![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/97B7AA04A5AD196A99FD6E8C3DE9BBBF536CF5DC_size1565_w1080_h1440.png\")
<\/p>\n
\u9a6c\u4fca\u6770\u662f\u4e2d\u56fd\u5185\u5730\u77e5\u540d\u7537\u827a\u4eba\uff0c\u73b0\u4e3a\u65f6\u4ee3\u5c11\u5e74\u56e2\u961f\u957f\u3001\u4e3b\u573a\u517c C \u4f4d\uff0c2002 \u5e74 12 \u6708 12 \u65e5\u51fa\u751f\u4e8e\u6cb3\u5357\u90d1\u5dde\u3002<\/p>\n
\u521a\u521a\u90a3\u6bb5\u8bdd\u662f\u4ece\u67d0\u4e2a AI \u5927\u6a21\u578b\u5de5\u5177\u91cc\u590d\u5236\u7c98\u8d34\u4e0b\u6765\u7684\uff0c\u662f\u5173\u4e8e\u95ee\u9898\u300c\u9a6c\u5609\u797a\u662f\u8c01\u300d\u7684\u56de\u7b54\u3002<\/p>\n
\u6ca1\u9519\uff0c\u662f\u9a6c\u5609\u797a\uff0c\u4f46 AI \u4f1a\u81ea\u52a8\u66ff\u6362\u6210\u300c\u9a6c\u4fca\u6770\u300d\uff0c\u6709\u65f6\u5019\u4e5f\u4f1a\u66ff\u6362\u6210\u300c\u9a6c\u6770\u4f26\u300d\u3001\u300c\u9a6c\u797a\u797a\u300d\u7b49\u3002<\/p>\n
\u53ef\u80fd\u6709\u670b\u53cb\u8bf4\uff0c\u8fd9\u5c31\u662f AI \u5728\u80e1\u7f16\u4e71\u9020\u3002\u8fd8\u771f\u4e0d\u662f\uff0c\u9664\u4e86\u540d\u5b57\u4ee5\u5916\uff0c\u5176\u4ed6\u7684\u4fe1\u606f\u90fd\u975e\u5e38\u6b63\u786e\u3002<\/p>\n
\u4f5c\u4e3a\u4eba\u7c7b\u6211\u4eec\u4e5f\u4f1a\u6709\u7c7b\u4f3c\u7684\u4e8b\u60c5\uff0c\u7ecf\u5e38\u6211\u4eec\u4f1a\u8bf4\uff0c\u300c\u4f60\u8bb0\u4e0d\u8bb0\u5f97\u90a3\u4e2a\u8c01\uff0c\u5c31\u90a3\u4e2a\u8c01\uff0c\u7ec3\u4e60\u65f6\u957f\u4e24\u5e74\u534a\uff0c\u559c\u6b22\u5531\u3001\u8df3\u3001Rap\u3001\u7bee\u7403\uff0c\u54ce\u53eb\u5565\u6765\u7740\u300d\u3002<\/p>\n
\u5c31\u662f\u4f60\u80fd\u8bf4\u51fa\u5f88\u591a\u7cbe\u51c6\u7684\u7ec6\u8282\uff0c\u4f46\u5c31\u662f\u60f3\u4e0d\u8d77\u90a3\u4e2a\u540d\u5b57\uff0c\u8fd9\u5728\u5fc3\u7406\u5b66\u4e0a\u53eb\u300c\u820c\u5c16\u73b0\u8c61\u300d\u3002<\/p>\n
\u6211\u4eec\u8bf4\u8bdd\u65f6\u5927\u8111\u8981\u8d70\u4e24\u4e2a\u6b65\u9aa4\uff1a\u7b2c\u4e00\u6b65\uff0c\u8bed\u4e49\u63d0\u53d6\u2014\u2014\u5927\u8111\u9501\u5b9a\u4e86\u8fd9\u4e2a\u300c\u4e1c\u897f\u300d\u7684\u6240\u6709\u5c5e\u6027\uff0c\u957f\u76f8\u3001\u529f\u80fd\u3001\u611f\u89c9\u3002\u7b2c\u4e8c\u6b65\uff0c\u97f3\u97f5\u63d0\u53d6\u2014\u2014\u5927\u8111\u53bb\u300c\u6863\u6848\u67dc\u300d\u91cc\u627e\u5bf9\u5e94\u7684\u90a3\u4e2a\u540d\u5b57\u53d1\u97f3\u3002<\/p>\n
\u820c\u5c16\u73b0\u8c61\u7684\u6838\u5fc3\u5728\u4e8e\uff1a\u4f60\u5df2\u7ecf\u5b8c\u6210\u4e86\u7b2c\u4e00\u6b65\uff08\u7406\u89e3\u4e86\u5b83\uff09\uff0c\u4f46\u5361\u5728\u4e86\u7b2c\u4e8c\u6b65\uff08\u6ca1\u627e\u5230\u90a3\u4e2a\u8bcd\uff09\u3002\u56e0\u4e3a\u6211\u4eec\u4eba\u7c7b\u5c31\u662f\u8981\u5148\u53bb\u7406\u89e3\u4e16\u754c\uff0c\u7136\u540e\u624d\u80fd\u53bb\u8868\u8fbe\u4e16\u754c\u3002<\/p>\n
\u8fd9\u4e2a\u4e8b\u60c5\u518d\u7ee7\u7eed\u8ba8\u8bba\u4e0b\u53bb\uff0c\u5c31\u662f\u7ef4\u7279\u6839\u65af\u5766\u90a3\u53e5\u300c\u6211\u8bed\u8a00\u7684\u5c40\u9650\uff0c\u610f\u5473\u7740\u6211\u4e16\u754c\u7684\u5c40\u9650\u3002\u300d\u8fd9\u5c31\u4f1a\u53d8\u5f97\u5f88\u590d\u6742\uff0c\u4f46\u6211\u60f3\u77e5\u9053\u7684\u662f\uff0c\u90a3 AI \u5462\uff1f\u300c\u9a6c\u5609\u797a\u300d\u8fd9\u6837\u7684\u9519\u8bef\uff0c\u662f\u4e0d\u662f\u4e5f\u8ddf\u5b83\u5982\u4f55\u7406\u89e3\u4e16\u754c\u6709\u5173\u7cfb\uff1f<\/p>\n
