{"id":4425,"date":"2026-04-29T15:00:26","date_gmt":"2026-04-29T07:00:26","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/04\/29\/10%e4%b8%87%e5%bc%95%e6%99%ae%e6%9e%97%e6%96%af%e9%a1%bf%e5%88%98%e5%a3%ae%e6%9c%80%e6%96%b0%e8%ae%bf%e8%b0%88%ef%bc%9a%e6%9e%b6%e6%9e%84%e6%b2%a1%e9%82%a3%e4%b9%88%e9%87%8d%e8%a6%81%ef%bc%8c%e6%95%b0\/"},"modified":"2026-04-29T15:00:26","modified_gmt":"2026-04-29T07:00:26","slug":"10%e4%b8%87%e5%bc%95%e6%99%ae%e6%9e%97%e6%96%af%e9%a1%bf%e5%88%98%e5%a3%ae%e6%9c%80%e6%96%b0%e8%ae%bf%e8%b0%88%ef%bc%9a%e6%9e%b6%e6%9e%84%e6%b2%a1%e9%82%a3%e4%b9%88%e9%87%8d%e8%a6%81%ef%bc%8c%e6%95%b0","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/04\/29\/10%e4%b8%87%e5%bc%95%e6%99%ae%e6%9e%97%e6%96%af%e9%a1%bf%e5%88%98%e5%a3%ae%e6%9c%80%e6%96%b0%e8%ae%bf%e8%b0%88%ef%bc%9a%e6%9e%b6%e6%9e%84%e6%b2%a1%e9%82%a3%e4%b9%88%e9%87%8d%e8%a6%81%ef%bc%8c%e6%95%b0\/","title":{"rendered":"10\u4e07\u5f15\u666e\u6797\u65af\u987f\u5218\u58ee\u6700\u65b0\u8bbf\u8c08\uff1a\u67b6\u6784\u6ca1\u90a3\u4e48\u91cd\u8981\uff0c\u6570\u636e\u624d\u662f\u738b\u9053"},"content":{"rendered":"
\"10\u4e07\u5f15\u666e\u6797\u65af\u987f\u5218\u58ee\u6700\u65b0\u8bbf\u8c08\uff1a\u67b6\u6784\u6ca1\u90a3\u4e48\u91cd\u8981\uff0c\u6570\u636e\u624d\u662f\u738b\u9053\"\/<\/div><\/figure>\n
\"10\u4e07\u5f15\u666e\u6797\u65af\u987f\u5218\u58ee\u6700\u65b0\u8bbf\u8c08\uff1a\u67b6\u6784\u6ca1\u90a3\u4e48\u91cd\u8981\uff0c\u6570\u636e\u624d\u662f\u738b\u9053\"\/<\/div><\/figure>\n
\"10\u4e07\u5f15\u666e\u6797\u65af\u987f\u5218\u58ee\u6700\u65b0\u8bbf\u8c08\uff1a\u67b6\u6784\u6ca1\u90a3\u4e48\u91cd\u8981\uff0c\u6570\u636e\u624d\u662f\u738b\u9053\"\/<\/div><\/figure>\n
\"10\u4e07\u5f15\u666e\u6797\u65af\u987f\u5218\u58ee\u6700\u65b0\u8bbf\u8c08\uff1a\u67b6\u6784\u6ca1\u90a3\u4e48\u91cd\u8981\uff0c\u6570\u636e\u624d\u662f\u738b\u9053\"\/<\/div><\/figure>\n

\u8bb0\u5fc6\u624d\u662fAI\u6700\u5927\u74f6\u9888\uff0c\u667a\u80fd\u4f53\u53ea\u662f\u6743\u5b9c\u4e4b\u8ba1<\/p>\n

\u5f15\u7528\u91cf\u8d85\u8fc710\u4e07\u6b21\uff0c\u6e05\u534e\u59da\u73ed\u6821\u53cb\uff0cConvNeXt\u3001ImageBind\u3001\u300a\u65e0\u5f52\u4e00\u5316\u7684Transformer\u300b\u2026\u2026\u8fd9\u4e9b\u8bba\u6587\u7684\u4f5c\u8005\u2014\u2014<\/p>\n

\u666e\u6797\u65af\u987f\u5927\u5b66\u52a9\u7406\u6559\u6388\u5218\u58ee\uff0c\u5728\u5b66\u672f\u5708\u662f\u4e00\u4e2a\u9887\u4e3a\u7279\u6b8a\u7684\u5b58\u5728\u2014\u2014\u4ed6\u7684\u6bcf\u4e00\u7bc7\u8bba\u6587\u51e0\u4e4e\u90fd\u5728\u8d28\u7591\u67d0\u4e2a\u201c\u7406\u6240\u5f53\u7136\u201d\u7684\u5047\u8bbe\u3002<\/p>\n

\u67b6\u6784\u771f\u7684\u91cd\u8981\u5417\uff1f\u6570\u636e\u96c6\u771f\u7684\u8db3\u591f\u591a\u6837\u5417\uff1f\u5f52\u4e00\u5316\u5c42\u662f\u5fc5\u9700\u7684\u5417\uff1f\u5927\u8bed\u8a00\u6a21\u578b\u6709\u4e16\u754c\u6a21\u578b\u5417\uff1fAI\u667a\u80fd\u4f53\u80fd\u66ff\u4ee3\u535a\u58eb\u751f\u5417\uff1f<\/p>\n

\u5728\u300a\u4fe1\u606f\u74f6\u9888\u300b\u7684\u6700\u65b0\u64ad\u5ba2\u4e2d\uff0c\u5218\u58ee\u548c\u4e3b\u6301\u4ebaRavid Shwartz-Ziv\u3001Allen Roush\u5c55\u5f00\u4e86\u957f\u8fbe\u4e00\u4e2a\u591a\u5c0f\u65f6\u7684\u5bf9\u8c08\uff0c\u89e3\u7b54\u4e86\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n

\u5218\u58ee\u7ed9\u51fa\u4e86\u51e0\u4e2a\u6838\u5fc3\u5224\u65ad\uff08\u592a\u957f\u4e0d\u770b\u7248\uff09\uff1a<\/p>\n

1\u3001\u67b6\u6784\u9009\u4ec0\u4e48\uff0c\u6ca1\u4f60\u60f3\u7684\u91cd\u8981\u3002<\/p>\n

\u53ea\u8981\u628a\u6b8b\u5dee\u8fde\u63a5\u3001\u81ea\u6ce8\u610f\u529b\u3001\u5f52\u4e00\u5316\u5c42\u3001\u7ebf\u6027\u5c42\u8fd9\u56db\u5927\u57fa\u7840\u505a\u5bf9\uff0c\u4e0d\u7ba1\u7528ConvNet\u8fd8\u662fTransformer\uff0c\u6700\u7ec8\u90fd\u4f1a\u843d\u5728\u540c\u4e00\u6761\u6027\u80fd\u66f2\u7ebf\u4e0a\u3002<\/p>\n

\u8fc7\u53bb\u5341\u5e74\u771f\u6b63\u63a8\u52a8AI\u8fdb\u6b65\u7684\uff0c\u662f\u66f4\u5927\u7a0b\u5ea6\u4e0a\u662f\u6570\u636e\u89c4\u6a21\u548c\u8ba1\u7b97\u89c4\u6a21\uff0c\u800c\u4e0d\u53ea\u662f\u67b6\u6784\u521b\u65b0\u3002<\/p>\n

2\u3001\u6570\u636e\u96c6\u8fdc\u6ca1\u6709\u6211\u4eec\u4ee5\u4e3a\u7684\u591a\u6837\u3002<\/p>\n

\u4ed6\u548c\u4f55\u607a\u660e\u505a\u4e86\u4e00\u4e2a\u5b9e\u9a8c\uff1a\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u6765\u5224\u65ad\u4e00\u5f20\u56fe\u7247\u6765\u81ea\u54ea\u4e2a\u6570\u636e\u96c6\u3002<\/p>\n

\u7ed3\u679c\u5728\u4e09\u4e2a\u53f7\u79f0\u201c\u591a\u6837\u5316\u201d\u7684\u4ebf\u7ea7\u6570\u636e\u96c6\u4e0a\uff0c\u51c6\u786e\u7387\u9ad8\u8fbe80% \u4ee5\u4e0a\u2014\u2014<\/p>\n

\u8bf4\u660e\u8fd9\u4e9b\u6570\u636e\u96c6\u5728\u6a21\u578b\u773c\u91cc\u4ecd\u7136\u6cfe\u6e2d\u5206\u660e\uff0c\u8ddd\u79bb\u201c\u65e0\u504f\u7684\u5168\u7403\u5206\u5e03\u201d\u8fd8\u5dee\u5f97\u8fdc\u3002<\/p>\n

3\u3001\u5927\u8bed\u8a00\u6a21\u578b\u6709\u4e16\u754c\u6a21\u578b\uff0c\u4f46\u53ea\u5728\u8bed\u8a00\u7a7a\u95f4\u91cc\u3002<\/p>\n

LLM\u5728\u9ad8\u5c42\u6b21\u4e8b\u4ef6\u63a8\u7406\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u89c6\u89c9\u7a7a\u95f4\u7684\u7cbe\u7ec6\u4e16\u754c\u6a21\u578b\u6211\u4eec\u8fd8\u6ca1\u6709\u2014\u2014<\/p>\n

\u6839\u672c\u539f\u56e0\u662f\u89c6\u89c9\u6570\u636e\u7684\u4fe1\u606f\u5bc6\u5ea6\u592a\u9ad8\uff0c\u73b0\u6709\u7b97\u529b\u8fd8\u5904\u7406\u4e0d\u4e86\u3002<\/p>\n

\u800c\u4e14\u5bf9\u4e8e\u8d85\u8fc7\u4e00\u534a\u7684\u5de5\u4f5c\u573a\u666f\uff08\u5c24\u5176\u662f\u6570\u5b57\u5316\u7684\u767d\u9886\u5de5\u4f5c\uff09\uff0c\u6839\u672c\u4e0d\u9700\u8981\u89c6\u89c9\u4e16\u754c\u6a21\u578b\u3002<\/p>\n

4\u3001\u8bb0\u5fc6\u624d\u662f\u5f53\u524d\u6700\u5927\u7684\u74f6\u9888\uff0c\u4e0d\u662f\u80fd\u529b\u3002<\/p>\n

\u73b0\u6709\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u5df2\u7ecf\u8db3\u591f\u5f3a\uff0c\u771f\u6b63\u7f3a\u7684\u662f\u7a33\u5b9a\u7684\u957f\u671f\u8bb0\u5fc6\u3002<\/p>\n

\u6211\u4eec\u9700\u8981\u90a3\u4e48\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff0c\u6070\u6070\u662f\u56e0\u4e3a\u4e00\u4e2a\u667a\u80fd\u4f53\u8bb0\u4e0d\u4f4f\u6240\u6709\u4e8b\u60c5\u3002<\/p>\n

5\u3001\u81ea\u4e3b\u79d1\u7814\u8fd8\u6ca1\u5230\u4f4d\uff0cAI\u66ff\u4ee3\u4e0d\u4e86\u7814\u7a76\u751f\u3002<\/p>\n

\u4ed6\u4eb2\u81ea\u6d4b\u8bd5\u8fc7\u8ba9Claude Code\u5728\u4e00\u4e24\u5929\u5185\u72ec\u7acb\u5b8c\u6210\u4e00\u4e2a\u7814\u7a76\u9879\u76ee\u3002<\/p>\n

\u7ed3\u8bba\u662f\uff1a\u4f4e\u5c42\u6b21\u4efb\u52a1\u8fd8\u884c\uff0c\u4f46\u63d0\u51fa\u6709\u610f\u601d\u7684\u95ee\u9898\u3001\u8bbe\u8ba1\u5b9e\u9a8c\u3001\u4fdd\u6301\u65b9\u5411\u611f\u2014\u2014\u8fd9\u4e9b\u8fd8\u505a\u4e0d\u5230\u3002<\/p>\n

\u6574\u4e2a\u8bbf\u8c08\u6709\u4e00\u6761\u9690\u85cf\u7684\u4e3b\u7ebf\uff1a\u6211\u4eec\u5728AI\u9886\u57df\u91cc\u5949\u4e3a\u572d\u81ec\u7684\u5f88\u591a\u4e1c\u897f\uff0c\u5176\u5b9e\u662f\u5386\u53f2\u5076\u7136\u3002<\/p>\n

\u800c\u771f\u6b63\u51b3\u5b9a\u6210\u8d25\u7684\uff0c\u5f80\u5f80\u662f\u90a3\u4e9b\u66f4\u6734\u7d20\u3001\u66f4\u65e0\u804a\u7684\u56e0\u7d20\u2014\u2014\u6570\u636e\u3001\u89c4\u6a21\u3001\u8bb0\u5fc6\u3002<\/p>\n

\u67b6\u6784\u6ca1\u90a3\u4e48\u91cd\u8981\uff0c\u4f46\u7ec6\u8282\u51b3\u5b9a\u4e00\u5207<\/p>\n

\u7f16\u8005\u6ce8\uff1a2020\u5e74\u524d\u540e\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u6380\u8d77\u4e86\u4e00\u573a\u201cTransformer\u70ed\u201d\u30022020\u5e74Google Brain\u63d0\u51fa\u7684\u89c6\u89c9Transformer\uff08ViT\uff09\u6a2a\u7a7a\u51fa\u4e16\uff0c\u6574\u4e2a\u89c6\u89c9\u793e\u533a\u8fc5\u901f\u5411\u5b83\u8fc1\u79fb\uff0c\u4f20\u7edf\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08ConvNet\uff09\u88ab\u666e\u904d\u8ba4\u4e3a\u5df2\u7ecf\u843d\u4f0d\u30022022\u5e74\uff0c\u5218\u58ee\u56e2\u961f\u53d1\u8868ConvNeXt\uff0c\u628a\u7ecf\u5178\u7684 ResNet \u67b6\u6784\u4e00\u6b65\u6b65\u201c\u73b0\u4ee3\u5316\u201d\uff0c\u6700\u7ec8\u8ba9\u5b83\u5728\u6027\u80fd\u4e0a\u8ffd\u5e73\u4e86\u5f53\u65f6\u6700\u5f3a\u7684\u89c6\u89c9Transformer\u2014\u2014\u7ed3\u8bba\u4ee4\u4eba\u610f\u5916\uff1a\u4e24\u8005\u7684\u5dee\u8ddd\u5e76\u975e\u6765\u81ea\u67b6\u6784\u672c\u8eab\uff0c\u800c\u662f\u6765\u81ea\u8bad\u7ec3\u65b9\u6848\u7684\u4e0d\u540c\u3002<\/p>\n

Ravid\uff1a\u4eca\u5929\u6211\u4eec\u4f1a\u804a\u804a\u4f60\u7684\u4e00\u4e9b\u8bba\u6587\u3002\u603b\u4f53\u4e0a\uff0c\u6211\u4eec\u8981\u63a2\u8ba8\u5f53\u4ecaAI\u4e2d\u771f\u6b63\u91cd\u8981\u7684\u7ec4\u6210\u90e8\u5206\u662f\u4ec0\u4e48\u3002\u4f60\u7684\u7814\u7a76\u6210\u679c\u5f88\u591a\uff0c\u6211\u60f3\u6211\u4eec\u53ef\u4ee5\u4ece\u201c\u54ea\u4e9b\u7ec4\u4ef6\u6700\u5173\u952e\u201d\u5f00\u59cb\u3002<\/p>\n

\u51e0\u5e74\u524d\uff0c\u4f60\u53d1\u8868\u4e86\u4e00\u7bc7\u5173\u4e8e\u201c\u9762\u54112020\u5e74\u4ee3\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u201d\u7684\u8bba\u6587\u3002\u4f60\u80fd\u5148\u4ecb\u7ecd\u4e00\u4e0b\u8fd9\u7bc7\u8bba\u6587\uff0c\u7136\u540e\u6211\u4eec\u518d\u6765\u62c6\u89e3\u5f53\u524dAI\u7cfb\u7edf\u7684\u5404\u4e2a\u7ec4\u6210\u90e8\u5206\u5417\uff1f<\/p>\n

\u5218\u58ee\uff1a\u55ef\uff0c\u5f53\u7136\u3002\u90a3\u662f\u4e00\u6bb5\u975e\u5e38\u6709\u8da3\u7684\u7ecf\u5386\u3002<\/p>\n

\u8fd9\u7bc7\u8bba\u6587\u6211\u4eec\u662f\u57282021\u5e74\u5199\u7684\uff0c\u90a3\u65f6\u5019Transformer\u521a\u521a\u901a\u8fc7\u89c6\u89c9Transformer\u7684\u5f15\u5165\u8fdb\u5165\u4e86\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\uff0c\u6574\u4e2a\u89c6\u89c9\u793e\u533a\u90fd\u5728\u4ece\u4f20\u7edf\u7684\u5377\u79ef\u7f51\u7edc\u5207\u6362\u5230\u89c6\u89c9Transformer\uff0c\u6027\u80fd\u4e5f\u8d8a\u6765\u8d8a\u597d\u3002<\/p>\n

\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u60f3\u7814\u7a76\uff1aConvNet\u662f\u5426\u771f\u7684\u5df2\u7ecf\u4e27\u5931\u4e86\u7ade\u4e89\u529b\uff1f<\/p>\n

\u662f\u5426\u6709\u53ef\u80fd\u901a\u8fc7\u7cfb\u7edf\u6027\u5730\u63a7\u5236\u6240\u6709\u8bbe\u8ba1\u7ec6\u8282\uff0c\u6765\u9a8c\u8bc1ConvNet\u80fd\u5426\u88ab\u73b0\u4ee3\u5316\u3001\u8fbe\u5230\u5f53\u65f6\u89c6\u89c9Transformer\u7684\u6c34\u5e73\uff1f<\/p>\n

\u6211\u4eec\u60f3\u641e\u6e05\u695a\uff0cTransformer\u548cConvNet\u4e4b\u95f4\u770b\u4f3c\u5b58\u5728\u7684\u6027\u80fd\u5dee\u8ddd\uff0c\u7a76\u7adf\u662f\u6e90\u4e8e\u67b6\u6784\u672c\u8d28\u7684\u4e0d\u540c\u2014\u2014\u6bd4\u5982\u7528\u81ea\u6ce8\u610f\u529b\u8fd8\u662f\u5377\u79ef\u2014\u2014\u8fd8\u662f\u6e90\u4e8e\u4e00\u4e9b\u770b\u4f3c\u5fae\u5c0f\u7684\u8bbe\u8ba1\u7ec6\u8282\u3002<\/p>\n

\u6700\u7ec8\u6211\u4eec\u53d1\u73b0\u7b54\u6848\u662f\u540e\u8005\u3002<\/p>\n

\u7ecf\u8fc7\u5927\u91cf\u5bf9ConvNet\u5404\u7ec4\u4ef6\u7684\u7814\u7a76\uff0c\u6211\u4eec\u6700\u7ec8\u8ba9\u6a21\u578b\u5728\u591a\u79cd\u4efb\u52a1\u4e0a\u8fbe\u5230\u4e86\u5f53\u65f6\u6700\u5f3a\u89c6\u89c9 Transformer \u7684\u6c34\u5e73\u3002<\/p>\n

