\u4ea7\u54c1\u5316\u6293\u624b\u3002<\/p>\n

EgoTwin\u76f4\u51fb\u884c\u4e1a\u6700\u5361\u8116\u5b50\u7684\u96be\u9898\u2014\u2014\u628a\u4eba\u624b\u64cd\u4f5c\u6570\u636e\u8f6c\u5316\u4e3a\u673a\u5668\u4eba\u80fd\u7528\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u6570\u636e\u91c7\u96c6\u6548\u7387\u662f\u884c\u4e1a\u4e3b\u6d41\u65b9\u6848\u76843.75\u500d\u3002<\/p>\n

\u66f4\u91cd\u8981\u7684\u662f\uff0cEgoTwin\u5e76\u4e0d\u53ea\u662f\u4e00\u4e2a\u6570\u636e\u91c7\u96c6\u5de5\u5177\uff1a\u5b83\u4e00\u65b9\u9762\u628a\u4eba\u7c7bEgo\u64cd\u4f5c\u89c6\u9891\u8f6c\u5316\u4e3a\u673a\u5668\u4eba\u53ef\u5b66\u4e60\u7684\u6570\u636e\u8d44\u4ea7\uff0c\u53e6\u4e00\u65b9\u9762\u4e5f\u4e3a\u4e16\u754c\u6a21\u578b\u63d0\u4f9bAction-Aligned\u7684\u8bad\u7ec3\u5e95\u5ea7\uff0c\u6210\u4e3a\u300c\u6570\u636e\u5f15\u64ce\u2014\u6a21\u578b\u8fed\u4ee3\u2014\u672c\u4f53\u843d\u5730\u300d\u95ed\u73af\u7684\u7b2c\u4e00\u6b65\u3002<\/p>\n

\u66f4\u5927\u7684\u613f\u666f\uff0c\u5f20\u78ca\u76f4\u8a00\uff1a\u4e16\u754c\u6a21\u578b\u5c06\u6210\u4e3a\u7269\u7406\u4e16\u754cAI\u7684\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n

\u5728\u4ed6\u770b\u6765\uff0c\u6570\u5b57\u4e16\u754c\u4e2d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u6b63\u5728\u627f\u62c5\u7c7b\u4f3c\u4e8eOS\uff08\u64cd\u4f5c\u7cfb\u7edf\uff09\u7684\u89d2\u8272\uff0c\u5e95\u5c42\u662fGPU\u7b97\u529b\uff0c\u4e2d\u95f4\u662f\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4e0a\u5c42\u662f\u5404\u79cd\u5404\u6837\u7684Agent\u3002<\/p>\n

\u8fd9\u6761\u8def\u5df2\u7ecf\u88ab\u5145\u5206\u9a8c\u8bc1\uff0c\u65e0\u8bba\u662fCoding\u9886\u57df\u8fd8\u662f\u5176\u4ed6Agent\u5f62\u6001\uff0c\u90fd\u5df2\u7ecf\u8bc1\u660e\u8d70\u5f97\u901a\u3002<\/p>\n

\u7269\u7406\u4e16\u754c\u91cc\uff0c\u540c\u6837\u7684\u8303\u5f0f\u53d8\u5316\u6b63\u5728\u53d1\u751f\u3002\u53ea\u4e0d\u8fc7\uff0c\u7269\u7406\u4e16\u754c\u7684\u57fa\u7840\u8bbe\u65bd\u9664\u4e86\u7b97\u529b\u4e4b\u5916\uff0c\u8fd8\u4f1a\u52a0\u5165\u673a\u5668\u4eba\u672c\u4f53\u3002<\/p>\n

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