AI \u7406\u89e3\u4e16\u754c\uff0c\u8ddf\u4eba\u5dee\u4e0d\u591a\u662f\u6b63\u597d\u76f8\u53cd\u7684\u3002\u6211\u7279\u522b\u7b80\u5316\u5730\u6765\u8bf4\uff0c\u4eba\u662f\u5f97\u5148\u6709\u5177\u4f53\u7684\u4e1c\u897f\uff0c\u7136\u540e\u624d\u6709\u4e00\u5f20\u8bcd\u6c47\u8868\uff1bAI \u662f\u5148\u6709\u4e00\u5f20\u8bcd\u6c47\u8868\uff0c\u7136\u540e\u53bb\u627e\u5bf9\u5e94\u7684\u63cf\u8ff0\u548c\u6982\u5ff5\u3002<\/p>\n
\u8fd9\u4e48\u8bf4\u6bd4\u8f83\u62bd\u8c61\uff0c\u6211\u4e3e\u4e2a\u4f8b\u5b50\u3002<\/p>\n
\u5c0f\u65f6\u5019\uff0c\u4f60\u770b\u5230\u4e00\u4e2a\u7ea2\u8272\u7684\u3001\u5e26\u5c0f\u70b9\u7684\u4e1c\u897f\u3002\u4f60\u6478\u5230\u5b83\u5751\u6d3c\u7684\u8868\u76ae\uff0c\u95fb\u5230\u90a3\u80a1\u7279\u6b8a\u7684\u6e05\u9999\uff0c\u54ac\u4e0b\u53bb\u611f\u53d7\u5230\u9178\u751c\u7684\u6c41\u6c34\u3002\u4f60\u7684\u5927\u8111\u91cc\u5f62\u6210\u4e86\u4e00\u4e2a\u5173\u4e8e\u8fd9\u4e2a\u4e8b\u7269\u7684\u5b8c\u6574\u7efc\u5408\u4f53\u2014\u2014\u989c\u8272\u3001\u5f62\u72b6\u3001\u6c14\u5473\u3001\u5473\u89c9\u3001\u624b\u611f\u3002\u5927\u4eba\u4eec\u544a\u8bc9\u4f60\uff0c\u8fd9\u4e2a\u7efc\u5408\u4f53\u53eb\u300c\u8349\u8393\u300d\u3002<\/p>\n
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/B08662CBD7F459EFD6A6597AEDADF61FB6B44490_size66_w1080_h608.jpg\")
\u5f53\u4f60\u7a81\u7136\u8bf4\u4e0d\u51fa\u300c\u8349\u8393\u300d\u8fd9\u4e24\u4e2a\u5b57\u65f6\uff0c\u4f60\u8111\u5b50\u91cc\u4f9d\u7136\u6709\u90a3\u4e2a\u7ea2\u8272\u7684\u5f71\u5b50\u3001\u90a3\u4e2a\u5473\u9053\u3001\u90a3\u79cd\u53e3\u611f\u3002<\/p>\n
\u4f46 AI \u4e0d\u4e00\u6837\u3002<\/p>\n
AI \u7684\u300c\u5927\u8111\u300d\u2014\u2014\u4e5f\u5c31\u662f\u6a21\u578b\u2014\u2014\u91cc\u5148\u6709\u4e00\u5f20\u5de8\u5927\u7684\u6e05\u5355\uff0c\u91cc\u9762\u6709\u4e2a\u8bcd\u6c47\u53eb\u300c\u8349\u8393\u300d\uff0c\u6216\u8005 strawberry\u3002AI \u5728\u8bad\u7ec3\u4e2d\u8bfb\u4e86\u4ebf\u4e07\u6b21\u5e26\u6709 strawberry \u7684\u53e5\u5b50\uff0c\u5b83\u53d1\u73b0 strawberry \u7ecf\u5e38\u548c red\u3001sweet\u3001fruit \u51fa\u73b0\u5728\u4e00\u8d77\u3002\u901a\u8fc7\u8fd9\u4e9b\u7edf\u8ba1\u6982\u7387\uff0cAI \u5728\u81ea\u5df1\u7684\u6570\u5b66\u6a21\u578b\u91cc\u300c\u62fc\u51d1\u300d\u51fa\u4e86\u4e00\u4e2a\u5173\u4e8e\u8349\u8393\u7684\u63cf\u8ff0\u3002\u5b83\u5e76\u6ca1\u6709\u771f\u7684\u89c1\u8fc7\u3001\u95fb\u8fc7\u3001\u5c1d\u8fc7\u8349\u8393\uff0c\u5b83\u53ea\u662f\u901a\u8fc7\u8fd9\u4e2a\u6807\u7b7e\u80cc\u540e\u7684\u6570\u636e\u5173\u8054\uff0c\u300c\u6a21\u62df\u300d\u51fa\u4e86\u5b83\u5e94\u8be5\u662f\u4ec0\u4e48\u6837\u5b50\u3002<\/p>\n
\u751a\u81f3\uff0c\u5728 AI \u7684\u8bcd\u6c47\u8868\u91cc\uff0c\u90fd\u6ca1\u6709\u300c\u8349\u8393\u300d\u6216\u8005\u300cstrawberry\u300d\u8fd9\u4e2a\u8bcd\uff0c\u5b83\u6709\u7684\u53ea\u662f\u4e00\u4e32\u7f16\u53f7\uff0c\u6211\u968f\u4fbf\u8bf4\uff0c\u8fd9\u4e2a\u7f16\u53f7\u53ef\u80fd\u662f 23764\u3002\u8fd9\u4e2a\u7f16\u53f7\uff0c\u5c31\u53eb\u505a Token\uff0c\u4e5f\u5c31\u662f\u5927\u6a21\u578b\u7406\u89e3\u4e16\u754c\u7684\u5f00\u59cb\u3002<\/p>\n