\u8fd9\u8bf4\u660e\uff0c\u65e0\u8bba\u9009\u62e9ConvNet\u8fd8\u662f\u89c6\u89c9Transformer\uff0c\u53ea\u8981\u628a\u6240\u6709\u7ec6\u8282\u90fd\u505a\u5bf9\uff0c\u5c31\u80fd\u5728\u89c6\u89c9\u4efb\u52a1\u4e0a\u8fbe\u5230\u540c\u7b49\u7684\u524d\u6cbf\u6027\u80fd\u3002<\/p>\n

Ravid\uff1a\u4f60\u73b0\u5728\u8fd8\u76f8\u4fe1\u8fd9\u4e00\u70b9\u5417\uff1f\u4f60\u8fd8\u8ba4\u4e3a\u67b6\u6784\u5176\u5b9e\u5e76\u4e0d\u91cd\u8981\u5417\uff1f<\/p>\n

\u5218\u58ee\uff1a\u6211\u4e0d\u4f1a\u8fd9\u4e48\u8bf4\u2014\u2014\u603b\u4f53\u4e0a\u6211\u503e\u5411\u4e8e\u8ba4\u540c\uff0c\u4f46\u6211\u4e0d\u4f1a\u8bf4\u67b6\u6784\u4e0d\u91cd\u8981\u3002<\/p>\n

\u6211\u7684\u610f\u601d\u662f\uff0c\u53ea\u8981\u4f60\u628a\u6240\u6709\u7ec6\u8282\u90fd\u505a\u5bf9\uff0c\u53ea\u8981\u4f60\u5bf9\u8bbe\u8ba1\u7a7a\u95f4\u63a2\u7d22\u5f97\u8db3\u591f\u5145\u5206\uff0c\u5c31\u4f1a\u6536\u655b\u5230\u4e00\u4e2a\u7c7b\u4f3c\u201c\u5e15\u7d2f\u6258\u524d\u6cbf\u201d\u7684\u70b9\u2014\u2014\u5728\u7cbe\u5ea6\u548c\u6548\u7387\u4e4b\u95f4\u53d6\u5f97\u6700\u4f73\u5e73\u8861\u3002<\/p>\n

\u8981\u7a81\u7834\u8fd9\u6761\u524d\u6cbf\u7ebf\u662f\u975e\u5e38\u56f0\u96be\u7684\u3002<\/p>\n

\u6211\u89c9\u5f97\u8fc7\u53bb\u8fd9\u4e48\u591a\u5e74\uff0c\u9664\u4e86\u51e0\u5e74\u524d\u5df2\u7ecf\u6210\u719f\u7684\u90a3\u4e9b\u67b6\u6784\u4e4b\u5916\uff0c\u771f\u6b63\u88ab\u5e7f\u6cdb\u91c7\u7528\u7684\u67b6\u6784\u521b\u65b0\u5176\u5b9e\u5e76\u4e0d\u591a\u3002<\/p>\n

\u4e0d\u8fc7\u8fd9\u4e2a\u63a2\u7d22\u8fc7\u7a0b\u672c\u8eab\u975e\u5e38\u6709\u8da3\u3002<\/p>\n

\u6700\u8fd1\uff0c\u4e00\u4e9b\u5f00\u6e90\u6a21\u578b\u516c\u53f8\uff0c\u6bd4\u5982Kimi\u3001DeepSeek\uff0c\u8fd8\u5728\u4e0d\u65ad\u6298\u817e\u67b6\u6784\uff0c\u6bd4\u5982\u600e\u4e48\u6539\u6b8b\u5dee\u8fde\u63a5\u3001\u600e\u4e48\u8fde\u63a5\u4e0d\u540c\u5c42\uff0c\u6211\u975e\u5e38\u5c0a\u91cd\u8fd9\u7c7b\u5de5\u4f5c\u3002<\/p>\n

\u4e8b\u5b9e\u4e0a\uff0c\u5b66\u672f\u754c\u73b0\u5728\u67b6\u6784\u7814\u7a76\u6ca1\u90a3\u4e48\u6d3b\u8dc3\uff0c\u90e8\u5206\u539f\u56e0\u662f\u6211\u4eec\u8d1f\u62c5\u4e0d\u8d77\u7528\u8db3\u591f\u8bf4\u670d\u529b\u7684\u89c4\u6a21\u6765\u9a8c\u8bc1\u8fd9\u4e9b\u6548\u679c\u6240\u9700\u7684\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n

\u4f46\u6211\u81ea\u5df1\u8fd8\u662f\u4f1a\u7528\u5b66\u6821\u7684\u8d44\u6e90\u53bb\u5c1d\u8bd5\u3002\u73b0\u5728\u6709\u4e86Claude Code\u7684\u5e2e\u52a9\uff0c\u6211\u53ef\u4ee5\u81ea\u5df1\u52a8\u624b\u5199\u4ee3\u7801\u53bb\u63a2\u7d22\uff0c\u8fd9\u975e\u5e38\u6709\u8da3\u3002<\/p>\n

\u4ece\u5b9e\u7528\u89d2\u5ea6\u6765\u770b\uff0c\u6211\u8ba4\u4e3a\u6211\u4eec\u7528\u4ec0\u4e48\u6570\u636e\u8bad\u7ec3\u6a21\u578b\uff0c\u6bd4\u9009\u62e9\u4ec0\u4e48\u67b6\u6784\u66f4\u91cd\u8981\u2014\u2014\u524d\u63d0\u662f\u8f93\u5165\u8f93\u51fa\u63a5\u53e3\u4e0d\u53d8\u3002<\/p>\n

\u67b6\u6784\u672c\u8d28\u4e0a\u662f\u6211\u4eec\u53c2\u6570\u5316\u51fd\u6570\u8fd1\u4f3c\u5668\u7684\u65b9\u5f0f\uff0c\u8fd9\u662f\u795e\u7ecf\u7f51\u7edc\u6216\u6df1\u5ea6\u5b66\u4e60\u6700\u57fa\u672c\u7684\u529f\u80fd\u3002<\/p>\n

\u53ea\u8981\u4f60\u628a\u51e0\u4ef6\u4e8b\u505a\u5bf9\uff0c\u6bd4\u5982\u7528\u6b8b\u5dee\u8fde\u63a5\u3001\u7528\u81ea\u6ce8\u610f\u529b\u6216\u5176\u4ed6\u5408\u7406\u7684\u673a\u5236\u3001\u5728\u5408\u9002\u7684\u4f4d\u7f6e\u653e\u6fc0\u6d3b\u51fd\u6570\u548c\u524d\u9988\u5c42\uff0c\u4f60\u5c31\u80fd\u975e\u5e38\u63a5\u8fd1\u751a\u81f3\u8fbe\u5230\u6027\u80fd\u4e0e\u6548\u7387\u7684\u524d\u6cbf\u66f2\u7ebf\u3002<\/p>\n

\u4ece\u5b9e\u9645\u5e94\u7528\u7684\u89d2\u5ea6\uff0c\u6211\u8ba4\u4e3a\u66f4\u91cd\u8981\u7684\u662f\uff1a\u8fd9\u4e2a\u6a21\u578b\u7528\u4ec0\u4e48\u6570\u636e\u8bad\u7ec3\u7684\uff1f\u5b83\u600e\u4e48\u5904\u7406\u4e0a\u4e0b\u6587\u548c\u8bb0\u5fc6\uff1f<\/p>\n

\u5728\u4e0a\u4e0b\u6587\u548c\u8bb0\u5fc6\u8fd9\u65b9\u9762\uff0c\u786e\u5b9e\u6709\u4e00\u4e9b\u67b6\u6784\u5de5\u4f5c\u5728\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n

\u6211\u89c9\u5f97\u8fd9\u624d\u662f\u8ba9AI\u518d\u4e0a\u4e00\u4e2a\u53f0\u9636\u6700\u8feb\u5207\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n

Allen\uff1a\u6839\u636e\u6211\u7684\u7406\u89e3\uff0c\u4f60\u4eec\u662f\u628aResNet\u9010\u6b65\u5f80\u7c7b\u4f3cSwin Transformer\u7684\u8bbe\u8ba1\u65b9\u5411\u73b0\u4ee3\u5316\uff0c\u6700\u7ec8\u5f97\u5230\u4e00\u4e2a\u80fd\u4e0e Transformer\u5f3a\u529b\u7ade\u4e89\u7684ConvNet\u3002<\/p>\n

\u5728\u90a3\u7bc7\u8bba\u6587\u91cc\uff0c\u54ea\u4e00\u4e2a\u6d88\u878d\u5b9e\u9a8c\u6700\u8ba9\u4f60\u5bf9\u201cTransformer\u7684\u4f18\u52bf\u7a76\u7adf\u4ece\u4f55\u800c\u6765\u201d\u6539\u53d8\u4e86\u770b\u6cd5\uff1f<\/p>\n

\u7f16\u8005\u6ce8\uff1a\u6d88\u878d\u5b9e\u9a8c\uff08ablation study\uff09\u662f\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u4e2d\u7684\u5e38\u7528\u65b9\u6cd5\uff0c\u6307\u7684\u662f\u9010\u4e00\u53bb\u6389\u6216\u6539\u53d8\u6a21\u578b\u4e2d\u7684\u67d0\u4e2a\u7ec4\u4ef6\uff0c\u89c2\u5bdf\u6027\u80fd\u5982\u4f55\u53d8\u5316\uff0c\u4ee5\u6b64\u5224\u65ad\u6bcf\u4e2a\u7ec4\u4ef6\u7684\u8d21\u732e\u5927\u5c0f\u3002<\/p>\n

\u5218\u58ee\uff1a\u54ea\u4e00\u4e2a\uff1f\u6211\u89c9\u5f97\u662f\u6bcf\u4e00\u4e2a\u3002<\/p>\n

\u4f60\u770b\u90a3\u5f20\u56fe\uff0c\u6ca1\u6709\u4efb\u4f55\u5355\u4e00\u6539\u52a8\u80fd\u5927\u5e45\u62c9\u5347\u6027\u80fd\u3002\u6709\u4e9b\u6539\u52a8\u6bd4\u5176\u4ed6\u7684\u66f4\u6709\u6548\uff0c\u4f46\u6ca1\u6709\u54ea\u4e00\u4e2a\u80fd\u6539\u53d8\u4e00\u5207\u3002<\/p>\n

\u25b3ConvNeXt\u8bba\u6587\u7684Figure 2\uff0c\u5c55\u793a\u4e86ResNet\u73b0\u4ee3\u5316\u7684\u5b8c\u6574\u8fc7\u7a0b\u548c\u6bcf\u4e00\u6b65\u5bf9\u5e94\u7684\u6027\u80fd\u53d8\u5316<\/p>\n

\u4e5f\u8bb8\u6fc0\u6d3b\u51fd\u6570\u7684\u4f7f\u7528\uff0c\u4ee5\u53ca\u51cf\u5c11\u5f52\u4e00\u5316\u5c42\u7684\u6570\u91cf\uff0c\u662f\u8ba9\u6211\u6bd4\u8f83\u611f\u5174\u8da3\u3001\u4e5f\u6709\u660e\u663e\u6027\u80fd\u63d0\u5347\u7684\u4e00\u4e2a\u70b9\u3002<\/p>\n

\u4f46\u771f\u6b63\u8d77\u4f5c\u7528\u7684\u662f\u628a\u6240\u6709\u6539\u52a8\u53e0\u52a0\u5728\u4e00\u8d77\u3002<\/p>\n

\u8fd9\u4e9b\u770b\u4f3c\u5fae\u5c0f\u7684\u7ec4\u4ef6\uff0c\u5f53\u6211\u4eec\u628a\u5b83\u4eec\u7ec4\u5408\u8d77\u6765\u7684\u65f6\u5019\uff0c\u4ea7\u751f\u7684\u6027\u80fd\u5dee\u8ddd\uff0c\u662f\u90a3\u79cd\u901a\u5e38\u53ea\u6709\u628a\u5377\u79ef\u6362\u6210\u81ea\u6ce8\u610f\u529b\u8fd9\u79cd\u5927\u6539\u52a8\u624d\u80fd\u5e26\u6765\u7684\u6548\u679c\u3002<\/p>\n

\u6240\u4ee5\u6211\u8ba4\u4e3a\uff0c\u8fd9\u7bc7\u8bba\u6587\u6700\u5927\u7684\u542f\u793a\u662f\uff1a\u8fd9\u4e9b\u5c0f\u7ec6\u8282\u7ec4\u5408\u5728\u4e00\u8d77\uff0c\u6bd4\u90a3\u4e9b\u770b\u8d77\u6765\u5f88\u6838\u5fc3\u7684\u7f51\u7edc\u7ec4\u4ef6\u5f71\u54cd\u66f4\u5927\u3002<\/p>\n

Ravid\uff1a\u5bf9\u6211\u6765\u8bf4\uff0c\u611f\u89c9\u6211\u4eec\u662f\u5728\u5927\u91cf\u5c1d\u8bd5\u5404\u79cd\u4e1c\u897f\uff0c\u6709\u4e9b\u8d77\u6548\u4e86\uff0c\u6a21\u578b\u5c31\u53d8\u597d\u4e86\u3002\u7136\u540e\u56de\u8fc7\u5934\u6765\uff0c\u6211\u4eec\u624d\u5f00\u59cb\u771f\u6b63\u7406\u89e3\u54ea\u4e9b\u7ec4\u4ef6\u662f\u5173\u952e\u7684\u3002<\/p>\n

\u4f60\u89c9\u5f97\u6211\u4eec\u662f\u9700\u8981\u5148\u6709\u7a81\u7834\uff0c\u518d\u56de\u5934\u7406\u89e3\u7ec6\u8282\uff1f\u8fd8\u662f\u8bf4\u6211\u4eec\u53ea\u9700\u8981\u53cd\u590d\u8bd5\u9519\uff0c\u4e0d\u9700\u8981\u660e\u786e\u7684\u65b9\u5411\uff1f<\/p>\n

\u5218\u58ee\uff1aTransformer\u5bf9\u6574\u4e2a\u793e\u533a\u6765\u8bf4\u7edd\u5bf9\u662f\u4e00\u4e2a\u798f\u97f3\uff0c\u628aTransformer\u5f15\u5165\u8ba1\u7b97\u673a\u89c6\u89c9\u8fd9\u4ef6\u4e8b\uff0c\u610f\u4e49\u91cd\u5927\u3002<\/p>\n

\u662f\u90a3\u51e0\u5e74\u91cc\u7edd\u5bf9\u662f\u6700\u91cd\u8981\u7684\u7a81\u7834\u4e4b\u4e00\u3002<\/p>\n

\u4f46\u89c6\u89c9Transformer\u8fd8\u6709\u53e6\u4e00\u4e2a\u597d\u5904\uff0c\u5c31\u662f\u5b83\u5b9e\u73b0\u4e86\u6587\u672c\u548c\u56fe\u50cf\u8868\u793a\u7684\u7edf\u4e00\u3002<\/p>\n

Transformer\u7684\u4f7f\u7528\u5bf9\u540e\u6765\u7684\u53d1\u5c55\u975e\u5e38\u5173\u952e\uff0c\u6bd4\u5982LLaVA\uff0c\u8fd9\u7c7b\u591a\u6a21\u6001\u6846\u67b6\u2014\u2014\u7528\u89c6\u89c9\u7f16\u7801\u5668\u628a\u56fe\u50cf\u7f16\u7801\u6210token\uff0c\u7136\u540e\u548c\u6587\u672c token \u4e00\u8d77\u8f93\u5165\u5230\u4e0b\u6e38\u7684\u5927\u8bed\u8a00\u6a21\u578b\u91cc\u3002<\/p>\n

\u8fd9\u662f\u73b0\u5728\u5f88\u591a\u591a\u6a21\u6001\u6a21\u578b\u7684\u57fa\u672c\u6846\u67b6\u3002<\/p>\n

\u7f16\u8005\u6ce8\uff1aLLaVA\uff08Large Language and Vision Assistant\uff09\u662f2023\u5e74\u63d0\u51fa\u7684\u4e00\u79cd\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u6846\u67b6\uff0c\u5c06\u56fe\u50cf\u7f16\u7801\u5668\uff08\u901a\u5e38\u662fCLIP\uff09\u548c\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982LLaMA\uff09\u8fde\u63a5\u8d77\u6765\uff0c\u8ba9\u6a21\u578b\u80fd\u540c\u65f6\u7406\u89e3\u56fe\u50cf\u548c\u6587\u5b57\u3002\u8fd9\u4e00\u6846\u67b6\u6210\u4e3a\u540e\u6765GPT-4V\u3001Gemini\u7b49\u591a\u6a21\u6001\u6a21\u578b\u7684\u57fa\u7840\u601d\u8def\u3002<\/p>\n

\u56de\u5230\u6211\u4eec\u7684\u7814\u7a76\uff0c\u8fd9\u79cd\u5bf9\u7ec6\u8282\u7684\u6df1\u5165\u5206\u6790\uff0c\u6211\u89c9\u5f97\u66f4\u50cf\u662f\u4e00\u5802\u8bfe\u3002\u5b83\u6539\u53d8\u4e86\u6211\u81ea\u5df1\u7684\u8ba4\u77e5\uff0c\u4e5f\u6539\u53d8\u4e86\u5f88\u591a\u4eba\u7684\u8ba4\u77e5\uff0c\u8fd9\u8ba9\u6211\u66f4\u5f15\u4ee5\u4e3a\u50b2\u3002<\/p>\n

\u5f53\u7136\u4eba\u4eec\u8fd8\u662f\u53ef\u4ee5\u7ee7\u7eed\u7528ConvNet\uff0c\u5b83\u4e5f\u6709\u81ea\u5df1\u7684\u4f18\u52bf\uff0c\u5c24\u5176\u662f\u5728\u7eaf\u89c6\u89c9\u4efb\u52a1\u91cc\uff1a\u90e8\u7f72\u65b9\u4fbf\uff0c\u6bd4\u8f83\u5bb9\u6613\u7406\u89e3\uff0c\u4e5f\u56e0\u4e3a\u64cd\u4f5c\u662f\u5c40\u90e8\u7684\uff0c\u6240\u4ee5\u5bf9\u66f4\u9ad8\u5206\u8fa8\u7387\u548c\u957f\u5e8f\u5217\u6709\u66f4\u597d\u7684\u652f\u6301\u3002<\/p>\n

\u4e24\u79cd\u67b6\u6784\u53ea\u662f\u5728\u4e0d\u540c\u5730\u65b9\u5404\u6709\u6240\u957f\u3002<\/p>\n

Ravid\uff1a\u597d\uff0c\u67b6\u6784\u4e0d\u90a3\u4e48\u91cd\u8981\u2014\u2014\u4f60\u8fd8\u6709\u4e00\u7bc7\u66f4\u8fd1\u7684\u8bba\u6587\uff0c\u8bc1\u660e\u4e86\u5f52\u4e00\u5316\u5c42\u4e5f\u4e0d\u90a3\u4e48\u91cd\u8981\uff0c\u5bf9\u5417\uff1f<\/p>\n

\u57fa\u672c\u4e0a\u53ef\u4ee5\u7528\u53cc\u66f2\u6b63\u5207\u6fc0\u6d3b\u51fd\u6570\u6765\u53d6\u4ee3\u5f52\u4e00\u5316\u5c42\uff0c\u53ea\u9700\u8981\u4e00\u4e9b\u8c03\u6574\uff0c\u4f46\u6548\u679c\u4e00\u6837\u597d\u3002<\/p>\n

\u90a3\u4f60\u89c9\u5f97\u771f\u6b63\u91cd\u8981\u7684\u6838\u5fc3\u7ec4\u4ef6\u662f\u4ec0\u4e48\uff1f\u800c\u4e14\u4e3a\u4ec0\u4e48\u597d\u7684AI\u6a21\u578b\u53ea\u662f\u5728\u6700\u8fd1\u4e94\u5e74\u624d\u51fa\u73b0\uff0c\u800c\u4e0d\u662f\u5341\u5e74\u524d\uff1f<\/p>\n

\u7f16\u8005\u6ce8\uff1a\u8fd9\u91cc\u6307\u7684\u662f2025\u5e74\u5218\u58ee\u4e0eYann LeCun\u7b49\u4eba\u5408\u4f5c\u53d1\u8868\u7684\u8bba\u6587\u300aTransformers Without Normalization\u300b\u3002\u5f52\u4e00\u5316\u5c42\uff08Normalization Layer\uff09\u662f\u73b0\u4ee3\u795e\u7ecf\u7f51\u7edc\u4e2d\u51e0\u4e4e\u65e0\u5904\u4e0d\u5728\u7684\u7ec4\u4ef6\uff0c\u6700\u5e38\u89c1\u7684\u662fLayerNorm\uff0c\u5b83\u7684\u4f5c\u7528\u662f\u7a33\u5b9a\u8bad\u7ec3\u8fc7\u7a0b\u3001\u52a0\u901f\u6536\u655b\u3002\u8fd9\u7bc7\u8bba\u6587\u7528\u4e00\u79cd\u79f0\u4e3a\u201c\u52a8\u6001\u53cc\u66f2\u6b63\u5207\uff08dynamic tanh\uff09\u201d\u7684\u6fc0\u6d3b\u51fd\u6570\u66ff\u6362\u4e86LayerNorm\uff0c\u5728\u591a\u79cd\u8bbe\u7f6e\u4e0b\u4ecd\u80fd\u4e0e\u6807\u51c6Transformer\u6301\u5e73\u751a\u81f3\u66f4\u597d\u3002<\/p>\n

\u5218\u58ee\uff1a\u8fd9\u662f\u4e2a\u597d\u95ee\u9898\u3002<\/p>\n

\u9996\u5148\uff0cTransformer\u5927\u7ea6\u662f\u5341\u5e74\u524d\u63d0\u51fa\u6765\u7684\uff0c\u4e5d\u5e74\u524d\u5427\u3002<\/p>\n

\u6240\u4ee5\u5728\u90a3\u4e4b\u540e\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u91cc\uff0c\u6211\u4eec\u57fa\u672c\u8fd8\u662f\u6cbf\u7528\u7c7b\u4f3c\u7684\u57fa\u672c\u6846\u67b6\uff0c\u53ea\u6709\u4e00\u4e9b\u5c0f\u6539\u52a8\uff0c\u6bd4\u5982\u6fc0\u6d3b\u5c42\u3001\u4e13\u5bb6\u6df7\u5408\uff08\u4e0d\u662f\u6bcf\u6b21\u90fd\u7528\uff09\u3001\u5c40\u90e8\u6ce8\u610f\u529b\u3001\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\u7b49\uff0c\u4f46\u6838\u5fc3\u6846\u67b6\u548c\u4e5d\u5e74\u524d\u8bba\u6587\u521a\u51fa\u6765\u65f6\u57fa\u672c\u4e00\u6837\u3002<\/p>\n

\u6240\u4ee5\u6211\u7684\u7b54\u6848\u662f\uff1a\u6570\u636e\uff0c\u4ee5\u53ca\u8bad\u7ec3\u65f6\u4f7f\u7528\u7684\u8ba1\u7b97\u89c4\u6a21\u3002<\/p>\n

\u8fd9\u5c31\u50cfGPT-1\u5230GPT-3\u7684\u7ecf\u5178\u6545\u4e8b\u2014\u2014\u57fa\u672c\u4e0a\u662f\u540c\u4e00\u4e2a\u6a21\u578b\uff0c\u7528\u66f4\u591a\u8ba1\u7b97\u91cf\u3001\u66f4\u591a\u6570\u636e\u3001\u66f4\u591a\u6837\u5316\u7684\u6570\u636e\u3001\u66f4\u5927\u89c4\u6a21\u7684\u4e92\u8054\u7f51\u6570\u636e\u6765\u8bad\u7ec3\uff0c\u5c31\u5f97\u5230\u4e86\u6211\u4eec\u73b0\u5728\u770b\u5230\u7684\u8fd9\u4e9b\u5f3a\u5927\u80fd\u529b\u3002<\/p>\n

\u6240\u4ee5\u6211\u4f1a\u628a\u8fd9\u5f52\u56e0\u4e8e\u6570\u636e\uff0c\u5176\u6b21\u662f\u7b97\u529b\u3002<\/p>\n

\u6211\u8ba4\u4e3a\u6570\u636e\u662f\u4e3b\u8981\u56e0\u7d20\uff0c\u56e0\u4e3a\u73b0\u5728\u5927\u591a\u6570\u6a21\u578b\u8bad\u7ec3\u7684epoch\u6570\u90fd\u4e0d\u8d85\u8fc7\u4e00\u4e2a\u3002<\/p>\n

\u7f16\u8005\u6ce8\uff1aEpoch\u6307\u7684\u662f\u6a21\u578b\u628a\u6574\u4e2a\u8bad\u7ec3\u6570\u636e\u96c6\u5b8c\u6574\u8fc7\u4e00\u904d\u7684\u6b21\u6570\u3002\u201c\u4e0d\u8d85\u8fc7\u4e00\u4e2a epoch\u201d\u610f\u5473\u7740\u6a21\u578b\u751a\u81f3\u6ca1\u6709\u628a\u6240\u6709\u6570\u636e\u770b\u7b2c\u4e8c\u904d\u2014\u2014\u8fd9\u8bf4\u660e\u6570\u636e\u7684\u603b\u91cf\u548c\u591a\u6837\u6027\uff0c\u6bd4\u53cd\u590d\u8bad\u7ec3\u540c\u4e00\u6279\u6570\u636e\u66f4\u5173\u952e\u3002<\/p>\n

Allen\uff1a\u6211\u6ce8\u610f\u5230\u4f60\u7684\u7814\u7a76\u6709\u4e00\u4e2a\u8d2f\u7a7f\u59cb\u7ec8\u7684\u8bba\u70b9\uff0c\u5c31\u662f\u8fd9\u4e2a\u9886\u57df\u5e38\u5e38\u628a\u67b6\u6784\u548c\u8bad\u7ec3\u65b9\u6848\u6df7\u4e3a\u4e00\u8c08\u3002<\/p>\n

\u5982\u679c\u4f60\u8981\u4e3a\u4eca\u5929\u7684\u67b6\u6784\u8bba\u6587\u8bbe\u5b9a\u89c4\u5219\uff0c\u5728\u6709\u4eba\u58f0\u79f0\u67d0\u79cd\u67b6\u6784\u9009\u62e9\u6709\u4ef7\u503c\u4e4b\u524d\uff0c\u4f60\u4f1a\u8981\u6c42\u54ea\u4e9b\u63a7\u5236\u6761\u4ef6\uff1f<\/p>\n

\u5218\u58ee\uff1a\u597d\uff0c\u5728\u7406\u60f3\u4e16\u754c\u91cc\uff0c\u6211\u4eec\u6709\u65e0\u9650\u8ba1\u7b97\u8d44\u6e90\uff0c\u5bf9\u5427\uff1f<\/p>\n

\u9996\u5148\uff0c\u6211\u4f1a\u8981\u6c42\u5728\u4e00\u5b9a\u89c4\u6a21\u4e0a\u9a8c\u8bc1\u6548\u679c\uff0c\u4e0d\u4e00\u5b9a\u662f\u524d\u6cbf\u6a21\u578b\uff0c\u4f46\u81f3\u5c11\u8981\u572870\u4ebf\u3001300\u4ebf\u53c2\u6570\u8fd9\u4e2a\u91cf\u7ea7\u3002<\/p>\n

\u89c4\u6a21\u5bf9\u5de5\u4e1a\u754c\u6765\u8bf4\u5f88\u91cd\u8981\uff0c\u53ea\u6709\u5728\u8fd9\u4e2a\u89c4\u6a21\u4e0a\uff0c\u5927\u5bb6\u624d\u771f\u7684\u4f1a\u76f8\u4fe1\u4f60\u7684\u6539\u52a8\u6709\u6548\u3002\u5f53\u7136\uff0c\u8fd9\u5e76\u4e0d\u603b\u662f\u53ef\u884c\u7684\u3002<\/p>\n

\u5176\u6b21\uff0c\u5982\u679c\u4f60\u8981\u5728\u8f83\u5c0f\u89c4\u6a21\u4e0a\u7814\u7a76\u67b6\u6784\u53d8\u5316\uff0c\u6211\u4f1a\u8981\u6c42\u9996\u5148\u505a\u8d85\u53c2\u6570\u641c\u7d22\u3002<\/p>\n

\u4f60\u4e0d\u80fd\u53ea\u5728\u4e00\u7ec4\u8d85\u53c2\u6570\u4e0b\u8bc1\u660e\u65b0\u67b6\u6784\u6bd4\u65e7\u67b6\u6784\u597d\uff0c\u5c24\u5176\u662f\u5f53\u8fd9\u7ec4\u8d85\u53c2\u6570\u662f\u4e13\u95e8\u4e3a\u8fd9\u4e2a\u65b0\u6a21\u578b\u8c03\u8fc7\u7684\u3002<\/p>\n

\u6bcf\u4e2a\u6a21\u578b\u90fd\u5e94\u8be5\u5728\u5404\u81ea\u6700\u4f18\u7684\u8d85\u53c2\u6570\u4e0b\u8fdb\u884c\u6bd4\u8f83\uff0c\u6700\u91cd\u8981\u7684\u8d85\u53c2\u6570\u662f\u5b66\u4e60\u7387\u3001\u8870\u51cf\u3001\u4f18\u5316\u5668\u7c7b\u578b\u3002<\/p>\n

\u8ba9\u6211\u5f88\u70e6\u7684\u4e00\u4ef6\u4e8b\u662f\uff0c\u6709\u4eba\u751a\u81f3\u4e0d\u53bb\u8c03\u57fa\u7ebf\u6a21\u578b\u7684\u5b66\u4e60\u7387\uff0c\u53ea\u8c03\u81ea\u5df1\u65b9\u6cd5\u7684\uff0c\u7136\u540e\u5c31\u58f0\u79f0\u6709\u6548\u2014\u2014\u8fd9\u662f\u5bfc\u81f4\u5f88\u591a\u201d\u7ed3\u679c\u65e0\u6cd5\u6cdb\u5316\u201d\u7684\u6700\u5e38\u89c1\u7684\u95ee\u9898\u6240\u5728\u3002<\/p>\n

\u7b2c\u4e09\uff0c\u6211\u4f1a\u8981\u6c42\u8fd9\u4e2a\u60f3\u6cd5\u6216\u65b9\u6cd5\u5728\u4e0d\u6b62\u4e00\u4e2a\u6570\u636e\u96c6\u4e0a\u5f97\u5230\u9a8c\u8bc1\uff0c\u6700\u597d\u662f\u5728\u4e00\u4e2a\u5408\u7406\u89c4\u6a21\u7684\u6570\u636e\u96c6\u4e0a\u3002<\/p>\n

ImageNet\u4eca\u5929\u4ecd\u7136\u9002\u7528\uff0c\u4f46\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u8fd8\u5e94\u8be5\u5728\u4e00\u4e9b\u5c0f\u89c4\u6a21\u7684\u5927\u8bed\u8a00\u6a21\u578b\u4e0a\u9a8c\u8bc1\uff0c\u6bd4\u5982\u5728FineWeb\u4e0a\u8bad\u7ec3\u3002<\/p>\n

\u6211\u975e\u5e38\u8d5e\u6210\u5728\u591a\u6837\u7684\u6570\u636e\u96c6\u4e0a\u9a8c\u8bc1\u60f3\u6cd5\uff0c\u81f3\u5c11\u8981\u5728\u9886\u57df\u5185\u5e38\u7528\u7684\u6570\u636e\u96c6\u4e0a\u3002\u8fd9\u5c31\u662f\u6211\u4f1a\u63d0\u7684\u51e0\u4e2a\u6807\u51c6\u3002<\/p>\n

\u7f16\u8005\u6ce8\uff1aFineWeb\u662fHugging Face\u4e8e2024\u5e74\u53d1\u5e03\u7684\u5927\u89c4\u6a21\u7f51\u9875\u6587\u672c\u6570\u636e\u96c6\uff0c\u7ecf\u8fc7\u4e25\u683c\u6e05\u6d17\uff0c\u5e38\u88ab\u7528\u4f5c\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u7684\u57fa\u51c6\u6570\u636e\u96c6\u3002<\/p>\n

Ravid\uff1a\u5982\u679c\u4e00\u4e2a\u60f3\u6cd5\u662f\u771f\u6b63\u597d\u7684\uff0c\u5b83\u662f\u5426\u5e94\u8be5\u5728\u4e0d\u540c\u9886\u57df\u3001\u4e0d\u540c\u6570\u636e\u96c6\u3001\u4e0d\u540c\u573a\u666f\u4e0b\u90fd\u6709\u6548\uff1f<\/p>\n

\u8fd8\u662f\u8bf4\u6709\u4e9b\u975e\u5e38\u597d\u7684\u60f3\u6cd5\u53ea\u9002\u7528\u4e8e\u975e\u5e38\u7279\u5b9a\u7684\u573a\u666f\uff1f<\/p>\n

\u5218\u58ee\uff1a\u6211\u8ba4\u4e3a\u4e24\u79cd\u90fd\u540c\u6837\u6709\u4ef7\u503c\u3002<\/p>\n

\u5728\u7b2c\u4e8c\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u5e0c\u671b\u7814\u7a76\u8005\u80fd\u6e05\u695a\u5730\u8bf4\u660e\uff0c\u8fd9\u4e2a\u65b9\u6cd5\u5728\u4ec0\u4e48\u7279\u5b9a\u573a\u666f\u4e0b\u66f4\u597d\uff0c\u4ecd\u7136\u5e94\u8be5\u5728\u4e0d\u6b62\u4e00\u4e2a\u6570\u636e\u96c6\u4e0a\u9a8c\u8bc1\u3002<\/p>\n

\u5982\u679c\u4f60\u58f0\u79f0\u4f60\u7684\u6a21\u578b\u5728\u957f\u4e0a\u4e0b\u6587\u97f3\u9891\u4e0a\u6548\u679c\u66f4\u597d\uff0c\u4f60\u4ecd\u7136\u53ef\u4ee5\u5728\u8fd9\u4e2a\u65b9\u5411\u4e0a\u7528\u591a\u4e2a\u6570\u636e\u96c6\u6d4b\u8bd5\u3002<\/p>\n

\u540c\u65f6\u8981\u89e3\u91ca\u6e05\u695a\uff0c\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u65b9\u6cd5\u5728\u8fd9\u4e2a\u7279\u5b9a\u9886\u57df\u597d\uff0c\u4e3a\u4ec0\u4e48\u5728\u5176\u4ed6\u9886\u57df\u4e0d\u597d\uff0c\u7136\u540e\u4ece\u8fd9\u91cc\u51fa\u53d1\uff0c\u53bb\u89e3\u51b3\u90a3\u4e9b\u5f31\u70b9\u3002<\/p>\n

\u8fd9\u5c31\u662f\u7814\u7a76\u7684\u4ef7\u503c\u6240\u5728\u2014\u2014\u4f60\u4e0d\u9700\u8981\u7b2c\u4e00\u6b65\u5c31\u5168\u9762\u6210\u529f\uff0c\u90a3\u56fa\u7136\u5f88\u597d\uff0c\u4f46\u4e0d\u662f\u5fc5\u987b\u7684\u3002<\/p>\n

\u6570\u636e\u96c6\u6ca1\u4f60\u60f3\u7684\u90a3\u4e48\u201c\u591a\u6837\u201d<\/p>\n

\u7f16\u8005\u6ce8\uff1a\u8fd9\u90e8\u5206\u8ba8\u8bba\u5e94\u6307\u5218\u58ee\u4e0e\u4f55\u607a\u660e\u5408\u4f5c\u53d1\u8868\u7684\u8bba\u6587\u300aA Decade\u2019s Battle on Dataset Bias: Are We There Yet?\u300b\uff0c\u7814\u7a76\u52a8\u673a\u662f\uff1a\u6211\u4eec\u4e00\u76f4\u4ee5\u4e3a\u4e3b\u6d41\u89c6\u89c9\u6570\u636e\u96c6\u8d8a\u6765\u8d8a\u591a\u6837\u3001\u8d8a\u6765\u8d8a\u5168\u9762\uff0c\u4f46\u771f\u7684\u662f\u8fd9\u6837\u5417\uff1f<\/p>\n

Ravid\uff1a\u597d\uff0c\u90a3\u6211\u4eec\u6765\u804a\u804a\u6570\u636e\u3002\u4f60\u8bf4\u6570\u636e\u662f\u6700\u91cd\u8981\u7684\u3002\u5177\u4f53\u662f\u6570\u636e\u7684\u54ea\u4e9b\u65b9\u9762\uff1f\u6211\u4eec\u5148\u4ece\u4f60\u90a3\u7bc7\u5173\u4e8e\u201c\u6570\u636e\u96c6\u504f\u5dee\u7684\u51e0\u5341\u5e74\u4e4b\u4e89\u201d\u7684\u8bba\u6587\u8bf4\u8d77\u3002\u4f60\u4eec\u7684\u7814\u7a76\u52a8\u673a\u662f\u4ec0\u4e48\uff1f<\/p>\n

\u5218\u58ee\uff1a\u8fd9\u7bc7\u8bba\u6587\u4e3b\u8981\u805a\u7126\u5728\u89c6\u89c9\u9886\u57df\u3002<\/p>\n

\u591a\u5e74\u6765\uff0c\u4eba\u4eec\u4e00\u76f4\u5728\u4ece\u8d8a\u6765\u8d8a\u591a\u6837\u5316\u7684\u6765\u6e90\u6784\u5efa\u8d8a\u6765\u8d8a\u5927\u7684\u6570\u636e\u96c6\u2014\u2014\u4ece\u6700\u521d\u7684MNIST\uff0c\u5230CIFAR\uff0c\u518d\u5230ImageNet\uff0c\u518d\u5230\u4e92\u8054\u7f51\u89c4\u6a21\u7684 DataComp\u3001Google \u7684 Conceptual Captions \u7b49\u3002<\/p>\n

\u8fd9\u4e9b\u6570\u636e\u96c6\u770b\u8d77\u6765\u8d8a\u6765\u8d8a\u591a\u6837\uff0c\u89c4\u6a21\u4ece\u51e0\u4e07\u5f20\u5230\u5341\u4ebf\u7ea7\u522b\u3002\u5927\u5bb6\u5f88\u81ea\u7136\u5730\u4f1a\u8ba4\u4e3a\uff1a\u6211\u4eec\u5df2\u7ecf\u6536\u96c6\u4e86\u4e92\u8054\u7f51\u4e0a\u80fd\u62ff\u5230\u7684\u6240\u6709\u4e1c\u897f\uff0c\u6570\u636e\u96c6\u5e94\u8be5\u8db3\u591f\u4e86\u5427\uff1f<\/p>\n