\u7528\u5927\u6a21\u578b\uff0c\u5c24\u5176\u6700\u8fd1\u88c5\u5c0f\u9f99\u867e OpenClaw \u7684\u4eba\uff0c\u5bf9\u8fd9\u4e2a\u8bcd\u80af\u5b9a\u975e\u5e38\u719f\u6089\u3002\u4e0d\u7ba1\u4f60\u5728 AI \u91cc\u505a\u4ec0\u4e48\uff0c\u90fd\u9700\u8981\u6d88\u8017 Token\uff0c\u5f88\u591a\u5927\u6a21\u578b\u4e5f\u90fd\u662f\u6309 Token \u8ba1\u8d39\u7684\u3002\u6bcf\u6b21\u4f60\u8ddf ChatGPT<\/a> \u5bf9\u8bdd\u3001\u7528 Claude Code \u5199\u4ee3\u7801\u3001\u8ba9 AI \u5e2e\u4f60\u7ffb\u8bd1\u4e00\u6bb5\u8bdd\uff0c\u4f60\u6d88\u8017\u7684\u5c31\u662f Token\u3002\u4f60\u4e70\u7684\u4f1a\u5458\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4e70 Token \u7684\u989d\u5ea6\u3002<\/p>\n \u73b0\u5728 Token \u8fd9\u4e2a\u8bcd\u5df2\u7ecf\u5927\u5927\u8d85\u8fc7\u4e86\u79d1\u6280\u91cc\u7684\u542b\u4e49\uff0c\u6709\u7684\u4eba\u8bf4 Token \u53ef\u4ee5\u5f53\u5458\u5de5\u798f\u5229\uff0c\u8fd8\u6709\u7684\u4eba\u8bf4 Token \u53ef\u4ee5\u5f53\u5de5\u8d44\u2014\u2014\u5f53\u7136\u4e86\uff0c\u8bf4\u8fd9\u8bdd\u7684\u65e0\u4e00\u4f8b\u5916\u90fd\u662f\u8001\u677f\u3002\u800c\u66f4\u5927\u7684\u8001\u677f\uff0cNVIDIA \u7684 CEO \u9ec4\u4ec1\u52cb\u5728 2026 \u5e74 3 \u6708 17 \u53f7 GTC \u5927\u4f1a\u4e0a\u8bf4\u4e86\u4e00\u53e5\u8bdd\uff1aToken \u5c06\u4f1a\u662f\u4e00\u4e2a\u4e07\u4ebf\u7f8e\u5143\u5e02\u573a\u7684\u57fa\u7840\u3002\u4e07\u4ebf\u3002Trillion.<\/p>\n \u6700\u8fd1\uff0cToken \u4e5f\u6709\u4e86\u4e2d\u6587\u8bd1\u540d\uff0c\u53eb\u8bcd\u5143\u3002\u8fd9\u4e2a\u7ffb\u8bd1\u6211\u89c9\u5f97\u5e76\u4e0d\u597d\uff0c\u539f\u56e0\u540e\u9762\u4f1a\u8bf4\u3002\u4e0d\u8fc7\u4e3a Token \u5bfb\u627e\u4e2d\u6587\u8bd1\u540d\u8fd9\u4e2a\u884c\u4e3a\u672c\u8eab\uff0c\u8bf4\u660e\u8fd9\u4e2a\u8bcd\u7684\u5f71\u54cd\u6b63\u5728\u8d85\u51fa\u4ece\u4e1a\u4eba\u58eb\u800c\u8d70\u5411\u5927\u4f17\u2014\u2014\u4e00\u4e2a\u4e2d\u6587\u540d\u5b57\u603b\u6bd4\u82f1\u6587\u540d\u5b57\u7528\u8d77\u6765\u65b9\u4fbf\uff0c\u800c\u4e14\u66f4\u65b9\u4fbf\u51fa\u73b0\u5728\u5404\u7c7b\u653f\u7b56\u3001\u89c4\u5b9a\u751a\u81f3\u6cd5\u5f8b\u5f53\u4e2d\u3002<\/p>\n \u4e3a\u4e86\u65b9\u4fbf\uff0c\u5728\u8fd9\u91cc\u6211\u4eec\u4f9d\u7136\u8fd8\u662f\u53eb Token\u3002\u90a3\u95ee\u9898\u662f\uff0cToken \u5230\u5e95\u662f\u4ec0\u4e48\uff1f<\/p>\n \u73b0\u5728\u5e38\u89c1\u7684\u7528\u6cd5\uff0cToken \u6709\u4e09\u4e2a\u542b\u4e49\u3002<\/p>\n \u4e00\u4e2a\u662f\u4ee4\u724c\u7684\u610f\u601d\uff0c\u5c31\u662f\u4f60\u767b\u5f55\u4e00\u4e2a\u7f51\u7ad9\u4e4b\u540e\uff0c\u670d\u52a1\u5668\u53d1\u7ed9\u4f60\u7684\u4e00\u4e32\u968f\u673a\u5b57\u7b26\uff0c\u8bc1\u660e\u300c\u8fd9\u4e2a\u4eba\u9a8c\u8bc1\u8fc7\u4e86\u300d\u3002\u5b83\u672c\u8eab\u6ca1\u6709\u4efb\u4f55\u542b\u4e49\uff0c\u4f46\u4ee3\u8868\u4e86\u4f60\u7684\u8eab\u4efd\u3002\u8fd9\u4e2a\u6982\u5ff5\u4ece 1970 \u5e74\u4ee3\u5c31\u6709\u4e86\u3002<\/p>\n \u7b2c\u4e8c\u4e2a\u662f\u52a0\u5bc6\u8d27\u5e01<\/a>\u91cc\u7684 Token\uff0c\u4e5f\u5c31\u662f\u4ee3\u5e01<\/a>\u30022017 \u5e74 ICO<\/a> \u70ed\u6f6e\u7684\u65f6\u5019\uff0c\u8fd9\u4e2a\u8bcd\u51e0\u4e4e\u5929\u5929\u4e0a\u65b0\u95fb\u3002\u5404\u79cd\u52a0\u5bc6\u8d27\u5e01<\/a>\u3001\u6570\u5b57\u4ee3\u5e01\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u4e32\u4ee3\u7801\uff0c\u6ca1\u6709\u4efb\u4f55\u7269\u7406\u5b9e\u4f53\uff0c\u4f46\u4ee3\u8868\u4e86\u67d0\u79cd\u4ef7\u503c\u3002<\/p>\n \u7b2c\u4e09\u4e2a\uff0c\u5c31\u662f\u6211\u4eec\u4eca\u5929\u8981\u804a\u7684\u2014\u2014AI \u5927\u6a21\u578b\u91cc\u7684 Token\u3002\u5982\u679c\u7528\u6700\u7b80\u5355\u7684\u8bdd\u6765\u6982\u62ec\uff0cToken \u662f\u8bed\u8a00\u7684\u66ff\u4ee3\u7269\u3002<\/p>\n \u8981\u641e\u6e05\u695a Token \u662f\u600e\u4e48\u53d8\u6210\u4eca\u5929\u8fd9\u4e2a\u6837\u5b50\u7684\uff0c\u6211\u4eec\u5f97\u4ece\u5934\u8bb2\u8d77\u3002<\/p>\n 1906 \u5e74\uff0c\u7f8e\u56fd<\/a>\u54f2\u5b66\u5bb6\u67e5\u5c14\u65af·\u6851\u5fb7\u65af·\u76ae\u5c14\u58eb\uff08Charles Sanders Peirce\uff09\u5728\u4e00\u7bc7\u8bba\u6587\u91cc\u63d0\u51fa\u4e86\u4e00\u4e2a\u533a\u5206\uff0c\u53eb Type-Token distinction\uff08\u7c7b\u578b-\u6807\u8bb0\u533a\u5206\uff09\u3002<\/p>\n \u76ae\u5c14\u58eb\u662f\u5e72\u4ec0\u4e48\u7684\u5462\uff1f\u4ed6\u662f\u7f8e\u56fd\u7b26\u53f7\u5b66\u7684\u5960\u57fa\u4eba\uff0c\u4e5f\u662f\u4e00\u4e2a\u903b\u8f91\u5b66\u5bb6\u3002\u4ed6\u5f53\u65f6\u5728\u505a\u4e00\u4ef6\u5f88\u6709\u91ce\u5fc3\u7684\u4e8b\u60c5\uff1a\u53d1\u660e\u4e00\u5957\u7528\u56fe\u5f62\u6765\u505a\u903b\u8f91\u63a8\u7406\u7684\u7cfb\u7edf\uff0c\u4ed6\u7ba1\u5b83\u53eb\u300c\u5b58\u5728\u56fe\u300d\uff08Existential Graphs\uff09\u3002<\/p>\n \u8fd9\u4e2a\u7406\u8bba\u6781\u5176\u590d\u6742\uff0c\u6ca1\u529e\u6cd5\u5728\u8fd9\u91cc\u5c55\u5f00\u8bb2\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u76ae\u5c14\u58eb\u8bd5\u56fe\u628a\u4eba\u7c7b\u7684\u903b\u8f91\u90fd\u7528\u56fe\u793a\u7684\u65b9\u5f0f\u8868\u8fbe\u51fa\u6765\u3002\u5c31\u50cf\u5c06\u519b\u6253\u4ed7\u8981\u770b\u5730\u56fe\u4e00\u6837\u2014\u2014\u76ae\u5c14\u58eb\u81ea\u5df1\u5c31\u4e3e\u8fc7\u8fd9\u4e2a\u4f8b\u5b50\u2014\u2014\u4f60\u4e0d\u4f1a\u8bf4\u300c\u56fd\u571f\u5c31\u5728\u90a3\u91cc\u554a\uff0c\u8981\u5730\u56fe\u5e72\u4ec0\u4e48\uff1f\u300d\u5730\u56fe\u8ba9\u4f60\u770b\u5230\u5730\u5f62\u91cc\u9690\u85cf\u7684\u5173\u7cfb\uff0c\u903b\u8f91\u56fe\u8ba9\u4f60\u770b\u5230\u601d\u7ef4\u91cc\u9690\u85cf\u7684\u5173\u7cfb\u3002<\/p>\n \u5728\u5b58\u5728\u56fe\u91cc\uff0c\u57fa\u672c\u4e0a\u5c31\u662f\u5708\u5708\u5957\u5708\u5708\u7684\u5f62\u5f0f\uff0c\u4f46\u5b83\u9047\u5230\u4e00\u4e2a\u95ee\u9898\u3002\u6bd4\u5982\u4ed6\u5728\u56fe\u4e0a\u753b\u4e86\u4e00\u4e2a\u5706\u5708\uff0c\u4ee3\u8868\u300c\u5426\u5b9a\u300d\u3002\u7136\u540e\u4ed6\u5728\u53e6\u4e00\u4e2a\u5730\u65b9\u53c8\u753b\u4e86\u4e00\u4e2a\u5706\u5708\uff0c\u4e5f\u4ee3\u8868\u300c\u5426\u5b9a\u300d\u3002\u73b0\u5728\u95ee\u9898\u6765\u4e86\u2014\u2014\u8fd9\u662f\u300c\u4e24\u4e2a\u5706\u5708\u300d\u8fd8\u662f\u300c\u540c\u4e00\u4e2a\u5706\u5708\u51fa\u73b0\u4e86\u4e24\u6b21\u300d\uff1f<\/p>\n 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\u76ae\u5c14\u58eb\u7528\u4e86\u4e00\u4e2a\u5f88\u65e5\u5e38\u7684\u4f8b\u5b50\u6765\u89e3\u91ca\u4ed6\u7684\u89e3\u51b3\u65b9\u6848\u3002\u4ed6\u8bf4\uff0c\u4f60\u7ffb\u5f00\u4e00\u672c\u4e66\uff0c\u4e00\u9875\u7eb8\u4e0a\u5927\u6982\u6709\u4e8c\u5341\u4e2a \u300cthe\u300d\u3002\u5982\u679c\u4f60\u5728\u6570\u8fd9\u672c\u4e66\u6709\u591a\u5c11\u5b57\uff0c\u90a3\u8fd9\u4e8c\u5341\u4e2a the \u5c31\u662f\u4e8c\u5341\u4e2a\u8bcd\u3002\u4f46\u4ece\u53e6\u4e00\u4e2a\u610f\u4e49\u4e0a\u8bf4\uff0c\u82f1\u8bed\u91cc\u53ea\u6709\u4e00\u4e2a \u300cthe\u300d\u3002\u90a3\u4e8c\u5341\u4e2a\u53ea\u662f\u5b83\u7684\u4e8c\u5341\u6b21\u51fa\u73b0\u3002<\/p>\n \u90a3\u4e2a\u552f\u4e00\u7684\u3001\u62bd\u8c61\u7684 \u300cthe\u300d\u2014\u2014\u4e0d\u5b58\u5728\u4e8e\u4efb\u4f55\u4e00\u9875\u7eb8\u4e0a\u3001\u4e0d\u80fd\u88ab\u4efb\u4f55\u58f0\u97f3\u8bf4\u51fa\u6765\u7684\u90a3\u4e2a \u300cthe\u300d\u2014\u2014\u76ae\u5c14\u58eb\u53eb\u5b83 Type\uff08\u7c7b\u578b\uff09\u3002\u800c\u7eb8\u4e0a\u6bcf\u4e00\u4e2a\u5177\u4f53\u7684\u3001\u5370\u5728\u90a3\u4e2a\u4f4d\u7f6e\u7684 the\uff0c\u4ed6\u53eb\u5b83 Token\uff08\u6807\u8bb0\uff09\u3002<\/p>\n Type \u662f\u89c4\u5219\uff0cToken \u662f\u5b9e\u4f8b\u3002Type \u662f\u62bd\u8c61\u7684\u5f62\u5f0f\uff0cToken \u662f\u90a3\u4e2a\u5f62\u5f0f\u6bcf\u4e00\u6b21\u5177\u4f53\u7684\u3001\u7269\u7406\u7684\u663e\u73b0\u3002<\/p>\n \u7528\u4ed6\u81ea\u5df1\u7684\u8bdd\u8bf4\u2014\u2014Type \u4e0d\u5b58\u5728\uff0c\u4f46\u5b83\u51b3\u5b9a\u4e86\u5b58\u5728\u7684\u4e1c\u897f\u3002<\/p>\n \u8fd9\u4e2a\u533a\u5206\u89e3\u51b3\u4e86\u4ed6\u7684\u95ee\u9898\u3002\u4ece\u6b64\u4ed6\u53ef\u4ee5\u7cbe\u786e\u5730\u8bf4\uff1a\u903b\u8f91\u56fe\u4e0a\u7684\u4e00\u4e2a\u7b26\u53f7\u662f\u4e00\u4e2a Token\u2014\u2014\u4e00\u4e2a\u7279\u5b9a\u4f4d\u7f6e\u4e0a\u7684\u5177\u4f53\u5b9e\u4f8b\uff1b\u800c\u8fd9\u4e2a\u7b26\u53f7\u6240\u9075\u5faa\u7684\u89c4\u5219\u662f\u4e00\u4e2a Type\u2014\u2014\u4e00\u4e2a\u4e0d\u4f9d\u8d56\u4e8e\u4efb\u4f55\u5177\u4f53\u4f4d\u7f6e\u7684\u4e00\u822c\u6cd5\u5219\u3002\u4e24\u4e2a\u5706\u5708\u662f\u4e24\u4e2a Token\uff0c\u4f46\u5b83\u4eec\u662f\u540c\u4e00\u4e2a Type \u7684\u4e24\u6b21\u51fa\u73b0\u3002<\/p>\n \u90a3\u8fd9\u4e2a\u533a\u5206\u7684\u6548\u679c\u600e\u4e48\u6837\uff1f<\/p>\n \u8bf4\u5b9e\u8bdd\uff0c\u76ae\u5c14\u58eb\u7684\u5b58\u5728\u56fe\u5728\u4ed6\u6d3b\u7740\u7684\u65f6\u5019\u51e0\u4e4e\u6ca1\u6709\u5f15\u8d77\u4ec0\u4e48\u53cd\u54cd\u3002\u4ed6\u7684\u8bba\u6587\u5199\u5f97\u592a\u6666\u6da9\u4e86\uff0c\u800c\u4e14\u90a3\u4e2a\u5e74\u4ee3\u6570\u5b66\u5bb6\u548c\u903b\u8f91\u5b66\u5bb6\u4eec\u66f4\u4e60\u60ef\u7528\u7ebf\u6027\u7684\u4ee3\u6570\u7b26\u53f7\u6765\u505a\u63a8\u7406\uff0c\u89c9\u5f97\u753b\u56fe\u662f\u7ed5\u8fdc\u8def\u3002<\/p>\n \u4f46\u76ae\u5c14\u58eb\u65e0\u610f\u95f4\u6293\u4f4f\u4e86\u4e00\u4e2a\u6bd4\u903b\u8f91\u56fe\u66f4\u6839\u672c\u7684\u95ee\u9898\uff1a\u4efb\u4f55\u7b26\u53f7\u7cfb\u7edf\u2014\u2014\u4e0d\u7ba1\u662f\u8bed\u8a00\u3001\u4ee3\u7801\u8fd8\u662f\u903b\u8f91\u2014\u2014\u90fd\u540c\u65f6\u5b58\u5728\u4e8e\u4e24\u4e2a\u5c42\u9762\u3002\u4e00\u4e2a\u662f\u62bd\u8c61\u7684\u89c4\u5219\u5c42\u9762\uff0c\u4e00\u4e2a\u662f\u5177\u4f53\u7684\u5b9e\u4f8b\u5c42\u9762\u3002\u4f60\u5fc5\u987b\u540c\u65f6\u8ffd\u8e2a\u8fd9\u4e24\u4e2a\u5c42\u9762\uff0c\u5426\u5219\u4f60\u4ec0\u4e48\u90fd\u8bf4\u4e0d\u6e05\u695a\u3002<\/p>\n \u4e8e\u662f Type-Token \u8fd9\u5bf9\u6982\u5ff5\u88ab\u5176\u4ed6\u9886\u57df\u7684\u4eba\u62ff\u8d70\u4e86\u30021930 \u5e74\u4ee3\uff0c\u54c8\u4f5b\u7684\u8bed\u8a00\u5b66\u5bb6\u9f50\u666e\u592b\uff08George Zipf\uff09\u7528 Token \u6765\u6570\u6bcf\u4e00\u4e2a\u8bcd\u6bcf\u4e00\u6b21\u51fa\u73b0\uff0c\u7528 Type \u6765\u5206\u7c7b\u6bcf\u4e00\u4e2a\u4e0d\u91cd\u590d\u7684\u8bcd\u5f62\uff0c\u7136\u540e\u628a\u8bcd\u6309\u9891\u7387\u4ece\u9ad8\u5230\u4f4e\u6392\u5217\u3002<\/p>\n \u4ed6\u53d1\u73b0\u4e86\u4e00\u4e2a\u89c4\u5f8b\u2014\u2014\u6392\u540d\u7b2c\u4e00\u7684\u8bcd\u51fa\u73b0\u7684\u6b21\u6570\uff0c\u5927\u7ea6\u662f\u6392\u540d\u7b2c\u4e8c\u7684\u4e24\u500d\uff0c\u662f\u6392\u540d\u7b2c\u4e09\u7684\u4e09\u500d\uff0c\u662f\u6392\u540d\u7b2c\u4e00\u767e\u7684\u4e00\u767e\u500d\u3002\u6392\u540d\u4e58\u4ee5\u9891\u7387\uff0c\u51e0\u4e4e\u662f\u4e00\u4e2a\u5e38\u6570\u3002\u8fd9\u5c31\u662f\u9f50\u666e\u592b\u5b9a\u5f8b\uff08Zipf\u2018s