\u7f16\u8005\u6ce8\uff1aMNIST\u662f\u624b\u5199\u6570\u5b57\u8bc6\u522b\u6570\u636e\u96c6\uff08\u7ea67\u4e07\u5f20\u56fe\u7247\uff09\uff0cCIFAR\u662f\u5c0f\u56fe\u50cf\u5206\u7c7b\u6570\u636e\u96c6\uff08\u7ea66\u4e07\u5f20\uff09\uff0cImageNet\u662f\u76ee\u524d\u6700\u6743\u5a01\u7684\u56fe\u50cf\u8bc6\u522b\u57fa\u51c6\uff08\u7ea6120\u4e07\u5f20\uff09\uff0cDataComp\u548cConceptual Captions\u5219\u662f\u5341\u4ebf\u7ea7\u522b\u7684\u4e92\u8054\u7f51\u56fe\u6587\u5bf9\u6570\u636e\u96c6\u3002\u8fd9\u6761\u53d1\u5c55\u8109\u7edc\u4ee3\u8868\u4e86\u8fc7\u53bb\u4e8c\u5341\u5e74\u89c6\u89c9\u6570\u636e\u96c6\u89c4\u6a21\u7684\u6307\u6570\u7ea7\u6269\u5f20\u3002<\/p>\n

\u4f46\u5728\u6211\u4eec\u7684\u521d\u6b65\u5b9e\u9a8c\u91cc\uff0c\u6211\u4eec\u53d1\u73b0\u8fd9\u4e9b\u6570\u636e\u96c6\u5f7c\u6b64\u4e4b\u95f4\u5176\u5b9e\u5dee\u5f02\u6781\u5927\u3002<\/p>\n

\u6211\u4eec\u662f\u600e\u4e48\u8861\u91cf\u7684\u5462\uff1f\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u975e\u5e38\u201c\u8822\u201d\u7684\u5b9e\u9a8c\u2014\u2014\u4ece\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u7684\u89d2\u5ea6\u6765\u770b\u5b8c\u5168\u6ca1\u6709\u5b9e\u9645\u610f\u4e49\u3002<\/p>\n

\u6211\u4eec\u505a\u7684\u662f\uff1a\u7ed9\u5b9a\u4e09\u4e2a\u5f88\u5927\u7684\u6570\u636e\u96c6\uff0c\u8bad\u7ec3\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u6765\u5224\u65ad\u4e00\u5f20\u56fe\u7247\u6765\u81ea\u54ea\u4e2a\u6570\u636e\u96c6\u3002<\/p>\n

\u8fd9\u4e0d\u662f\u4ec0\u4e48\u5b9e\u9645\u95ee\u9898\uff0c\u53ea\u662f\u60f3\u731c\u6d4b\u56fe\u7247\u7684\u6765\u6e90\uff0c\u662f\u4e2a\u591a\u5206\u7c7b\u95ee\u9898\u3002<\/p>\n

\u7ed3\u679c\u53d1\u73b0\uff0c\u5728\u8fd9\u4e09\u4e2a\u770b\u4f3c\u975e\u5e38\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u4e0a\uff0c\u6a21\u578b\u4ecd\u7136\u80fd\u4ee5\u8d85\u8fc780%\u7684\u51c6\u786e\u7387\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n

\u800c\u968f\u673a\u731c\u6d4b\u7684\u51c6\u786e\u7387\u662f33%\uff0c\u6a21\u578b\u7684\u51c6\u786e\u7387\u8fdc\u8fdc\u8d85\u8fc7\u8fd9\u4e2a\u57fa\u7ebf\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\uff0c\u5728\u6a21\u578b\u770b\u6765\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u4ecd\u7136\u975e\u5e38\u4e0d\u540c\uff0c\u6709\u975e\u5e38\u6e05\u6670\u7684\u7ebf\u7d22\u8ba9\u6a21\u578b\u5224\u65ad\u56fe\u7247\u6765\u81ea\u54ea\u91cc\u3002<\/p>\n

\u5f53\u7136\uff0c\u6211\u4eec\u662f\u5728\u7559\u51fa\u7684\u9a8c\u8bc1\u96c6\u4e0a\u505a\u6d4b\u8bd5\uff0c\u4e0d\u662f\u5728\u8bad\u7ec3\u96c6\u4e0a\u731c\u3002<\/p>\n

\u8fd9\u4fc3\u4f7f\u6211\u4eec\u53cd\u601d\uff1a\u6211\u4eec\u771f\u7684\u6210\u529f\u6784\u5efa\u4e86\u4e00\u4e2a\u5927\u89c4\u6a21\u3001\u5168\u9762\u8986\u76d6\u7684\u6570\u636e\u96c6\u4e86\u5417\uff1f\u4ec0\u4e48\u6837\u7684\u6570\u636e\u624d\u662f\u7ec8\u6781\u76ee\u6807\uff1f<\/p>\n

\u8fd9\u4e2a\u201c\u65e0\u504f\u7684\u5168\u7403\u5206\u5e03\u6570\u636e\u96c6\u201d\u672c\u8eab\u5c31\u5f88\u96be\u5b9a\u4e49\uff0c\u4e0d\u540c\u7684\u4eba\u53ef\u80fd\u6709\u4e0d\u540c\u7684\u6807\u51c6\u3002<\/p>\n

\u5927\u8bed\u8a00\u6a21\u578b\u6210\u529f\u7684\u4e00\u4e2a\u91cd\u8981\u539f\u56e0\uff0c\u662f\u5b83\u4e0d\u662f\u9886\u57df\u4e13\u7528\u7684\u6a21\u578b\uff0c\u5b83\u80fd\u505a\u6240\u6709\u4e8b\u3002\u8981\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u4e00\u4e2a\u666e\u904d\u7684\u5047\u8bbe\u662f\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u9700\u8981\u89c1\u8fc7\u6240\u6709\u4e1c\u897f\u3002<\/p>\n

\u4f46\u4ece\u8fd9\u4e2a\u521d\u6b65\u5b9e\u9a8c\u6765\u770b\uff0c\u6211\u4eec\u663e\u7136\u8fd8\u6ca1\u6709\u8fbe\u5230\u90a3\u4e2a\u7a0b\u5ea6\u3002<\/p>\n

Ravid\uff1a\u90a3\u4f60\u89c9\u5f97\u7b54\u6848\u662f\u4ec0\u4e48\uff1f\u597d\u7684\u6570\u636e\u9700\u8981\u5177\u5907\u54ea\u4e9b\u5c5e\u6027\u2014\u2014\u591a\u6837\u6027\u3001\u4e0d\u786e\u5b9a\u6027\u3001\u907f\u514d\u5197\u4f59\uff1f<\/p>\n

\u5218\u58ee\uff1a\u662f\u7684\uff0c\u5185\u5bb9\u591a\u6837\u6027\u3001\u98ce\u683c\u591a\u6837\u6027\u2026\u2026\u6df1\u5ea6\u5b66\u4e60\u7684\u4e00\u4e2a\u5927\u6559\u8bad\u662f\uff1a<\/p>\n

\u60f3\u8ba9\u5b83\u64c5\u957f\u6240\u6709\u4e8b\uff0c\u5c31\u8981\u5728\u6240\u6709\u4e8b\u4e0a\u8bad\u7ec3\u5b83\u3002<\/p>\n

\u4f46\u5728\u5f53\u4eca\u7684\u6761\u4ef6\u4e0b\uff0c\u6211\u4eec\u4ecd\u7136\u9762\u4e34\u6743\u8861\u95ee\u9898\u2014\u2014\u7b97\u529b\u6709\u9650\uff0c\u6a21\u578b\u5bb9\u91cf\u6709\u9650\u3002<\/p>\n

\u6a21\u578b\u5b66\u5230\u7684\u4e0d\u540c\u80fd\u529b\u4e4b\u95f4\u53ef\u80fd\u4f1a\u76f8\u4e92\u7ade\u4e89\uff0c\u6bd4\u5982\u5982\u679c\u4f60\u60f3\u8ba9\u6a21\u578b\u5728\u7f16\u7a0b\u4e0a\u66f4\u597d\uff0c\u53ef\u80fd\u5c31\u9700\u8981\u727a\u7272\u4e00\u70b9\u5b83\u5728\u5fc3\u7406\u54a8\u8be2\u65b9\u9762\u7684\u80fd\u529b\uff0c\u8fd9\u53ea\u662f\u4e3e\u4e2a\u4f8b\u5b50\u3002<\/p>\n

\u5982\u4f55\u914d\u6bd4\u8bad\u7ec3\u6570\u636e\uff0c\u8ba9\u6bcf\u4e2a\u6211\u4eec\u5e0c\u671b\u6a21\u578b\u64c5\u957f\u7684\u9886\u57df\u90fd\u5f97\u5230\u8db3\u591f\u7684\u8868\u793a\uff1f\u8fd9\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u8bbe\u8ba1\u95ee\u9898\u3002<\/p>\n

\u5728\u6211\u4eec\u6700\u8fd1\u4e00\u4e2a\u6587\u5b57\u8f6c\u56fe\u50cf\u7684\u9879\u76ee\u91cc\uff0c\u6211\u4eec\u53d1\u73b0\u4e86\u4e00\u4e2a\u51fa\u4eba\u610f\u6599\u7684\u7b80\u5355\u65b9\u6848\u2014\u2014\u4e0d\u662f\u6700\u4f18\u7684\uff0c\u4f46\u8db3\u591f\u7b80\u5355\u2014\u2014\u5c31\u662f\u628a\u4f60\u5173\u5fc3\u7684\u6240\u6709\u9886\u57df\u5927\u81f4\u7b49\u6743\u91cd\u5730\u6df7\u5408\u3002<\/p>\n

\u4f60\u4e0d\u4f1a\u5e0c\u671b\u201c\u5982\u4f55\u7406\u53d1\u201d\u548c\u201c\u5982\u4f55\u7f16\u7a0b\u201d\u5f97\u5230\u540c\u7b49\u6743\u91cd\uff0c\u56e0\u4e3a\u5b83\u4eec\u5bf9\u5927\u591a\u6570\u4eba\u7684\u91cd\u8981\u7a0b\u5ea6\u5dee\u522b\u5f88\u5927\uff0c\u4f60\u5f53\u7136\u5e0c\u671b\u6a21\u578b\u5728\u7f16\u7a0b\u4e0a\u89c1\u8fc7\u66f4\u591a\u6570\u636e\u3002<\/p>\n

\u4f46\u5982\u679c\u4f60\u628a\u201c\u7406\u53d1\u201d\u6269\u5c55\u4e3a\u201c\u65e5\u5e38\u751f\u6d3b\u6280\u80fd\u201d\u8fd9\u4e2a\u5c42\u9762\uff0c\u628a\u5b83\u548c\u53e6\u4e00\u4e2a\u540c\u7b49\u91cd\u8981\u7a0b\u5ea6\u7684\u9886\u57df\u653e\u5728\u4e00\u8d77\uff0c\u7136\u540e\u4ece\u6bcf\u4e2a\u9886\u57df\u6536\u96c6\u9ad8\u8d28\u91cf\u6570\u636e\u5e76\u7b49\u6743\u91cd\u6df7\u5408\uff0c\u8fd9\u79cd\u505a\u6cd5\u5728\u5f88\u591a\u5176\u4ed6\u9879\u76ee\u91cc\u6548\u679c\u90fd\u4e0d\u9519\u3002<\/p>\n

Ravid\uff1a\u4f60\u89c9\u5f97\u8fd9\u5c31\u662f\u672a\u6765\u7684\u65b9\u5411\u5417\uff1f\u5c31\u662f\u628a\u5404\u79cd\u6765\u6e90\u7b80\u5355\u5730\u6df7\u5408\u5728\u4e00\u8d77\uff1f<\/p>\n

\u5218\u58ee\uff1a\u5bf9\u4e8e\u901a\u7528\u6a21\u578b\u6765\u8bf4\uff0c\u662f\u7684\u3002<\/p>\n

\u5982\u679c\u4f60\u53ea\u662f\u60f3\u8ba9\u6a21\u578b\u5728\u6240\u6709\u4e8b\u60c5\u4e0a\u90fd\u8fd8\u4e0d\u9519\uff0c\u800c\u4e0d\u662f\u5728\u67d0\u4e2a\u7279\u5b9a\u56f0\u96be\u4efb\u52a1\u4e0a\u7279\u522b\u62d4\u5c16\uff0c\u90a3\u6211\u8ba4\u4e3a\u6570\u636e\u8986\u76d6\u662f\u738b\u9053\u3002<\/p>\n

Ilya Sutskever\u6709\u53e5\u540d\u8a00\uff0c\u5927\u610f\u662f\u53ea\u8981\u4f60\u6709\u4e00\u4e2a\u5927\u6a21\u578b\uff0c\u6536\u96c6\u4e86\u8db3\u591f\u591a\u7684\u6570\u636e\uff0c\u6a21\u578b\u5c31\u4e00\u5b9a\u80fd\u8bad\u597d\u3002<\/p>\n

\u6211\u8ba4\u4e3a\u8fd9\u5728\u73b0\u4ee3\u6df1\u5ea6\u5b66\u4e60\u91cc\u4ecd\u7136\u9002\u7528\u3002<\/p>\n

\u5f53\u9762\u5bf9\u7528\u6237\u65f6\uff0c\u60f3\u8ba9\u6a21\u578b\u5728\u67d0\u4e2a\u4efb\u52a1\u4e0a\u8868\u73b0\u597d\uff0c\u5c31\u5728\u8bad\u7ec3\u96c6\u91cc\u653e\u8db3\u591f\u591a\u8fd9\u65b9\u9762\u7684\u6570\u636e\uff0c\u8fd9\u662f\u6700\u5408\u7406\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

\u89c6\u89c9\u662f\u6865\u6881\uff0c\u4f46\u8bed\u8a00\u5148\u70b9\u71c3\u4e86\u8fd9\u628a\u706b<\/p>\n

\u7f16\u8005\u6ce8\uff1a\u8fd9\u90e8\u5206\u6d89\u53ca\u4e24\u7bc7\u8bba\u6587\u3002\u4e00\u662f2023\u5e74Meta\u53d1\u8868\u7684ImageBind\uff0c\u7531\u5218\u58ee\u53c2\u4e0e\uff0c\u5c06\u56fe\u50cf\u3001\u6587\u672c\u3001\u97f3\u9891\u3001\u6df1\u5ea6\u3001\u70ed\u6210\u50cf\u3001IMU\u8fd0\u52a8\u4f20\u611f\u5668\u516d\u79cd\u6a21\u6001\u5bf9\u9f50\u5230\u540c\u4e00\u4e2a\u5d4c\u5165\u7a7a\u95f4\u3002\u4e8c\u662f\u540c\u5e74\u53d1\u8868\u7684\u300aEyes Wide Shut\u300b\uff0c\u63ed\u793a\u4e86 CLIP\u89c6\u89c9\u7f16\u7801\u5668\u7684\u7cfb\u7edf\u6027\u76f2\u70b9\u3002CLIP\u662f OpenAI\u4e8e2021\u5e74\u63d0\u51fa\u7684\u56fe\u6587\u5bf9\u6bd4\u5b66\u4e60\u6a21\u578b\uff0c\u76ee\u524d\u662f\u7edd\u5927\u591a\u6570\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u7684\u89c6\u89c9\u7f16\u7801\u5668\u57fa\u7840\u3002<\/p>\n

Allen\uff1aImageBind\u628a\u516d\u79cd\u6a21\u6001\u5bf9\u9f50\u5230\u540c\u4e00\u4e2a\u5d4c\u5165\u7a7a\u95f4\u91cc\u3002<\/p>\n

\u4f60\u89c9\u5f97\u8fd9\u662f\u5728\u8bf4\u660e\u89c6\u89c9\u6a21\u6001\u672c\u8eab\u7684\u7279\u6b8a\u5730\u4f4d\uff0c\u8fd8\u662f\u53ea\u662f\u8bf4\u660e\u4e86\u89c6\u89c9\u6570\u636e\u5728\u5927\u89c4\u6a21\u6570\u636e\u4e2d\u78b0\u5de7\u6709\u8fd9\u6837\u7684\u89d2\u8272\uff1f<\/p>\n

\u5218\u58ee\uff1a\u6211\u89c9\u5f97\u8fd9\u7bc7\u8bba\u6587\u4e00\u4e2a\u5f88\u91cd\u8981\u7684\u4fe1\u606f\u662f\uff1a\u4e0d\u540c\u6a21\u6001\u786e\u5b9e\u53ef\u4ee5\u88ab\u5d4c\u5165\u5728\u4e00\u8d77\uff0c\u8fd9\u662f\u73b0\u5728\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u8fd0\u4f5c\u65b9\u5f0f\u7684\u57fa\u7840\u3002<\/p>\n

\u5e38\u89c1\u7684\u505a\u6cd5\u662f\u7528\u7f16\u7801\u5668\u628a\u6bcf\u4e2a\u6a21\u6001\u5bf9\u9f50\u5230\u8bed\u8a00\u6a21\u578b\u7684token\u8868\u793a\u3002<\/p>\n

ImageBind\u66f4\u4e13\u6ce8\u4e8e\u5b66\u4e60\u7f16\u7801\u5668\u672c\u8eab\uff0c\u800c\u4e0d\u662f\u628a\u5b83\u4eec\u8fde\u63a5\u5230\u5927\u8bed\u8a00\u6a21\u578b\u4e0a\u3002<\/p>\n

\u53e6\u4e00\u4e2a\u6d1e\u89c1\u662f\uff1a\u89c6\u89c9\u662f\u8fde\u63a5\u6240\u6709\u6a21\u6001\u7684\u5929\u7136\u6865\u6881\uff0c\u56e0\u4e3a\u89c6\u89c9\u6570\u636e\u5c31\u50cf\u662f\u6211\u4eec\u4eba\u7c7b\u7684\u9ed8\u8ba4\u8f93\u5165\u3002<\/p>\n

\u5b83\u7ecf\u5e38\u548c\u5f88\u591a\u5176\u4ed6\u6a21\u6001\u540c\u65f6\u51fa\u73b0\uff0c\u6bd4\u5982\u97f3\u9891\u2014\u2014\u770bYouTube\u89c6\u9891\u65f6\uff0c\u97f3\u9891\u548c\u89c6\u89c9\u6570\u636e\u81ea\u7136\u5730\u878d\u5408\u5728\u4e00\u8d77\uff0c\u4f60\u53ef\u4ee5\u7528\u8fd9\u4e2a\u4fe1\u53f7\u6765\u5bf9\u9f50\u4e24\u8005\u3002<\/p>\n

\u8fd8\u6709\u8fd0\u52a8\u6570\u636e\uff0c\u4e5f\u7ecf\u5e38\u548c\u56fe\u50cf\u6216\u89c6\u89c9\u6570\u636e\u540c\u65f6\u51fa\u73b0\u3002\u8fd9\u63ed\u793a\u4e86\u89c6\u89c9\u5728\u6211\u4eec\u65e5\u5e38\u611f\u77e5\u4e2d\u7684\u6839\u672c\u6027\u5730\u4f4d\u3002<\/p>\n

Ravid\uff1a\u4f46\u4e3a\u4ec0\u4e48\u6700\u7ec8\u80fd\u529b\u4e0a\u7684\u5927\u8dc3\u5347\u662f\u901a\u8fc7\u8bed\u8a00\u6a21\u578b\u5b9e\u73b0\u7684\uff1f<\/p>\n

\u6211\u4eec\u6709\u89c6\u89c9\u597d\u4e00\u6bb5\u65f6\u95f4\u4e86\uff0c\u4f46\u6ca1\u6709\u770b\u5230AI\u5728\u6240\u6709\u9886\u57df\u3001\u6240\u6709\u516c\u53f8\u91cc\u5927\u89c4\u6a21\u666e\u53ca\u3002\u76f4\u5230\u8bed\u8a00\u6a21\u578b\u53d8\u5f3a\uff0c\u4eba\u4eec\u624d\u7a81\u7136\u5f00\u59cb\u7528 AI\u3002<\/p>\n

\u4f60\u89c9\u5f97\u8fd9\u53ea\u662f\u5de7\u5408\uff0c\u8fd8\u662f\u8bed\u8a00\u672c\u8eab\u6709\u4ec0\u4e48\u6839\u672c\u6027\u7684\u4f18\u52bf\uff1f<\/p>\n

\u5218\u58ee\uff1a\u662f\u7684\uff0c\u8fd9\u662f\u4e2a\u88ab\u5e7f\u6cdb\u8ba8\u8bba\u7684\u8bdd\u9898\u3002<\/p>\n

\u6211\u7684\u7406\u89e3\u662f\uff1a\u89c6\u89c9\u672c\u8d28\u4e0a\u662f\u541e\u5410\u91cf\u975e\u5e38\u9ad8\u7684\u6570\u636e\u2014\u2014\u5b83\u6d41\u5165\u6211\u4eec\u611f\u77e5\u7cfb\u7edf\u7684\u5e26\u5bbd\u8fdc\u9ad8\u4e8e\u8bed\u8a00\uff0c\u800c\u6211\u4eec\u8fd8\u6ca1\u6709\u8db3\u591f\u7684\u7b97\u529b\u6765\u771f\u6b63\u5904\u7406\u8fd9\u4e9b\u6570\u636e\u3002<\/p>\n

\u60f3\u60f3\u770b\uff0c\u5c31\u4e00\u5e27\u56fe\u50cf\uff0c\u5b58\u50a8\u5b83\u6240\u9700\u7684\u7a7a\u95f4\u5c31\u8fdc\u5927\u4e8e\u7528\u8bed\u8a00\u63cf\u8ff0\u8fd9\u5f20\u56fe\u50cf\u2014\u2014\u63cf\u8ff0\u53ef\u80fd\u53ea\u9700\u8981\u51e0\u4e2a\u5b57\u8282\uff0c\u56fe\u50cf\u5374\u9700\u8981\u51e0\u5343\u5b57\u8282\uff0c\u76f8\u5dee\u4e0a\u5343\u500d\u3002<\/p>\n

\u6240\u4ee5\u4e00\u5f20\u56fe\u7247\u7684\u4fe1\u606f\u91cf\u786e\u5b9e\u8d85\u8fc7\u4e00\u5343\u4e2a\u8bcd\u3002<\/p>\n

\u53e6\u5916\uff0c\u6211\u4eec\u4e5f\u6ca1\u6709\u597d\u7684\u673a\u5236\u8ba9\u6a21\u578b\u5728\u56fe\u50cf\u4e0a\u505a\u7cbe\u7ec6\u5b9a\u4f4d\u2014\u2014\u5728\u5f53\u524d\u7684\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u91cc\uff0c\u6240\u6709\u4fe1\u606f\u90fd\u5df2\u7ecf\u7f16\u7801\u5728\u89c6\u89c9 token \u91cc\u4e86\uff0c\u6a21\u578b\u6ca1\u6709\u529e\u6cd5\u56de\u5934\u53bb\u91cd\u65b0\u805a\u7126\u56fe\u50cf\u7684\u67d0\u4e2a\u533a\u57df\u3002<\/p>\n

\u5982\u679c\u89c6\u89c9\u7f16\u7801\u5668\u8d28\u91cf\u4e0d\u597d\uff0c\u81ea\u56de\u5f52\u6a21\u578b\u5bf9\u6b64\u6beb\u65e0\u529e\u6cd5\u3002<\/p>\n

\u800c\u8bed\u8a00\u5904\u4e8e\u4e00\u4e2a\u4f4e\u7ef4\u5f97\u591a\u7684\u7a7a\u95f4\uff0c\u6bcf\u4e2a\u8bcd\u90fd\u6709\u660e\u786e\u7684\u542b\u4e49\u2014\u2014\u8fd9\u6709\u70b9\u50cf\u4eba\u7c7b\u4ece\u81ea\u7136\u754c\u91cc\u505a\u65e0\u76d1\u7763\u5b66\u4e60\u3002<\/p>\n

\u6211\u4eec\u5728\u8fdb\u5316\u8fc7\u7a0b\u4e2d\u7b5b\u9009\u51fa\u4e86\u8fd9\u4e9b\u91cd\u8981\u6982\u5ff5\uff0c\u628a\u5b83\u4eec\u51dd\u7f29\u6210\u8bcd\uff0c\u6bcf\u4e2a\u8bcd\u53ea\u9700\u8981\u51e0\u4e2a\u5b57\u8282\u7684\u5b58\u50a8\u7a7a\u95f4\uff0c\u800c\u7528\u56fe\u50cf\u6765\u8868\u793a\u201d\u676f\u5b50\u201d\u8fd9\u4e2a\u6982\u5ff5\uff0c\u53ef\u80fd\u9700\u8981\u6210\u5343\u4e0a\u4e07\u5f20\u56fe\u7247\u3002<\/p>\n

\u5904\u7406\u8fd9\u4e48\u5927\u91cf\u4fe1\u606f\u6240\u9700\u7684\u7b97\u529b\u81ea\u7136\u8981\u9ad8\u5f97\u591a\uff0c\u6211\u89c9\u5f97\u6211\u4eec\u76ee\u524d\u8fd8\u6ca1\u6709\u5230\u90a3\u4e2a\u7a0b\u5ea6\u3002<\/p>\n

Allen\uff1a\u597d\uff0c\u7136\u540e\u662f\u90a3\u7bc7\u6211\u5f88\u559c\u6b22\u6807\u9898\u7684\u8bba\u6587\u2014\u2014\u300aEyes Wide Shut\u300b\uff0c\u65af\u5766\u5229\u00b7\u5e93\u5e03\u91cc\u514b\u7684\u6700\u540e\u4e00\u90e8\u7535\u5f71\u3002<\/p>\n

\u4f60\u5728\u8bba\u6587\u91cc\u63d0\u51fa\uff0c\u5f88\u591a\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5931\u8d25\uff0c\u90fd\u53ef\u4ee5\u8ffd\u6eaf\u5230CLIP\u8fd9\u6837\u7684\u89c6\u89c9\u7f16\u7801\u5668\u4ee5\u53caCLIP\u7684\u76f2\u70b9\u3002<\/p>\n

\u80fd\u6982\u62ec\u4e00\u4e0b\u8fd9\u7bc7\u8bba\u6587\u5417\uff1f\u5728\u4f60\u770b\u6765\uff0c\u8fd9\u4e2a\u74f6\u9888\u7a76\u7adf\u6709\u591a\u5c11\u662f\u89c6\u89c9\u95ee\u9898\uff0c\u53c8\u6709\u591a\u5c11\u662f\u8bed\u8a00\u6a21\u578b\u6216\u5bf9\u9f50\u95ee\u9898\uff1f<\/p>\n

\u5218\u58ee\uff1a\u6211\u8ba4\u4e3a\u8fd9\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f\u89c6\u89c9\u7f16\u7801\u5668\u7684\u95ee\u9898\u3002<\/p>\n

\u6b63\u5982\u6211\u4e4b\u524d\u8bf4\u7684\uff0c\u8fd9\u4e9b\u6a21\u578b\u53ea\u4f1a\u5b66\u8bad\u7ec3\u65f6\u6559\u5b83\u4eec\u5b66\u7684\u4e1c\u897f\u3002\u5982\u679c\u8bad\u7ec3\u65f6\u6ca1\u6709\u8ba9\u6a21\u578b\u9762\u5bf9\u4f60\u5e0c\u671b\u5b83\u64c5\u957f\u7684\u4efb\u52a1\u7c7b\u578b\uff0c\u6d4b\u8bd5\u65f6\u5b83\u5c31\u4e0d\u4f1a\u597d\u3002<\/p>\n

\u5177\u4f53\u6765\u8bf4\uff0cCLIP\u8bad\u7ec3\u7684\u76ee\u6807\u662f\u8ba9\u56fe\u50cf\u8868\u793a\u548c\u5b83\u7684\u6587\u5b57\u63cf\u8ff0\u5bf9\u9f50\u3002\u800c\u56fe\u50cf\u63cf\u8ff0\u81ea\u7136\u5730\u66f4\u5173\u6ce8\u56fe\u50cf\u7684\u5185\u5bb9\u2014\u2014\u91cc\u9762\u6709\u4ec0\u4e48\u7269\u4f53\uff0c\u5b83\u4eec\u5728\u505a\u4ec0\u4e48\u2014\u2014\u800c\u4e0d\u592a\u4f1a\u660e\u786e\u8bf4\u660e\u8fd9\u4e9b\u7269\u4f53\u7684\u4f4d\u7f6e\u3002<\/p>\n

\u5982\u679c\u56fe\u4e2d\u6709\u4e00\u4e2a\u4eba\u548c\u4e00\u6761\u72d7\uff0c\u63cf\u8ff0\u5927\u6982\u53ea\u4f1a\u8bf4\u201c\u4eba\u548c\u72d7\u73a9\u800d\u201d\uff0c\u800c\u4e0d\u4f1a\u8bf4\u4eba\u5728\u5de6\u8fb9\u8fd8\u662f\u53f3\u8fb9\u2014\u2014\u8fd9\u662f\u6211\u4eec\u4eba\u7c7b\u63cf\u8ff0\u56fe\u50cf\u65f6\u5f88\u81ea\u7136\u7684\u65b9\u5f0f\u3002<\/p>\n

\u5bf9\u4eba\u6765\u8bf4\u8fd9\u6ca1\u95ee\u9898\uff0c\u6211\u4eec\u4e0d\u592a\u5728\u4e4e\u8c01\u5728\u5de6\u8fb9\u3002\u4f46\u5982\u679c\u4f60\u5e0c\u671b\u6a21\u578b\u80fd\u591f\u56de\u7b54\u8fd9\u7c7b\u4f4d\u7f6e\u5173\u7cfb\u7684\u95ee\u9898\uff0c\u5c31\u9700\u8981\u5728\u8bad\u7ec3\u91cc\u7528\u5230\u8fd9\u4e9b\u3002\u800c\u8fd9\u6b63\u662fCLIP\u8bad\u7ec3\u6240\u5ffd\u7565\u7684\u3002<\/p>\n

\u7ed3\u679c\u6211\u4eec\u5f97\u5230\u4e00\u4e2a\u88ab\u7528\u4f5c\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u89c6\u89c9\u7f16\u7801\u5668\u7684CLIP\u6a21\u578b\uff0c\u5b83\u6839\u672c\u6ca1\u88ab\u8bad\u7ec3\u53bb\u5904\u7406\u8fd9\u4e9b\u4efb\u52a1\u3002<\/p>\n

\u8fd9\u518d\u6b21\u5370\u8bc1\u4e86\u6211\u7684\u89c2\u70b9\uff1a\u60f3\u8ba9\u6a21\u578b\u64c5\u957f\u4ec0\u4e48\uff0c\u5c31\u8981\u5728\u90a3\u4ef6\u4e8b\u4e0a\u8bad\u7ec3\u5b83\u3002<\/p>\n

Allen\uff1a\u5728\u300aEyes Wide Shut\u300b\u90a3\u7bc7\u8bba\u6587\u91cc\uff0c\u4f60\u5efa\u8bae\u628a\u89c6\u89c9\u7279\u5f81\u548c\u81ea\u76d1\u7763\u7279\u5f81\u6df7\u5408\u6765\u6539\u5584\u89c6\u89c9\u5b9a\u4f4d\u3002<\/p>\n

\u5982\u679c\u540c\u65f6\u4f18\u5316\u8bed\u8a00\u5bf9\u9f50\u548c\u7ec6\u7c92\u5ea6\u89c6\u89c9\u8fa8\u522b\uff0c\u4f60\u8ba4\u4e3a\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u6700\u7406\u60f3\u7684\u89c6\u89c9\u7f16\u7801\u5668\u5e94\u8be5\u662f\u4ec0\u4e48\u6837\u7684\uff1f<\/p>\n

\u7f16\u8005\u6ce8\uff1a\u81ea\u76d1\u7763\u5b66\u4e60\uff08self-supervised learning\uff09\u662f\u4e00\u79cd\u4e0d\u9700\u8981\u4eba\u5de5\u6807\u6ce8\u7684\u8bad\u7ec3\u65b9\u5f0f\uff0c\u6a21\u578b\u901a\u8fc7\u9884\u6d4b\u56fe\u50cf\u7684\u4e00\u90e8\u5206\u3001\u6216\u8005\u9884\u6d4b\u88ab\u906e\u6321\u7684\u533a\u57df\u6765\u5b66\u4e60\u89c6\u89c9\u8868\u793a\u3002\u5178\u578b\u7684\u65b9\u6cd5\u6709MAE\uff08Masked Autoencoders\uff09\u3001DINO\u7b49\uff0c\u5b83\u4eec\u5f80\u5f80\u80fd\u5b66\u5230\u6bd4 CLIP \u66f4\u7ec6\u7c92\u5ea6\u7684\u89c6\u89c9\u7279\u5f81\u3002<\/p>\n

\u5218\u58ee\uff1a\u6211\u73b0\u5728\u5fc3\u91cc\u60f3\u7684\u89e3\u51b3\u65b9\u6848\u5c31\u662f\u4e24\u8005\u90fd\u505a\u3002\u8fd9\u4e24\u79cd\u662f\u73b0\u5728\u89c6\u89c9\u9884\u8bad\u7ec3\u7684\u4e24\u5927\u4e3b\u6d41\u8303\u5f0f\u3002<\/p>\n

\u6211\u8fd8\u60f3\u52a0\u4e00\u4e2a\u2014\u2014\u73b0\u5728\u5f88\u591a\u4eba\u5728\u8ba8\u8bba\u4e16\u754c\u6a21\u578b\u2014\u2014\u6211\u4f1a\u5728\u89c6\u89c9\u90e8\u5206\u52a0\u5165\u65f6\u95f4\u7ef4\u5ea6\uff0c\u8fd9\u4e5f\u4f1a\u975e\u5e38\u6709\u5e2e\u52a9\u3002<\/p>\n

\u5927\u8bed\u8a00\u6a21\u578b\u6709\u4e16\u754c\u6a21\u578b\uff0c\u4f46\u53ea\u5728\u8bed\u8a00\u7a7a\u95f4\u91cc<\/p>\n

\u7f16\u8005\u6ce8\uff1a\u201c\u5927\u8bed\u8a00\u6a21\u578b\u6709\u6ca1\u6709\u4e16\u754c\u6a21\u578b\u201d\u662f\u8fd1\u5e74\u6765 AI \u9886\u57df\u6700\u6fc0\u70c8\u7684\u4e89\u8bba\u4e4b\u4e00\u3002Yann LeCun\u957f\u671f\u4e3b\u5f20\uff1a\u73b0\u6709\u5927\u8bed\u8a00\u6a21\u578b\u6ca1\u6709\u771f\u6b63\u7684\u4e16\u754c\u6a21\u578b\uff0c\u4ed6\u529b\u63a8\u4e00\u79cd\u57fa\u4e8e\u80fd\u91cf\u7684\u5c42\u6b21\u5316\u67b6\u6784\u6765\u663e\u5f0f\u6784\u5efa\u4e16\u754c\u6a21\u578b\u3002\u800c\u53e6\u4e00\u4e9b\u7814\u7a76\u8005\uff08\u5982Ilya Sutskever\uff09\u5219\u8ba4\u4e3a\uff0c\u8db3\u591f\u5927\u7684\u8bed\u8a00\u6a21\u578b\u5728\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5df2\u7ecf\u9690\u5f0f\u5730\u5b66\u5230\u4e86\u4e16\u754c\u6a21\u578b\u3002\u5218\u58ee\u5728\u8fd9\u91cc\u7ed9\u51fa\u4e86\u4ed6\u81ea\u5df1\u7684\u7b2c\u4e09\u79cd\u7b54\u6848\u3002<\/p>\n

Ravid\uff1a\u6211\u4eec\u6765\u804a\u804a\u4e16\u754c\u6a21\u578b\u3002\u4f60\u5bf9\u4e16\u754c\u6a21\u578b\u7684\u5b9a\u4e49\u662f\u4ec0\u4e48\uff1f<\/p>\n

\u5218\u58ee\uff1a\u5bf9\u6211\u6765\u8bf4\uff0c\u4e16\u754c\u6a21\u578b\u5c31\u662f\u9884\u6d4b\u4e16\u754c\u5982\u4f55\u8fd0\u4f5c\uff0c\u6839\u636e\u4f60\u5f53\u524d\u7684\u72b6\u6001\u6765\u9884\u6d4b\u4e16\u754c\u63a5\u4e0b\u6765\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002<\/p>\n

Ravid\uff1a\u8fd9\u5177\u4f53\u662f\u4ec0\u4e48\u610f\u601d\uff1f<\/p>\n

\u6bd4\u5982\u51e0\u5468\u524dStephane Mallat\u6765\u8fd9\u91cc\u58f0\u79f0\u5927\u8bed\u8a00\u6a21\u578b\u6709\u4e16\u754c\u6a21\u578b\uff0c\u800c\u4e4b\u524dYann LeCun\u6765\u8fd9\u91cc\u8bf4\u6211\u4eec\u9700\u8981\u663e\u5f0f\u5730\u6784\u5efa\u4e16\u754c\u6a21\u578b\uff0c\u76ee\u524d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5e76\u6ca1\u6709\u3002<\/p>\n

\u4f60\u600e\u4e48\u770b\uff1f\u4f60\u89c9\u5f97\u6211\u4eec\u80fd\u5b9a\u4e49\u51fa\u4e00\u4e2a\u6807\u51c6\uff0c\u6765\u5224\u65ad\u54ea\u4e9b\u6a21\u578b\u6709\u4e16\u754c\u6a21\u578b\u3001\u54ea\u4e9b\u6ca1\u6709\uff1f<\/p>\n

\u5218\u58ee\uff1a\u662f\u7684\uff0c\u6211\u8ba4\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u5728\u8bed\u8a00\u7a7a\u95f4\u91cc\u662f\u6709\u4e16\u754c\u6a21\u578b\u7684\uff0c\u8fd9\u6beb\u65e0\u7591\u95ee\u3002<\/p>\n

\u8bed\u8a00\u662f\u6211\u4eec\u6240\u63a5\u6536\u7684\u6240\u6709\u611f\u77e5\u4fe1\u53f7\u7684\u66f4\u9ad8\u5c42\u6b21\u7684\u62bd\u8c61\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u8fd9\u4e2a\u5c42\u9762\u4e0a\u6709\u7740\u76f8\u5f53\u597d\u7684\u4e16\u754c\u6a21\u578b\u3002<\/p>\n