Law\uff09\u3002\u5b83\u4e0d\u53ea\u662f\u82f1\u8bed\u7684\u89c4\u5f8b\u2014\u2014\u4e2d\u6587\u3001\u6cd5\u8bed\u3001\u65e5\u8bed\u3001\u62c9\u4e01\u8bed\uff0c\u51e0\u4e4e\u6240\u6709\u4eba\u7c7b\u8bed\u8a00\u90fd\u670d\u4ece\u540c\u4e00\u4e2a\u5206\u5e03\u3002<\/p>\n \u7d27\u63a5\u7740\uff0c1944 \u5e74\uff0c\u5fc3\u7406\u5b66\u5bb6\u7ea6\u7ff0\u900a\u63d0\u51fa\u4e86 Type-Token Ratio\uff08\u7c7b\u578b-\u6807\u8bb0\u6bd4\uff09\u2014\u2014\u7528\u6765\u8861\u91cf\u4e00\u6bb5\u6587\u672c\u7684\u8bcd\u6c47\u4e30\u5bcc\u5ea6\u3002\u8fd9\u4e2a\u6307\u6807\u5230\u4eca\u5929\u8fd8\u5728\u7528\u3002\u76ae\u5c14\u58eb\u90a3\u4e2a\u300c\u4e00\u9875\u7eb8\u4e0a\u6709\u51e0\u4e2a the\u300d\u7684\u54f2\u5b66\u95ee\u9898\uff0c\u5c31\u8fd9\u6837\u53d8\u6210\u4e86\u53ef\u4ee5\u91cf\u5316\u3001\u53ef\u4ee5\u753b\u66f2\u7ebf\u3001\u53ef\u4ee5\u53d1\u73b0\u89c4\u5f8b\u7684\u79d1\u5b66\u5de5\u5177\u3002<\/p>\n \u7136\u540e\uff0c\u8ba1\u7b97\u673a\u6765\u4e86\u3002<\/p>\n 1960 \u5e74\u4ee3\uff0c\u7f16\u8bd1\u539f\u7406\u3002\u8fd9\u662f Token \u5728\u6570\u5b57\u4e16\u754c\u7684\u7b2c\u4e00\u6b21\u751f\u547d\u2014\u2014\u5b83\u6210\u4e86\u8bed\u6cd5\u7684\u66ff\u8eab\u3002<\/p>\n \u5f53\u4f60\u5199\u4e0b\u4e00\u884c\u4ee3\u7801\u2014\u2014\u6bd4\u5982\u300cint x = 5;\u300d\u2014\u2014\u8ba1\u7b97\u673a\u5e76\u4e0d\u80fd\u76f4\u63a5\u8bfb\u61c2\u5b83\u3002\u7f16\u8bd1\u5668\u505a\u7684\u7b2c\u4e00\u4ef6\u4e8b\uff0c\u5c31\u662f\u628a\u8fd9\u884c\u4ee3\u7801\u5207\u788e\u3002\u300cint\u300d\u662f\u4e00\u4e2a Token\uff0c\u4ee3\u8868\u300c\u6574\u6570\u7c7b\u578b\u300d\u3002\u300cx\u300d\u662f\u4e00\u4e2a Token\uff0c\u4ee3\u8868\u53d8\u91cf\u540d\u3002\u300c=\u300d\u662f\u4e00\u4e2a Token\uff0c\u4ee3\u8868\u8d4b\u503c\u3002\u300c;\u300d\u4e5f\u662f\u4e00\u4e2a Token\uff0c\u4ee3\u8868\u8bed\u53e5\u7ed3\u675f\u3002<\/p>\n \u7f16\u8bd1\u5668\u4e0d\u7406\u89e3\u4ee3\u7801\u7684\u300c\u610f\u601d\u300d\u3002\u5b83\u53ea\u9700\u8981\u628a\u8fde\u7eed\u7684\u5b57\u7b26\u6d41\u5207\u6210\u4e00\u4e2a\u4e2a\u6709\u8eab\u4efd\u7684\u5c0f\u5355\u5143\uff0c\u518d\u6309\u89c4\u5219\u7ec4\u88c5\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5c31\u53eb tokenization\uff08\u8bcd\u6cd5\u5206\u6790\uff09\u3002<\/p>\n \u6709\u610f\u601d\u7684\u662f\uff0c\u7f16\u8bd1\u5668\u91cc\u7684 tokenization \u548c\u76ae\u5c14\u58eb\u7684 Type-Token \u5b8c\u5168\u5bf9\u5e94\u3002\u7f16\u8bd1\u5668\u5148\u5b9a\u4e49\u4e00\u5957 Type\u2014\u2014\u5173\u952e\u5b57\u3001\u52a0\u51cf\u4e58\u9664\u8fd9\u4e9b\u8fd0\u7b97\u7b26\u53f7\u3001\u53d8\u91cf\u540d\u8fd9\u4e9b\u7c7b\u522b\u2014\u2014\u7136\u540e\u5728\u4ee3\u7801\u4e2d\u8bc6\u522b\u51fa\u6bcf\u4e00\u4e2a Token\uff0c\u4e5f\u5c31\u662f\u8fd9\u4e9b Type \u7684\u6bcf\u4e00\u6b21\u5177\u4f53\u51fa\u73b0\u3002\u7b2c\u4e00\u4e2a\u300cint\u300d\u548c\u7b2c\u4e00\u767e\u4e2a\u300cint\u300d\u662f\u540c\u4e00\u4e2a Type \u7684\u4e0d\u540c Token\u2014\u2014\u548c\u76ae\u5c14\u58eb\u6570 \u300cthe\u300d \u7684\u903b\u8f91\u4e00\u6a21\u4e00\u6837\u3002<\/p>\n \u5230\u8fd9\u91cc\uff0c\u5c31\u548c\u6211\u4eec\u73b0\u5728\u4f7f\u7528\u7684 