\u6211\u7ecf\u5e38\u548cChatGPT\u8ba8\u8bba\u5386\u53f2\u3002\u51e0\u5929\u524d\u6211\u8ba9\u5b83\u60f3\u8c61\u4e00\u4e2a\u5047\u8bbe\u573a\u666f\uff1a\u4e2d\u56fd\u5386\u53f2\u4e0a\u67d0\u4e2a\u4e8b\u4ef6\u91cc\uff0c\u6211\u8ba9ChatGPT\u60f3\u8c61\u5982\u679c\u90a3\u4e2a\u5931\u8d25\u7684\u52bf\u529b\u8d62\u5f97\u4e86\u6218\u4e89\uff0c\u5386\u53f2\u4f1a\u600e\u4e48\u53d8\uff1f<\/p>\n

\u5b83\u7ed9\u51fa\u7684\u56de\u7b54\u975e\u5e38\u5408\u7406\u2014\u2014\u628a\u6240\u6709\u5c0f\u4e8b\u4ef6\u4e32\u8054\u8d77\u6765\uff0c\u4e00\u5207\u90fd\u8bb2\u5f97\u901a\uff0c\u53ea\u662f\u4e00\u4e9b\u5c0f\u6982\u7387\u7684\u51b3\u7b56\u504f\u79fb\uff0c\u7136\u540e\u4e00\u5207\u968f\u4e4b\u6539\u53d8\uff0c\u50cf\u771f\u5b9e\u5386\u53f2\u4e00\u6837\uff0c\u5b8c\u5168\u6709\u53ef\u80fd\u5c31\u662f\u771f\u5b9e\u5386\u53f2\u3002<\/p>\n

\u5728\u8fd9\u4e2a\u610f\u4e49\u4e0a\uff0c\u6211\u89c9\u5f97\u6ca1\u6709\u54ea\u4e2a\u5c0f\u8bf4\u5bb6\u6216\u5386\u53f2\u5b66\u5bb6\u80fd\u8d85\u8d8a\u5b83\u5728\u8fd9\u4e32\u4e8b\u4ef6\u4e2d\u7684\u903b\u8f91\u63a8\u7406\u6c34\u5e73\u3002<\/p>\n

\u6240\u4ee5\u5b83\u4eec\u786e\u5b9e\u6709\u4e00\u4e2a\u5f88\u597d\u7684\u4e16\u754c\u6a21\u578b\uff0c\u53ea\u4e0d\u8fc7\u662f\u5728\u975e\u5e38\u9ad8\u7684\u62bd\u8c61\u5c42\u6b21\u4e0a\u3002<\/p>\n

\u5f53\u6211\u4eec\u8bf4\u201c\u6211\u4eec\u73b0\u5728\u6ca1\u6709\u4e16\u754c\u6a21\u578b\u201d\uff0c\u8bf4\u7684\u5176\u5b9e\u662f\u89c6\u89c9\u7a7a\u95f4\u7684\u4e16\u754c\u6a21\u578b\u2014\u2014\u6211\u4eec\u6ca1\u6cd5\u5728\u50cf\u7d20\u7a7a\u95f4\u91cc\u5b8c\u6574\u5730\u6062\u590d\u6216\u6a21\u62df\u4e16\u754c\uff0c\u8fd9\u4e5f\u662f\u771f\u7684\u3002<\/p>\n

\u6211\u8ba4\u4e3a\u6a21\u578b\u6709\u6ca1\u6709\u4e16\u754c\u6a21\u578b\uff0c\u53d6\u51b3\u4e8e\u4f60\u60f3\u5bf9\u4e16\u754c\u7684\u54ea\u4e2a\u5c42\u6b21\u5efa\u6a21\u3002<\/p>\n

\u5982\u679c\u4f60\u628a\u4e16\u754c\u7684\u9ad8\u5c42\u6b21\u4e8b\u4ef6\u89c6\u4e3a\u4e00\u4e2a\u81ea\u5305\u542b\u7684\u4e16\u754c\uff0c\u90a3\u6211\u4eec\u901a\u8fc7\u8bed\u8a00\u6a21\u578b\u786e\u5b9e\u6709\u3002<\/p>\n

\u4f46\u5982\u679c\u4f60\u628a\u6bcf\u4e2a\u50cf\u7d20\u3001\u6bcf\u4e2a\u539f\u59cb\u4fe1\u53f7\u3001\u6bcf\u4e2a\u7269\u7406\u4fe1\u53f7\uff0c\u5305\u62ec\u4e16\u754c\u4e0a\u6bcf\u79cd\u7269\u8d28\u7684\u7269\u7406\u5c5e\u6027\uff0c\u90fd\u7eb3\u5165\u8003\u91cf\uff0c\u90a3\u6211\u4eec\u786e\u5b9e\u8fd8\u6ca1\u6709\u90a3\u4e2a\u5c42\u6b21\u7684\u7cbe\u7ec6\u5316\u6a21\u578b\u3002<\/p>\n

\u6839\u672c\u539f\u56e0\u8fd8\u662f\u89c6\u89c9\u6570\u636e\u7684\u541e\u5410\u91cf\u592a\u9ad8\uff0c\u6211\u4eec\u8fd8\u6ca1\u6709\u8db3\u591f\u7684\u7b97\u529b\u6765\u5b8c\u7f8e\u5730\u5bf9\u5b83\u5efa\u6a21\u3002<\/p>\n

Ravid\uff1a\u90a3\u4f60\u89c9\u5f97\u6211\u4eec\u771f\u7684\u9700\u8981\u4e16\u754c\u6a21\u578b\u6765\u89e3\u51b3 99% \u7684\u4efb\u52a1\u5417\uff1f<\/p>\n

\u5218\u58ee\uff1a \u5bf9\u4e8e\u6570\u5b57\u5316\u5de5\u4f5c\uff0c\u6bd4\u5982\u767d\u9886\u5de5\u4f5c\uff0c\u6211\u8ba4\u4e3a\u4e0d\u9700\u8981\u89c6\u89c9\u4e16\u754c\u6a21\u578b\u3002<\/p>\n

\u5f88\u591a\u4e8b\u60c5\u90fd\u5728\u6570\u5b57\u7a7a\u95f4\u91cc\u8fd0\u4f5c\uff0c\u6211\u6700\u591a\u9700\u8981\u6a21\u578b\u80fd\u8bfb\u53d6\u6211\u7684\u7535\u8111\u5c4f\u5e55\uff0c\u800c\u5c4f\u5e55\u5185\u5bb9\u53ef\u4ee5\u88ab\u6570\u5b57\u5316\u6216\u538b\u7f29\uff0c\u901a\u5e38\u6700\u591a\u662f\u4e00\u7ec4\u56fe\u50cf\uff0c\u4e0d\u662f\u5b9e\u65f6\u89c6\u9891\u6d41\uff0c\u8fd9\u76f8\u5bf9\u5bb9\u6613\u3002<\/p>\n

\u6211\u76ee\u524d\u7528Claude Code\u7684\u74f6\u9888\u4e4b\u4e00\u5c31\u662f\u9700\u8981\u622a\u5c4f\uff0c\u8fd9\u4e2a\u95ee\u9898\u5e94\u8be5\u5f88\u5feb\u53ef\u4ee5\u89e3\u51b3\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u6a21\u578b\u53ef\u80fd\u5f88\u5feb\u5c31\u80fd\u4ee5\u5b89\u5168\u7684\u65b9\u5f0f\u8bbf\u95ee\u6211\u4eec\u7684\u5c4f\u5e55\u3002<\/p>\n

\u4f46\u5bf9\u4e8e\u4f53\u529b\u52b3\u52a8\uff0c\u6bd4\u5982\u5efa\u7b51\u3001\u9a7e\u9a76\u3001\u4f53\u529b\u6d3b\u52a8\uff0c\u6211\u8ba4\u4e3a\u786e\u5b9e\u9700\u8981\u89c6\u89c9\u6a21\u578b\uff0c\u56e0\u4e3a\u8fd9\u7c7b\u5de5\u4f5c\u4e2d\u7684\u53cd\u9988\u662f\u975e\u5e38\u7ec6\u7c92\u5ea6\u7684\u3002<\/p>\n

\u8fd8\u6709\u7406\u53d1\u2014\u2014\u4f60\u60f3\u526a\u54ea\u90e8\u5206\u5934\u53d1\u3001\u526a\u591a\u5c11\uff0c\u8fd9\u662f\u6ca1\u6cd5\u9760\u8bed\u8a00\u6a21\u578b\u6765\u5b8c\u6210\u7684\u3002<\/p>\n

\u8fd8\u6709\u4e00\u4e9b\u7269\u7406\u6027\u7684\u5de5\u4f5c\uff0c\u6bd4\u5982\u5916\u79d1\u624b\u672f\u3002\u6211\u8ba4\u4e3a\uff0c\u771f\u6b63\u9700\u8981\u89c6\u89c9\u4e16\u754c\u6a21\u578b\u624d\u80fd\u505a\u597d\u7684\u5de5\u4f5c\uff0c\u4e0d\u4f1a\u8d85\u8fc7\u4e00\u534a\u3002<\/p>\n

\u8bb0\u5fc6\u624d\u662f\u771f\u6b63\u7684\u74f6\u9888\uff0c\u667a\u80fd\u4f53\u53ea\u662f\u6743\u5b9c\u4e4b\u8ba1<\/p>\n

\u7f16\u8005\u6ce8\uff1a\u8fd9\u90e8\u5206\u8bdd\u9898\u6db5\u76d6\u4e86\u51e0\u4e2a\u76f8\u4e92\u5173\u8054\u7684\u8bae\u9898\uff1a\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u8bad\u7ec3\u3001Agent\u3001\u6301\u7eed\u5b66\u4e60\uff0c\u4ee5\u53caAI\u8f85\u52a9\u79d1\u7814\u7684\u73b0\u72b6\u3002\u5218\u58ee\u8fd8\u63d0\u5230\u4e86\u53e6\u4e00\u7bc7\u81ea\u5df1\u7684\u8bba\u6587\u300aIdiosyncrasies in Large Language Models\u300b\uff08\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u7279\u5f02\u6027\uff09\uff0c\u8be5\u8bba\u6587\u53d1\u73b0\uff0c\u4e0d\u540c\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u6587\u672c\u5b58\u5728\u53ef\u88ab\u8bc6\u522b\u7684\u201c\u6307\u7eb9\u201d\uff0c\u5373\u4fbf\u7ecf\u8fc7\u6539\u5199\u6216\u7ffb\u8bd1\u4ecd\u7136\u4fdd\u7559\u3002<\/p>\n

Ravid\uff1a\u4f60\u600e\u4e48\u770b\u5f3a\u5316\u5b66\u4e60\uff1f<\/p>\n

\u73b0\u5728\u6240\u6709\u5b9e\u9a8c\u5ba4\u90fd\u5728\u5efa\u81ea\u5df1\u7684\u73af\u5883\uff0c\u60f3\u5728\u7f16\u7a0b\u6216\u67d0\u4e9b\u7279\u5b9a\u4efb\u52a1\u4e0a\u505a\u5f97\u66f4\u597d\uff0c\u5c31\u642d\u4e00\u4e2a\u4e13\u7528\u73af\u5883\uff0c\u8ba9\u6a21\u578b\u5728\u8fd9\u4e2a\u73af\u5883\u91cc\u8bad\u7ec3\uff0c\u7ed9\u5b83\u53cd\u9988\u548c\u5956\u52b1\u3002<\/p>\n

\u4f60\u89c9\u5f97\u8fd9\u662f\u672a\u6765\u7684\u65b9\u5411\u5417\uff1f<\/p>\n

\u5218\u58ee\uff1a\u662f\u7684\uff0c\u5b9e\u9645\u4e0a\u6211\u4e0d\u786e\u5b9a\u6bcf\u4e2a\u5b9e\u9a8c\u5ba4\u90fd\u8fd9\u6837\u505a\u5f3a\u5316\u5b66\u4e60\u6216\u76d1\u7763\u5fae\u8c03\u662f\u5426\u771f\u7684\u53ef\u884c\u3002<\/p>\n

\u6211\u5e0c\u671b\u672a\u6765\u80fd\u6709\u4e00\u5957\u50cf\u9884\u8bad\u7ec3\u4e00\u6837\u6210\u719f\u7684\u65b9\u6cd5\u6765\u505a\u6301\u7eed\u8bad\u7ec3\u3002\u53ef\u4ee5\u662f\u5f3a\u5316\u5b66\u4e60\uff0c\u4e5f\u53ef\u4ee5\u662f\u60c5\u5883\u5de5\u7a0b\u3001\u63d0\u793a\u5de5\u7a0b\u3001\u667a\u80fd\u4f53\u534f\u4f5c\uff0c\u8fd9\u4e9b\u90fd\u8fd8\u662f\u5f00\u653e\u7684\u3002<\/p>\n

\u4e5f\u8bb8\u8fd8\u9700\u8981\u8c03\u6574\u67b6\u6784\uff0c\u8ba9\u6a21\u578b\u6709\u66f4\u5927\u7684\u8bb0\u5fc6\u3001\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n

\u6301\u7eed\u5b66\u4e60\u8fd9\u4ef6\u4e8b\uff0c\u628a\u901a\u7528\u6a21\u578b\u9002\u914d\u5230\u7279\u5b9a\u9886\u57df\uff0c\u6211\u8ba4\u4e3a\u975e\u5e38\u91cd\u8981\u3002<\/p>\n

\u56e0\u4e3a\u6bcf\u4e2a\u4eba\u5728\u4e00\u751f\u4e2d\u4f1a\u9047\u5230\u4e0d\u540c\u7684\u60c5\u5883\u3002\u4f60\u5e0c\u671b\u6a21\u578b\u6210\u4e3a\u4f60\u7684\u597d\u52a9\u624b\uff0c\u8d4b\u80fd\u4f60\u7684\u751f\u6d3b\u548c\u5de5\u4f5c\uff0c\u4f60\u9700\u8981\u5b83\u8bb0\u4f4f\u5927\u91cf\u4e0a\u4e0b\u6587\u3002<\/p>\n

\u5728\u8fd9\u65b9\u9762\uff0c\u4eba\u8111\u4ecd\u7136\u8fdc\u8d85\u6a21\u578b\u2014\u2014\u6781\u5927\u7684\u8bb0\u5fc6\u5bb9\u91cf\uff0c\u5feb\u901f\u5b66\u4e60\uff0c\u53ea\u9700\u89c1\u4e00\u6b21\u5c31\u80fd\u8bb0\u4f4f\u4e00\u4e2a\u4e8b\u5b9e\uff0c\u800c\u4e14\u4e0d\u4f1a\u5fd8\u8bb0\u3002<\/p>\n

\u4f60\u4eca\u5929\u7528Claude Code\u65f6\uff0c\u6700\u8ba9\u6211\u62c5\u5fc3\u7684\u5c31\u662f\u5b83\u662f\u5426\u8fd8\u8bb0\u5f97\u6211\u4e4b\u524d\u505a\u8fc7\u7684\u4e8b\uff0c\u6211\u76f8\u4fe1\u5f88\u591a\u4eba\u90fd\u6709\u8fd9\u4e2a\u611f\u53d7\u3002<\/p>\n

\u5728\u6211\u4eec\u5404\u81ea\u7684\u804c\u4e1a\u751f\u6daf\u91cc\uff0c\u6709\u592a\u591a\u4e1c\u897f\u5e0c\u671b\u6a21\u578b\u8bb0\u4f4f\uff0c\u4e0d\u7528\u6bcf\u6b21\u90fd\u91cd\u65b0\u89e3\u91ca\u3002<\/p>\n

\u4e0d\u662f\u4ec0\u4e48\u7279\u5b9a\u4efb\u52a1\uff0c\u800c\u662f\u6240\u6709\u4e00\u5207\u2014\u2014\u6211\u4eec\u4e0e\u4ed6\u4eba\u7684\u4e92\u52a8\u65b9\u5f0f\u3001\u8fc7\u53bb\u7684\u6210\u5c31\u548c\u5931\u8d25\u7b49\u7b49\u3002<\/p>\n

\u6211\u89c9\u5f97\u8fd9\u4e2a\u7b54\u6848\u53ef\u80fd\u4e0d\u53ea\u662f\u5f3a\u5316\u5b66\u4e60\uff0c\u66f4\u50cf\u662f\u7cfb\u7edf\u5de5\u7a0b\u2014\u2014\u600e\u4e48\u7ec4\u7ec7\u4e00\u5207\uff0c\u8ba9\u6a21\u578b\u80fd\u8f7b\u677e\u8bbf\u95ee\u6240\u9700\u4fe1\u606f\u3002<\/p>\n

\u8bf4\u5230\u5e95\u8fd8\u662f\u6570\u636e\u95ee\u9898\uff1a\u600e\u4e48\u7ec4\u7ec7\u6570\u636e\uff0c\u600e\u4e48\u63d0\u4f9b\u8db3\u591f\u7684\u6570\u636e\uff0c\u600e\u4e48\u6574\u5408\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u3001\u4e0d\u540c\u8f93\u5165\u7684\u6570\u636e\u3002\u4e5f\u8bb8\u4ee5\u540e\u6211\u4eec\u4f1a\u6234\u667a\u80fd\u773c\u955c\uff0c\u7ed9\u8fd9\u4e9b\u6a21\u578b\u63d0\u4f9b\u89c6\u89c9\u8f93\u5165\u3002<\/p>\n

Ravid\uff1a\u4f46\u4f60\u89c9\u5f97\u57fa\u672c\u7684\u7ec4\u4ef6\u5df2\u7ecf\u5230\u4f4d\u4e86\uff0c\u8fd8\u662f\u4f1a\u4fdd\u6301\u4e0d\u53d8\uff1f<\/p>\n

\u6211\u4eec\u53ea\u662f\u9700\u8981\u642d\u597d\u811a\u624b\u67b6\u2014\u2014\u6bd4\u5982\u600e\u4e48\u8ba9\u667a\u80fd\u4f53\u5728\u4e16\u754c\u91cc\u884c\u52a8\u3001\u6536\u96c6\u6570\u636e\u3001\u7ec4\u7ec7\u8bb0\u5fc6\u8fd9\u4e9b\u4e8b\u60c5\uff1f\u8fd8\u662f\u8bf4\u6211\u4eec\u9700\u8981\u4ece\u6839\u672c\u4e0a\u6539\u53d8\u4ec0\u4e48\uff1f<\/p>\n

\u5218\u58ee\uff1a\u662f\u7684\uff0c\u8fd9\u662f\u4e2a\u5f88\u597d\u7684\u95ee\u9898\u3002<\/p>\n

\u6709\u4e00\u4e2a\u4ee4\u4eba\u9057\u61be\u7684\u73b0\u5b9e\u662f\uff1a\u4e0d\u662f\u6bcf\u4e2a\u4eba\u90fd\u80fd\u5728\u8fd9\u4e9b\u8d85\u5927\u6a21\u578b\u7684\u57fa\u7840\u5c42\u9762\u4e0a\u505a\u7814\u7a76\uff0c\u53ea\u6709\u8d1f\u62c5\u5f97\u8d77\u8bad\u7ec3\u6210\u672c\u7684\u4eba\u624d\u80fd\u505a\u5b9e\u9a8c\u3002<\/p>\n

\u6240\u4ee5\u73b0\u5728\u6211\u4eec\u770b\u5230\u5927\u91cf\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u2014\u2014\u56e0\u4e3a\u8fd9\u51e0\u4e4e\u662f\u5f88\u591a\u4eba\u80fd\u5bf9\u7cfb\u7edf\u505a\u51fa\u6539\u8fdb\u7684\u552f\u4e00\u65b9\u5f0f\u3002<\/p>\n

\u667a\u80fd\u4f53\u5f88\u597d\uff0c\u4f46\u6211\u6ce8\u610f\u5230\uff0c\u6211\u6784\u5efa\u7684\u6bcf\u4e00\u5957\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u6bcf\u4e00\u4e2a\u811a\u624b\u67b6\u2014\u2014\u6bd4\u5982\u6211\u8bd5\u56fe\u642d\u4e00\u4e2a\u80fd\u8ba9Claude Code\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u6846\u67b6\u2014\u2014<\/p>\n

\u901a\u5e38\u8fc7\u51e0\u5468\u6216\u51e0\u4e2a\u6708\uff0c\u6211\u4f1a\u627e\u5230\u4e00\u4e2a\u66f4\u7b80\u5355\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u6bd4\u5982\u7528\u63d0\u793a\u6216\u4e00\u4e9b\u5185\u7f6e\u547d\u4ee4\u548c\u6280\u80fd\u6765\u5b9e\u73b0\u540c\u6837\u7684\u6548\u679c\uff0c\u800c\u4e0d\u9700\u8981Python\u811a\u624b\u67b6\u8fd9\u7c7b\u4e1c\u897f\u3002<\/p>\n

\u6240\u4ee5\u6211\u8ba4\u4e3a\u6700\u5927\u7684\u6559\u8bad\u662f\uff1a\u4fdd\u6301\u7cfb\u7edf\u7b80\u5355\uff0c\u8ba9\u6a21\u578b\u81ea\u5df1\u505a\u5f88\u591a\u51b3\u5b9a\u3002<\/p>\n

\u9057\u61be\u7684\u662f\uff0c\u4e0d\u662f\u6bcf\u4e2a\u4eba\u90fd\u80fd\u4e3a\u5e95\u5c42\u6a21\u578b\u80fd\u529b\u7684\u63d0\u5347\u505a\u8d21\u732e\u3002<\/p>\n

\u6211\u4eec\u80fd\u505a\u7684\u662f\u60c5\u5883\u5de5\u7a0b\u548c\u667a\u80fd\u4f53\u3002\u4f46\u5728\u57fa\u7840\u80fd\u529b\u65b9\u9762\uff0c\u6211\u8ba4\u4e3a\u6211\u4eec\u4ecd\u7136\u53ef\u4ee5\u8ffd\u8d76\u3002<\/p>\n

\u6211\u4eec\u73b0\u5728\u5173\u5fc3\u7684\u6bcf\u4e00\u4e2a\u4efb\u52a1\uff0c\u5728\u4e00\u5b9a\u7684\u6027\u80fd\u6c34\u5e73\u4e0a\uff0c\u90fd\u53ef\u4ee5\u7528\u66f4\u5c11\u7684\u667a\u80fd\u4f53\u3001\u66f4\u5c11\u7684\u811a\u624b\u67b6\u6765\u5b8c\u6210\uff0c\u800c\u66f4\u591a\u5730\u4f9d\u8d56\u6a21\u578b\u672c\u8eab\u7684\u80fd\u529b\u3002<\/p>\n

\u6211\u8ba4\u4e3a\u6211\u4eec\u4ecd\u7136\u5904\u5728\u8fd9\u6761\u66f2\u7ebf\u4e0a\u3002<\/p>\n

Ravid\uff1a\u4f46\u6211\u4eec\u4e3a\u4ec0\u4e48\u8981\u5728\u610f\u5462\uff1f\u5728\u7b97\u529b\u548c\u6570\u636e\u8d8a\u6765\u8d8a\u591a\u7684\u4e16\u754c\u91cc\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u5c31\u76f4\u63a5\u642d\u667a\u80fd\u4f53\u89e3\u51b3\u6240\u6709\u95ee\u9898\uff1f<\/p>\n

\u5218\u58ee\uff1a\u667a\u80fd\u4f53\u8fd8\u662f\u4f1a\u72af\u9519\u2014\u2014\u4ee3\u7801\u667a\u80fd\u4f53\u4e5f\u662f\u3002<\/p>\n

\u6211\u9047\u5230\u7684\u5f88\u591a\u9519\u8bef\u90fd\u662f\u56e0\u4e3a\u5b83\u8bb0\u4e0d\u4f4f\u67d0\u4e9b\u4e1c\u897f\uff0c\u8fd9\u5f88\u660e\u663e\uff0c\u5e94\u8be5\u662f\u663e\u800c\u6613\u89c1\u7684\u3002<\/p>\n

\u6240\u4ee5\u6211\u8ba4\u4e3a\u5728\u8bb0\u5fc6\u65b9\u9762\u2014\u2014\u8bb0\u5fc6\u548c\u4e0a\u4e0b\u6587\u2014\u2014\u8fd9\u662f\u76ee\u524d\u6700\u91cd\u8981\u7684\u95ee\u9898\uff0c\u5c24\u5176\u662f\u8bb0\u5fc6\u3002\u5b83\u4eec\u662f\u4e00\u679a\u786c\u5e01\u7684\u4e24\u9762\u3002<\/p>\n

\u5373\u4f7f\u4f60\u6709\u65e0\u9650\u7684\u4e0a\u4e0b\u6587\uff0c\u5982\u679c\u5b83\u5fd8\u8bb0\u4e86\u6216\u8005\u8bb0\u9519\u4e86\u4e8b\u5b9e\uff0c\u5b83\u7684\u8bb0\u5fc6\u529b\u4ecd\u7136\u4e0d\u597d\u3002<\/p>\n

Claude Code\u524d\u51e0\u5929\u5ba3\u5e03\u652f\u6301100\u4e07token\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u5927\u5bb6\u90fd\u5f88\u632f\u594b\uff0c\u5305\u62ec\u6211\uff0c\u8fd9\u5f88\u597d\u3002<\/p>\n

\u4f46\u6211\u4eec\u600e\u6837\u624d\u80fd\u62e5\u6709\u65e0\u9650\u7684\u8bb0\u5fc6\uff1f\u81f3\u5c11\u662f\u6301\u7eed\u5b66\u4e60\u95ee\u9898\u2014\u2014\u600e\u6837\u624d\u80fd\u4e0d\u5fd8\u8bb0\uff1f<\/p>\n

\u6211\u89c9\u5f97\u8fd9\u6bd4\u600e\u4e48\u6784\u5efa\u534f\u4f5c\u667a\u80fd\u4f53\u66f4\u91cd\u8981\uff0c\u5982\u679c\u6211\u4eec\u5728\u8fd9\u65b9\u9762\u53d6\u5f97\u7a81\u7834\uff0c\u4f1a\u66f4\u6709\u4ef7\u503c\u3002<\/p>\n

\u6211\u4eec\u9700\u8981\u5f88\u591a\u667a\u80fd\u4f53\uff0c\u6070\u6070\u662f\u56e0\u4e3a\u4e00\u4e2a\u667a\u80fd\u4f53\u8bb0\u4e0d\u4f4f\u6240\u6709\u4e8b\u60c5\uff0c\u9700\u8981\u62c6\u5206\u4efb\u52a1\u3002<\/p>\n

\u5982\u679c\u4e00\u4e2a\u667a\u80fd\u4f53\u80fd\u8bb0\u4f4f\u6240\u6709\u4e8b\u60c5\uff0c\u505a\u5b8c\u8fd9\u4e2a\u4efb\u52a1\u8fd8\u4e0d\u5fd8\u8bb0\u4e0a\u4e00\u4e2a\u4efb\u52a1\uff0c\u90a3\u6240\u6709\u5de5\u4f5c\u5c31\u53ef\u4ee5\u4ea4\u7ed9\u8fd9\u4e00\u4e2a\u667a\u80fd\u4f53\u5b8c\u6210\u3002<\/p>\n

\u4f5c\u4e3a\u4e2a\u4eba\u52a9\u624b\uff0c\u6709\u4e00\u4e2a\u80fd\u8bb0\u4f4f\u6240\u6709\u4e8b\u60c5\u7684\u52a9\u624b\uff0c\u603b\u6bd4\u534f\u8c03\u591a\u4e2a\u667a\u80fd\u4f53\u66f4\u65b9\u4fbf\u3002<\/p>\n

Allen\uff1a\u4f60\u8fd8\u6709\u4e00\u7bc7\u6211\u5f88\u611f\u5174\u8da3\u7684\u8bba\u6587\u2014\u2014\u300a\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u7279\u5f02\u6027\u300b\uff0c\u53d1\u73b0\u6a21\u578b\u7279\u6709\u7684\u7279\u5f81\u5728\u6539\u5199\u3001\u7ffb\u8bd1\u3001\u6458\u8981\u4e4b\u540e\u4ecd\u7136\u4fdd\u7559\u3002<\/p>\n

\u4f60\u89c9\u5f97\u8fd9\u4e9b\u201c\u6307\u7eb9\u201d\u5230\u5e95\u5728\u5ea6\u91cf\u4ec0\u4e48\uff1f\u662f\u9884\u8bad\u7ec3\u6570\u636e\u3001\u8bad\u7ec3\u540e\u7684\u98ce\u683c\u3001\u89e3\u7801\u884c\u4e3a\uff0c\u8fd8\u662f\u66f4\u5e95\u5c42\u7684\u7ed3\u6784\u6027\u56e0\u7d20\uff1f<\/p>\n

\u5218\u58ee\uff1a \u8fd9\u7bc7\u8bba\u6587\u505a\u7684\u662f\u540c\u6837\u7684\u5206\u7c7b\u4efb\u52a1\u2014\u2014\u7ed9\u5b9a\u4e00\u6bb5\u6587\u672c\uff0c\u8ba9\u4e00\u4e2a\u72ec\u7acb\u7684\u795e\u7ecf\u7f51\u7edc\u5224\u65ad\u5b83\u662f\u7531\u54ea\u4e2a\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u3002<\/p>\n

\u6211\u4eec\u53d1\u73b0\u51c6\u786e\u7387\u53ef\u4ee5\u975e\u5e38\u9ad8\uff0c\u5728\u4e94\u4e2a\u5019\u9009\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\u53ef\u4ee5\u8fbe\u523099%\u3002<\/p>\n

\u5f53\u65f6\u5bf9\u6211\u4eec\u6765\u8bf4\u4e5f\u633a\u51fa\u4e4e\u610f\u6599\u7684\u3002<\/p>\n

\u4f46\u73b0\u5728\u6211\u8ba4\u4e3a\u5927\u5bb6\u8d8a\u6765\u8d8a\u63a5\u53d7\u4e00\u4ef6\u4e8b\uff1a\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u6587\u672c\u91cc\u786e\u5b9e\u5b58\u5728\u7ebf\u7d22\uff0c\u5373\u4f7f\u4e0d\u662fAI\u7814\u7a76\u8005\u7684\u666e\u901a\u4eba\u4e5f\u80fd\u5224\u65ad\u51fa\u5927\u6982\u662f\u54ea\u4e2a\u6a21\u578b\u5199\u7684\u3002<\/p>\n

\u73b0\u5728\u8fd9\u4e0d\u518d\u90a3\u4e48\u4ee4\u4eba\u60ca\u8bb6\u4e86\uff0c\u56e0\u4e3a\u6bcf\u5bb6\u516c\u53f8\u90fd\u6709\u81ea\u5df1\u7684\u7b56\u7565\u6765\u6700\u5927\u5316\u7528\u6237\u53c2\u4e0e\u5ea6\uff0c\u5bfc\u81f4\u6a21\u578b\u8f93\u51fa\u4e86\u4e0d\u540c\u7684\u98ce\u683c\u3002<\/p>\n

\u5230\u5e95\u662f\u4ec0\u4e48\u9020\u6210\u4e86\u8fd9\u4e9b\u5dee\u5f02\uff1f\u6211\u8ba4\u4e3a\u6bcf\u5bb6\u63d0\u4f9b\u5546\u5bf9\u98ce\u683c\u7684\u9009\u62e9\u975e\u5e38\u5173\u952e\u2014\u2014\u7cfb\u7edf\u63d0\u793a\uff0c\u6211\u4eec\u770b\u4e0d\u5230\u4ed6\u4eec\u7684\u7cfb\u7edf\u63d0\u793a\uff0c\u4ed6\u4eec\u6709\u6ca1\u6709\u8ba9\u6a21\u578b\u8f93\u51fa\u8be6\u7ec6\u6216\u7b80\u6d01\uff0c\u6709\u6ca1\u6709\u7528\u5217\u8868\uff1f<\/p>\n

\u540e\u8bad\u7ec3\u7b56\u7565\u4e5f\u6709\u5f88\u5927\u5f71\u54cd\uff0c\u4e0d\u540c\u516c\u53f8\u7684\u540e\u8bad\u7ec3\u65b9\u5f0f\u4e0d\u540c\uff0c\u4ed6\u4eec\u62db\u52df\u6807\u6ce8\u5458\u7684\u65b9\u5f0f\u3001\u8bc4\u5206\u6807\u51c6\u90fd\u4f1a\u6709\u7cfb\u7edf\u6027\u5dee\u5f02\uff0c\u8fd9\u4e9b\u90fd\u4f1a\u9f13\u52b1\u4e0d\u540c\u7684\u884c\u4e3a\u6a21\u5f0f\u3002<\/p>\n

\u9884\u8bad\u7ec3\u4e5f\u6709\u5f71\u54cd\uff0c\u6bcf\u5bb6\u516c\u53f8\u7684\u9884\u8bad\u7ec3\u6570\u636e\u6765\u6e90\u4e0d\u540c\uff0c\u6709\u4e9b\u4fa7\u91cd\u7f16\u7a0b\u548c\u6570\u5b66\u63a8\u7406\uff0c\u6709\u4e9b\u4f18\u5316\u901a\u7528\u77e5\u8bc6\u8986\u76d6\u3002<\/p>\n

\u4ee4\u4eba\u9057\u61be\u7684\u662f\uff0c\u6211\u4eec\u4e0d\u77e5\u9053\u8fd9\u4e9b\u5dee\u5f02\u5404\u81ea\u8d21\u732e\u591a\u5c11\u3002<\/p>\n

\u603b\u4f53\u6765\u8bf4\uff0c\u6211\u8ba4\u4e3a\u540e\u8bad\u7ec3\u548c\u7cfb\u7edf\u63d0\u793a\u7684\u8bbe\u8ba1\u662f\u9020\u6210\u5dee\u5f02\u7684\u4e3b\u8981\u539f\u56e0\uff0c\u5360\u5927\u90e8\u5206\u6bd4\u91cd\u3002<\/p>\n

Ravid\uff1a\u4f60\u600e\u4e48\u770b\u9884\u8bad\u7ec3\u8fd9\u4ef6\u4e8b\uff1f\u9884\u8bad\u7ec3\u3001\u4e2d\u8bad\u7ec3\u3001\u540e\u8bad\u7ec3\u8fd9\u79cd\u5212\u5206\u4f1a\u7ee7\u7eed\u5b58\u5728\u5417\uff1f<\/p>\n

\u7f16\u8005\u6ce8\uff1a\u4e2d\u8bad\u7ec3\uff08mid-training\uff09\u662f\u8fd1\u5e74\u6765\u5de5\u4e1a\u754c\u51fa\u73b0\u7684\u4e00\u4e2a\u65b0\u9636\u6bb5\uff0c\u4ecb\u4e8e\u9884\u8bad\u7ec3\u548c\u540e\u8bad\u7ec3\u4e4b\u95f4\uff0c\u4e3b\u8981\u76ee\u7684\u662f\u5728\u66f4\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u4e0a\u7ee7\u7eed\u8bad\u7ec3\u3001\u6216\u8005\u6269\u5c55\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u800c\u4e0d\u5f15\u5165\u4eba\u7c7b\u504f\u597d\u6807\u6ce8\u3002\u540e\u8bad\u7ec3\uff08post-training\uff09\u5219\u6cdb\u6307\u5728\u9884\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u901a\u8fc7\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\u3001\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u7b49\u65b9\u5f0f\uff0c\u8ba9\u6a21\u578b\u66f4\u7b26\u5408\u4eba\u7c7b\u504f\u597d\u3001\u66f4\u5b89\u5168\u3001\u66f4\u6709\u7528\u3002<\/p>\n

\u5218\u58ee\uff1a \u6211\u8ba4\u4e3a\u9884\u8bad\u7ec3\u548c\u4e2d\u8bad\u7ec3\u5f7c\u6b64\u66f4\u76f8\u4f3c\uff0c\u90fd\u548c\u540e\u8bad\u7ec3\u6709\u6240\u4e0d\u540c\u3002<\/p>\n

\u540e\u8bad\u7ec3\u7684\u5956\u52b1\u4fe1\u53f7\u662f\u4e0d\u540c\u7684\uff0c\u56e0\u4e3a\u5b83\u6d89\u53ca\u5230\u4eba\u7c7b\u5224\u65ad\u548c\u4eba\u7c7b\u504f\u597d\u3002<\/p>\n

\u9884\u8bad\u7ec3\u548c\u4e2d\u8bad\u7ec3\u672c\u8d28\u4e0a\u90fd\u662f\u81ea\u56de\u5f52\uff0c\u53ea\u662f\u6570\u636e\u98ce\u683c\u548c\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0d\u540c\u3002<\/p>\n

\u4e2d\u8bad\u7ec3\u662f\u4e2a\u6bd4\u8f83\u65b0\u7684\u6982\u5ff5\uff0c\u51e0\u5e74\u524d\u6211\u4eec\u53ea\u6709\u9884\u8bad\u7ec3\u548c\u540e\u8bad\u7ec3\uff0c\u73b0\u5728\u591a\u4e86\u4e00\u4e2a\u4e2d\u8bad\u7ec3\u3002<\/p>\n

\u4e2d\u8bad\u7ec3\u6216\u8bb8\u662f\u4e00\u79cd\u4e34\u65f6\u72b6\u6001\uff0c\u56e0\u4e3a\u4e2d\u8bad\u7ec3\u7684\u6838\u5fc3\u662f\u6269\u5c55\u4e0a\u4e0b\u6587\u957f\u5ea6\u3001\u5f15\u5165\u66f4\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u3002<\/p>\n

\u6211\u6ca1\u6709\u8fd9\u4e9b\u516c\u53f8\u7684\u5185\u90e8\u4fe1\u606f\uff0c\u4f46\u6211\u89c9\u5f97\u8fd9\u53ef\u80fd\u662f\u4e00\u79cd\u59a5\u534f\u2014\u2014\u6211\u4eec\u6ca1\u6709\u8db3\u591f\u7684\u7b97\u529b\u59cb\u7ec8\u5728\u8d85\u957f\u4e0a\u4e0b\u6587\u4e0a\u8bad\u7ec3\u3001\u59cb\u7ec8\u5728\u6700\u9ad8\u8d28\u91cf\u6570\u636e\u4e0a\u8bad\u7ec3\u3002<\/p>\n

\u6240\u4ee5\u9884\u8bad\u7ec3\u548c\u4e2d\u8bad\u7ec3\u53ef\u4ee5\u7edf\u79f0\u4e3a\u201c\u9884\u8bad\u7ec3\u201d\uff0c\u5f15\u53f7\u91cc\u7684\u90a3\u79cd\u3002<\/p>\n

\u540e\u8bad\u7ec3\u4e0d\u540c\uff0c\u56e0\u4e3a\u5b83\u6d89\u53ca\u4eba\u7c7b\u5bf9\u6a21\u578b\u884c\u4e3a\u7684\u4e3b\u52a8\u5f15\u5bfc\uff0c\u8fd9\u79cd\u533a\u522b\u4e0d\u4f1a\u6d88\u5931\u3002<\/p>\n

\u4f46\u6211\u5e0c\u671b\u672a\u6765\u8fd8\u6709\u53e6\u4e00\u4e2a\u9636\u6bb5\u2014\u2014\u9488\u5bf9\u6bcf\u4e2a\u7528\u6237\u5b9a\u5236\u7684\u6301\u7eed\u8bad\u7ec3\uff0c\u5b9a\u5236\u504f\u597d\u3001\u8bb0\u5fc6\u9700\u6c42\u3001\u4f7f\u7528\u98ce\u683c\uff0c\u90a3\u4f1a\u975e\u5e38\u597d\u3002<\/p>\n

Ravid\uff1a\u4f60\u600e\u4e48\u770b\u6301\u7eed\u5b66\u4e60\uff1f\u662f\u50cf\u81ea\u76d1\u7763\u5b66\u4e60\u90a3\u6837\u4ece\u4e0d\u540c\u89c6\u89d2\u7684\u5dee\u5f02\u91cc\u5b66\u4e60\uff1f<\/p>\n

\u8fd8\u662f\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\uff0c\u6709\u4e86\u65b0\u6570\u636e\u518d\u89e3\u51b3\u7279\u5b9a\u95ee\u9898\uff1f<\/p>\n

\u5218\u58ee\uff1a\u6211\u8ba4\u4e3a\u6301\u7eed\u5b66\u4e60\u4e0d\u592a\u662f\u5173\u4e8e\u589e\u5f3a\u80fd\u529b\u7684\u3002\u6211\u66f4\u613f\u610f\u628a\u5b83\u770b\u4f5c\u66f4\u597d\u7684\u8bb0\u5fc6\u3002<\/p>\n

\u8fd9\u4e9b\u6a21\u578b\u5df2\u6709\u7684\u80fd\u529b\u5df2\u7ecf\u5f88\u597d\u4e86\uff0c\u5b83\u4eec\u80fd\u89e3\u51fa\u5927\u591a\u6570\u4eba\u89e3\u4e0d\u4e86\u7684\u6570\u5b66\u9898\u3002<\/p>\n

\u6211\u4eec\u9700\u8981\u7684\u662f\u8ba9\u6a21\u578b\u8bb0\u4f4f\u6bcf\u4e2a\u4eba\u7684\u4e2a\u6027\u4e60\u60ef\u2014\u2014\u6211\u4f1a\u5982\u4f55\u56de\u5e94\u67d0\u4e9b\u4e8b\u4ef6\uff1f\u6211\u6709\u54ea\u4e9b\u57fa\u672c\u539f\u5219\uff1f<\/p>\n

\u5373\u4f7f\u6211\u628a\u81ea\u5df1\u751f\u6d3b\u91cc\u6240\u6709\u7684\u7ecf\u5386\u548c\u504f\u597d\u90fd\u5199\u5728\u4e00\u4e2aMarkdown\u6587\u4ef6\u91cc\uff0c\u5b83\u8fd8\u662f\u53ef\u80fd\u9057\u6f0f\u3002<\/p>\n

\u6bd4\u5982\u6211\u73b0\u5728\u6709\u4e00\u4e2a\u5168\u5c40\u7684Claude MD\u6587\u4ef6\uff0c\u544a\u8bc9\u6a21\u578b\u9047\u5230\u67d0\u4e9b\u60c5\u51b5\u65f6\u8981\u6ce8\u610f\u4ec0\u4e48\uff0c\u4f46\u5b83\u4eec\u7ecf\u5e38\u8fd8\u662f\u4f1a\u5ffd\u7565\u3002<\/p>\n

\u6211\u6ca1\u6709\u597d\u7684\u529e\u6cd5\u8ba9\u8fd9\u4e9b\u5185\u5bb9\u771f\u6b63\u201c\u7c98\u201d\u5728\u6a21\u578b\u4e0a\u3002<\/p>\n

\u6240\u4ee5\u6211\u4e00\u76f4\u8ba4\u4e3a\uff0c\u6301\u7eed\u9884\u8bad\u7ec3\u66f4\u591a\u662f\u5173\u4e8e\u62e5\u6709\u7a33\u5b9a\u7684\u8bb0\u5fc6\u3001\u4e0d\u5728\u5c0f\u4e8b\u4e0a\u72af\u9519\uff0c\u800c\u4e0d\u662f\u53d1\u5c55\u66f4\u591a\u80fd\u529b\u3002<\/p>\n

\u662f\u627e\u5230\u5728\u5408\u9002\u573a\u666f\u4e0b\u4f7f\u7528\u6b63\u786e\u6280\u80fd\u7684\u80fd\u529b\uff0c\u800c\u4e0d\u662f\u53d1\u5c55\u66f4\u5f3a\u5927\u7684\u6280\u80fd\u3002<\/p>\n

Ravid\uff1a\u4f60\u600e\u4e48\u770b\u8fd9\u4ef6\u4e8b\uff1f<\/p>\n

\u6211\u597d\u50cf\u5728LinkedIn\u6216Twitter\u4e0a\u770b\u5230\u6709\u4eba\u8bf4\uff0c\u6709\u4e86\u65b0\u7684\u7f16\u7a0b\u667a\u80fd\u4f53\uff0c\u4ed6\u4e0d\u518d\u9700\u8981\u5b66\u751f\u4e86\uff0c\u76f4\u63a5\u544a\u8bc9\u667a\u80fd\u4f53\u60f3\u505a\u4ec0\u4e48\uff0c\u8ba9\u5b83\u8dd1\u5b9e\u9a8c\u3001\u51fa\u7ed3\u679c\u3001\u5199\u62a5\u544a\u5c31\u884c\u4e86\u3002<\/p>\n

\u4f60\u89c9\u5f97\u6211\u4eec\u4f1a\u770b\u5230\u66f4\u591a\u5b66\u751f\u8fd8\u662f\u66f4\u5c11\u5b66\u751f\uff1f<\/p>\n

\u5218\u58ee\uff1a\u4ece\u6559\u80b2\u89d2\u5ea6\u6765\u8bf4\uff0c\u6211\u8ba4\u4e3a\u6211\u4eec\u9700\u8981\u66f4\u591a\u6df1\u5ea6\u6295\u5165\u5176\u4e2d\u7684\u5b66\u751f\uff0c\u9700\u8981\u80fd\u591f\u4f7f\u7528AI\u5e76\u8fdb\u4e00\u6b65\u63a8\u52a8AI\u53d1\u5c55\u7684\u5b66\u751f\u3002\u8fd9\u4e00\u70b9\u4e0d\u5e94\u8be5\u6709\u4ec0\u4e48\u4e89\u8bae\u3002<\/p>\n

\u4ece\u5b9e\u9645\u9879\u76ee\u7684\u89d2\u5ea6\uff0c\u6211\u8ba4\u4e3a\u7b54\u6848\u662f\u4e00\u6837\u7684\u3002<\/p>\n

\u53ea\u8981\u6709\u5408\u7406\u7684\u8d44\u6e90\u548c\u65f6\u95f4\uff0c\u6211\u73b0\u5728\u53ef\u4ee5\u7528Claude Code\u81ea\u5df1\u505a\u4e00\u4e2a\u5c0f\u9879\u76ee\u3002\u4f46\u8fd9\u4e0d\u662f\u5168\u81ea\u52a8\u7684\u3002<\/p>\n

\u6211\u66fe\u7ecf\u8ba9\u5b83\u5728\u4e00\u4e24\u5929\u5185\u72ec\u7acb\u5b8c\u6210\u4e00\u4e2a\u9879\u76ee\uff0c\u4ece\u6784\u601d\u5230\u5b9e\u9a8c\u5230\u5199\u8bba\u6587\uff0c\u4f46\u6548\u679c\u4e0d\u597d\u2014\u2014<\/p>\n

\u63d0\u51fa\u7684\u95ee\u9898\u5f88\u6a21\u7cca\uff0c\u5bf9\u6211\u6765\u8bf4\u6ca1\u4ec0\u4e48\u610f\u601d\uff1b\u505a\u7684\u5b9e\u9a8c\u4e0d\u591f\u5168\u9762\uff0c\u53ea\u662f\u52c9\u5f3a\u80fd\u652f\u6491\u7ed3\u8bba\uff1b\u6211\u9700\u8981\u53cd\u590d\u63d0\u793a\u624d\u80fd\u628a\u5b83\u5f15\u5230\u6b63\u786e\u7684\u65b9\u5411\u3002<\/p>\n

\u5b83\u5fd8\u8bb0\u4e8b\u60c5\u7684\u9891\u7387\u4e5f\u8d85\u51fa\u6211\u7684\u9884\u671f\u3002\u6211\u8ba9\u5b83\u4e00\u76f4\u7528\u67d0\u4e2aGPU\u5206\u533a\uff0c\u5b83\u53ef\u80fd\u9075\u5b88\u51e0\u4e2a\u5c0f\u65f6\uff0c\u4efb\u52a1\u5b8c\u6210\u540e\u5c31\u5fd8\u4e86\u3002<\/p>\n

\u6211\u5e0c\u671b\u5b83\u6c38\u4e0d\u505c\u6b47\uff0c\u6839\u636e\u5f53\u524d\u5b9e\u9a8c\u7ed3\u679c\u4e0d\u65ad\u63a2\u7d22\u3001\u8bbe\u8ba1\u4e0b\u4e00\u4e2a\u5b9e\u9a8c\u6d4b\u8bd5\u65b0\u5047\u8bbe\uff0c\u4f46\u5b83\u5c31\u662f\u4e0d\u542c\uff0c\u6709\u65f6\u5019\u4f1a\u9677\u5165\u5c40\u90e8\u6700\u4f18\u3002<\/p>\n

\u6240\u4ee5\u6211\u8ba4\u4e3a\u5b83\u4eec\u64c5\u957f\u4f4e\u5c42\u6b21\u7684\u4efb\u52a1\uff0c\u5728\u66f4\u9ad8\u5c42\u6b21\u7684\u7814\u7a76\u7406\u89e3\u548c\u5bfc\u822a\u4e0a\u8fd8\u4e0d\u591f\u597d\u3002<\/p>\n

\u5b66\u751f\u4e5f\u53ef\u4ee5\u50cf\u6211\u4e00\u6837\uff0c\u8ba9Claude Code\u5e2e\u81ea\u5df1\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u3002<\/p>\n

\u800c\u4e14\u5982\u679c\u4ed6\u4eec\u6709\u6b63\u786e\u7684\u5fc3\u6001\uff0c\u4e0d\u628a\u6240\u6709\u4e8b\u60c5\u90fd\u59d4\u6258\u7ed9AI\uff0c\u4ed6\u4eec\u4ecd\u7136\u4f1a\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u6210\u957f\uff0c\u6210\u4e3a\u597d\u7684\u7814\u7a76\u8005\u3002<\/p>\n

\u6211\u8ba4\u4e3a\u6211\u4eec\u9700\u8981\u66f4\u591a\u8fd9\u6837\u7684\u5b66\u751f\uff0c\u4e0d\u662f\u66f4\u5c11\u3002<\/p>\n

Ravid\uff1a\u4f60\u542c\u8bf4\u8fc7\u5417\uff0cAndrej Karpathy \u53d1\u5e03\u4e86AutoResearch\uff0c\u5c31\u662f\u7ed9\u4e00\u4e2a\u4ee3\u7801\u667a\u80fd\u4f53\u53bb\u4f18\u5316NanoGPT\uff0c\u8ba9\u5b83\u8fde\u591c\u8dd1\u591a\u4e2a\u5b9e\u9a8c\uff0c\u7ed3\u679c\u9a8c\u8bc1\u635f\u5931\u786e\u5b9e\u5728\u4e0b\u964d\u3002<\/p>\n

\u7f16\u8005\u6ce8\uff1aAndrej Karpathy\u662f\u524dTesla AI\u603b\u76d1\u3001OpenAI\u8054\u5408\u521b\u59cb\u4eba\uff0c\u73b0\u72ec\u7acb\u4ece\u4e8bAI\u6559\u80b2\u3002NanoGPT\u662f\u4ed6\u5f00\u6e90\u7684\u4e00\u4e2a\u6781\u7b80GPT\u5b9e\u73b0\uff0c\u5e38\u88ab\u7528\u4e8e\u6559\u5b66\u548c\u7814\u7a76\u5b9e\u9a8c\u3002AutoResearch\u662f\u4ed6\u63a2\u7d22\u7684\u4e00\u4e2a\u6982\u5ff5\uff1a\u8ba9AI\u667a\u80fd\u4f53\u81ea\u4e3b\u8bbe\u8ba1\u5b9e\u9a8c\u3001\u8fd0\u884c\u8bad\u7ec3\u3001\u5206\u6790\u7ed3\u679c\uff0c\u5168\u7a0b\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u3002<\/p>\n

\u5218\u58ee\uff1a\u5bf9\uff0c\u5bf9\u3002<\/p>\n

Ravid\uff1a\u667a\u80fd\u4f53\u63d0\u51fa\u7684\u4e00\u4e2a\u5efa\u8bae\u662f\u6539\u53d8\u968f\u673a\u79cd\u5b50\uff0c\u7136\u540e\u7ed3\u679c\u5c31\u53d8\u597d\u4e86\u5f88\u591a\u3002<\/p>\n

\u6211\u81ea\u5df1\u4e5f\u8bd5\u8fc7\u7c7b\u4f3c\u7684\u4e8b\uff0c\u5c31\u662f\u5bf9\u8fd9\u4e2a\u9879\u76ee\u505a\u4e86\u4e2a\u5f88\u7b80\u5355\u7684\u8d1d\u53f6\u65af\u4f18\u5316\uff0c\u8d85\u53c2\u6570\u641c\u7d22\u3002<\/p>\n

\u7ed3\u679c\u53d1\u73b0\u7528\u66f4\u5c11\u7684\u8fed\u4ee3\u6b21\u6570\u3001\u66f4\u77ed\u7684\u65f6\u95f4\u5c31\u80fd\u5f97\u5230\u66f4\u597d\u7684\u7ed3\u679c\u3002<\/p>\n

\u6211\u89c9\u5f97\u6700\u7ec8\u6211\u4eec\u9700\u8981\u641e\u6e05\u695a\uff0c\u54ea\u4e9b\u7528\u6cd5\u771f\u6b63\u6709\u6548\uff0c\u54ea\u4e9b\u8fd8\u6ca1\u5230\u4f4d\uff0c\u54ea\u4e9b\u53ea\u662f\u56e0\u4e3a\u770b\u8d77\u6765\u65f6\u9ae6\u3001\u5927\u5bb6\u90fd\u7528\uff0c\u6240\u4ee5\u6211\u4eec\u5728\u6d6a\u8d39\u65f6\u95f4\u53bb\u63d0\u793a\u5b83\u3002<\/p>\n

\u5218\u58ee\uff1a\u55ef\u3002<\/p>\n

Ravid\uff1a\u6240\u4ee5\uff0c\u6211\u540c\u610f\u4f60\u7684\u5224\u65ad\uff0c\u81ea\u4e3b\u7814\u7a76\u76ee\u524d\u8fd8\u6ca1\u5230\u90a3\u4e2a\u9636\u6bb5\u3002<\/p>\n

\u672a\u6765\u4f1a\u4e0d\u4f1a\u5230\uff0c\u6211\u4e0d\u77e5\u9053\uff0c\u4e5f\u8bb8\u4f1a\u3002\u4f46\u81f3\u5c11\u5bf9\u67d0\u4e9b\u573a\u666f\uff0c\u5bf9\u67d0\u4e9b\u7528\u9014\uff0c\u7528\u6765\u5f00\u53d1\u4ea7\u54c1\u5df2\u7ecf\u76f8\u5f53\u4e0d\u9519\u3001\u63a5\u8fd1\u53ef\u7528\u4e86\u3002<\/p>\n

\u5218\u58ee\uff1a\u55ef\uff0c\u55ef\u3002<\/p>\n

Ravid\uff1a\u4f46\u5728\u7814\u7a76\u65b9\u9762\uff0c\u8fd8\u6ca1\u5230\u3002<\/p>\n

\u5218\u58ee\uff1a\u786e\u5b9e\uff0c\u8fd9\u4e5f\u662f\u6211\u7684\u4eb2\u8eab\u4f53\u9a8c\u3002<\/p>\n

\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/www.the-information-bottleneck.com\/what-actually-matters-in-ai-with-zhuang-liu-princeton\/<\/p>\n

\u200d<\/p>\n

\n

\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":"

\u8bb0\u5fc6\u624d\u662fAI\u6700\u5927\u74f6\u9888\uff0c\u667a\u80fd\u4f53\u53ea\u662f\u6743\u5b9c\u4e4b\u8ba1<\/p>\n

\u5f15\u7528\u91cf\u8d85\u8fc710\u4e07\u6b21\uff0c\u6e05\u534e\u59da\u73ed\u6821\u53cb\uff0cConvNeXt\u3001ImageBind\u3001\u300a\u65e0\u5f52\u4e00\u5316\u7684Transformer\u300b\u2026\u2026\u8fd9\u4e9b\u8bba\u6587\u7684\u4f5c\u8005\u2014\u2014<\/p>\n

\u666e\u6797\u65af\u987f\u5927\u5b66\u52a9\u7406\u6559\u6388\u5218\u58ee\uff0c\u5728\u5b66\u672f\u5708\u662f\u4e00\u4e2a\u9887\u4e3a\u7279\u6b8a\u7684\u5b58\u5728\u2014\u2014\u4ed6\u7684\u6bcf\u4e00\u7bc7\u8bba\u6587\u51e0\u4e4e\u90fd\u5728\u8d28\u7591\u67d0\u4e2a\u201c\u7406\u6240\u5f53\u7136\u201d\u7684\u5047\u8bbe\u3002<\/p>\n

\u67b6\u6784\u771f\u7684\u91cd\u8981\u5417\uff1f\u6570\u636e\u96c6\u771f\u7684\u8db3\u591f\u591a\u6837\u5417\uff1f\u5f52\u4e00\u5316\u5c42\u662f\u5fc5\u9700\u7684\u5417\uff1f\u5927\u8bed\u8a00\u6a21\u578b\u6709\u4e16\u754c\u6a21\u578b\u5417\uff1fAI\u667a\u80fd\u4f53\u80fd\u66ff\u4ee3\u535a\u58eb\u751f\u5417\uff1f<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[2,194,105,134],"class_list":["post-4425","post","type-post","status-publish","format-standard","hentry","category-xwzx","tag-ai","tag-aigc","tag-105","tag-134"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/4425","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=4425"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/4425\/revisions"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=4425"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=4425"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=4425"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}