Token \u610f\u601d\u57fa\u672c\u5dee\u4e0d\u591a\u4e86\u2014\u2014\u90fd\u662f\u628a\u4e00\u79cd\u8bed\u8a00\u5206\u5272\uff0c\u7136\u540e\u65b9\u4fbf\u8ba1\u7b97\u673a\u8bc6\u522b\u3002\u4f46\u8fd8\u6709\u4e00\u4e2a\u95ee\u9898\u662f\u4e4b\u524d\u6ca1\u6709\u9047\u5230\u7684\uff1a\u5230\u5e95\u600e\u4e48\u5206\u5272\u81ea\u7136\u8bed\u8a00\uff1f<\/p>\n \u7f16\u8bd1\u5668\u5207\u4ee3\u7801\uff0c\u5176\u5b9e\u662f\u5f88\u5e78\u798f\u7684\u4e00\u4ef6\u4e8b\u3002\u56e0\u4e3a\u4ee3\u7801\u662f\u4eba\u9020\u7684\uff0c\u5b83\u6709\u4e25\u683c\u7684\u8bed\u6cd5\u89c4\u5219\u3002\u300cint\u300d\u5c31\u662f\u300cint\u300d\uff0c\u5206\u53f7\u5c31\u662f\u5206\u53f7\uff0c\u7a7a\u683c\u5c31\u662f\u5206\u9694\u7b26\u3002\u4f60\u4e0d\u9700\u8981\u731c\uff0c\u89c4\u5219\u2014\u2014\u4e5f\u5c31\u662f\u90a3\u4e2a Type\u2014\u2014\u5df2\u7ecf\u9884\u5148\u786e\u5b9a\u597d\u4e86\uff0c\u66ff\u4f60\u51b3\u5b9a\u4e86\u4ece\u54ea\u91cc\u5207\u3002<\/p>\n \u4f46\u81ea\u7136\u8bed\u8a00\u4e0d\u662f\u4eba\u9020\u7684\u3002\u6216\u8005\u8bf4\uff0c\u5b83\u662f\u51e0\u5341\u4ebf\u4eba\u5728\u51e0\u4e07\u5e74\u91cc\u300c\u5408\u9020\u300d\u7684\uff0c\u6ca1\u6709\u4eba\u5750\u4e0b\u6765\u5199\u8fc7\u4e00\u4efd\u89c4\u683c\u8bf4\u660e\u4e66\u3002<\/p>\n \u82f1\u8bed\u8fd8\u597d\u4e00\u70b9\u3002\u5355\u8bcd\u4e4b\u95f4\u6709\u7a7a\u683c\uff0c\u4f60\u81f3\u5c11\u77e5\u9053\u4ece\u54ea\u91cc\u5207\u3002\u300cI love cats\u300d \u4e09\u4e2a\u8bcd\uff0c\u4e09\u4e2a Token\uff0c\u6e05\u6e05\u695a\u695a\u3002<\/p>\n \u4f46\u8fd9\u4e2a\u300c\u6309\u7a7a\u683c\u5207\u300d\u7684\u65b9\u6848\uff0c\u4e00\u78b0\u5230\u73b0\u5b9e\u5c31\u788e\u4e86\u3002\u4e09\u5835\u5899\u540c\u65f6\u5835\u5728\u8def\u4e0a\u3002<\/p>\n \u7b2c\u4e00\u5835\u5899\uff1a\u8bcd\u8868\u7206\u70b8\u3002\u82f1\u8bed\u91cc cat \u662f\u4e00\u4e2a\u8bcd\uff0ccats \u662f\u4e00\u4e2a\u8bcd\uff0clove\u3001loved\u3001loving \u4e5f\u90fd\u5404\u662f\u4e00\u4e2a\u8bcd\u3002\u5982\u679c\u6bcf\u4e2a\u8bcd\u5f62\u90fd\u7b97\u4e00\u4e2a\u72ec\u7acb\u7684 Token\uff0c\u82f1\u8bed\u5149\u662f\u6709\u8bb0\u5f55\u7684\u8bcd\u5f62\u5c31\u6709\u51e0\u5341\u4e07\u4e2a\u3002\u5fb7\u8bed\u66f4\u5938\u5f20\uff0c\u5b83\u53ef\u4ee5\u628a\u51e0\u4e2a\u8bcd\u9ecf\u5728\u4e00\u8d77\u53d8\u6210\u4e00\u4e2a\u8d85\u957f\u7684\u590d\u5408\u8bcd\u2014\u2014\u4f60\u53ef\u80fd\u89c1\u8fc7\u90a3\u4e2a\u8457\u540d\u7684\u4f8b\u5b50\uff0cRindfleischetikettierungsüberwachungsaufgabenübertragungsgesetz\u3002\u8fd9\u662f\u4e00\u4e2a\u5173\u4e8e\u725b\u8089\u6807\u7b7e\u76d1\u7ba1\u804c\u8d23\u8f6c\u8ba9\u7684\u6cd5\u5f8b\u7528\u8bed\uff0c\u516d\u5341\u4e09\u4e2a\u5b57\u6bcd\u9ecf\u5728\u4e00\u8d77\u7b97\u4e00\u4e2a\u8bcd\u3002\u4f60\u7684\u8bcd\u8868\u8981\u4e0d\u8981\u6536\u5f55\u5b83\uff1f\u5982\u679c\u8981\u6536\u5f55\uff0c\u90a3\u7c7b\u4f3c\u7684\u590d\u5408\u8bcd\u6709\u591a\u5c11\u4e2a\uff1f\u8bcd\u8868\u9700\u8981\u65e0\u9650\u5927\u3002<\/p>\n \u7b2c\u4e8c\u5835\u5899\uff1a\u672a\u767b\u5f55\u8bcd\u3002\u4f60\u7528\u8bad\u7ec3\u6570\u636e\u5efa\u4e86\u4e00\u5f20\u8bcd\u8868\uff0c\u91cc\u9762\u6709\u5341\u4e07\u4e2a\u8bcd\u3002\u7136\u540e\u7528\u6237\u8f93\u5165\u4e86\u4e00\u4e2a\u4e0d\u5728\u8bcd\u8868\u91cc\u7684\u8bcd\u2014\u2014\u4e00\u4e2a\u54c1\u724c\u540d\u3001\u4e00\u4e2a\u7f51\u7edc\u6d41\u884c\u8bed\u3001\u4e00\u4e2a\u62fc\u5199\u9519\u8bef\u3002\u600e\u4e48\u529e\uff1f\u65e9\u671f\u7684\u505a\u6cd5\u662f\u628a\u6240\u6709\u4e0d\u8ba4\u8bc6\u7684\u8bcd\u7edf\u4e00\u6807\u8bb0\u6210\u4e00\u4e2a\u7279\u6b8a\u7b26\u53f7\u300cUNK\u300d\uff0c\u610f\u601d\u662f\u300c\u672a\u77e5\u300d\u3002\u8fd9\u5c31\u5f62\u6210\u4e86\u4e00\u4e2a\u6096\u8bba\uff1a\u6bd4\u5982\u300c\u8521\u5f90\u5764\u300d\u4e0d\u5728\u8bcd\u8868\u91cc\uff0c\u4f60\u53bb\u95ee AI\u300c\u6211\u60f3\u4e86\u89e3\u8521\u5f90\u5764\u300d\uff0cAI \u770b\u5230\u7684\u662f\u300c\u6211\u60f3\u4e86\u89e3 UNK\u300d\u3002\u4f60\u6574\u53e5\u8bdd\u91cc\u6700\u5173\u952e\u7684\u90a3\u4e2a\u4fe1\u606f\uff0c\u5bf9 AI \u6765\u8bf4\u662f\u4e00\u7247\u7a7a\u767d\u3002<\/p>\n \u7b2c\u4e09\u5835\u5899\uff1a\u5f88\u591a\u8bed\u8a00\u6ca1\u6709\u7a7a\u683c\u3002\u4e2d\u6587\u6ca1\u6709\u7a7a\u683c\uff0c\u65e5\u8bed\u6ca1\u6709\u7a7a\u683c\uff0c\u6cf0\u8bed\u6ca1\u6709\u7a7a\u683c\u3002\u5168\u4e16\u754c\u5927\u591a\u6570\u4eba\u8bf4\u7684\u8bed\u8a00\uff0c\u8bcd\u548c\u8bcd\u4e4b\u95f4\u662f\u4e0d\u5206\u5f00\u5199\u7684\u3002\u6bd4\u5982\u300c\u4e52\u4e53\u7403\u62cd\u5356\u4e86\u591a\u5c11\u94b1\u300d\uff0c\u4ece\u54ea\u91cc\u5207\uff1f\u4e52\u4e53\u7403\u3001\u62cd\u3001\u5356\uff0c\u8fd8\u662f\u4e52\u4e53\u7403\u3001\u62cd\u5356\uff1f\u300c\u4e86\u300d\u7b97\u4e00\u4e2a\u8bcd\u8fd8\u662f\u4e00\u4e2a\u8bed\u6cd5\u6807\u8bb0\uff1f\u8fd9\u4e0d\u662f\u4e00\u4e2a\u6709\u6807\u51c6\u7b54\u6848\u7684\u95ee\u9898\u3002\u4e2d\u6587\u5206\u8bcd\u5230\u4eca\u5929\u90fd\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\u91cc\u7684\u7ecf\u5178\u96be\u9898\u3002<\/p>\n \u6240\u4ee5\u4f60\u770b\uff0c\u300c\u6309\u7a7a\u683c\u5207\u300d\u8fd9\u4e2a\u6700\u76f4\u89c9\u7684\u65b9\u6848\uff0c\u53ea\u5728\u5f88\u6709\u9650\u7684\u6761\u4ef6\u4e0b\u7ba1\u7528\u3002<\/p>\n \u5927\u5bb6\u60f3\u4e86\u522b\u7684\u529e\u6cd5\u3002\u5f80\u4e0a\u8d70\uff0c\u8bcd\u5e72\u63d0\u53d6\uff0c\u628a cats \u8fd8\u539f\u6210 cat\uff0c\u628a loving \u8fd8\u539f\u6210 love\uff0c\u8fd9\u6837\u8bcd\u8868\u5c31\u5c0f\u4e86\u3002\u4f46\u4f60\u5f97\u4e3a\u6bcf\u79cd\u8bed\u8a00\u624b\u5199\u89c4\u5219\uff0c\u82f1\u8bed\u7684\u4e0d\u9002\u7528\u4e8e\u5fb7\u8bed\uff0c\u5fb7\u8bed\u7684\u4e0d\u9002\u7528\u4e8e\u4e2d\u6587\uff0c\u5bf9\u975e\u6b27\u6d32<\/a>\u8bed\u8a00\u57fa\u672c\u6ca1\u7528\u3002\u5f80\u4e0b\u8d70\uff0c\u6309\u5b57\u6bcd\u5207\u3002\u300chello\u300d \u5207\u6210 h\u3001e\u3001l\u3001l\u3001o\uff0c\u8bcd\u8868\u53ea\u6709 26 \u4e2a\u5b57\u6bcd\u52a0\u4e00\u4e9b\u7b26\u53f7\uff0c\u7edd\u5bf9\u4e0d\u4f1a\u7206\u70b8\uff0c\u4e5f\u7edd\u5bf9\u4e0d\u4f1a\u78b0\u5230\u672a\u767b\u5f55\u8bcd\u3002\u4f46\u4ee3\u4ef7\u5de8\u5927\u2014\u2014\u5e8f\u5217\u592a\u957f\u4e86\u3002\u4e00\u4e2a\u53e5\u5b50\u6309\u8bcd\u5207\u53ea\u6709 50 \u4e2a Token\uff0c\u6309\u5b57\u6bcd\u5207\u53ef\u80fd\u6709 300 \u4e2a\u3002\u5e8f\u5217\u8d8a\u957f\uff0c\u8bad\u7ec3\u8d8a\u6162\uff0c\u6548\u679c\u8d8a\u5dee\u3002<\/p>\n \u4e0a\u4e5f\u4e0d\u901a\uff0c\u4e0b\u4e5f\u4e0d\u901a\uff0c\u4e2d\u95f4\u4e5f\u6ca1\u6709\u901a\u7528\u7684\u65b9\u6848\u3002<\/p>\n \u76f4\u5230 2016 \u5e74\u3002<\/p>\n 2015 \u5e74\u5230 2016 \u5e74\uff0c\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\u2014\u2014\u5c31\u662f\u7528\u6df1\u5ea6\u5b66\u4e60\u505a\u7ffb\u8bd1\u2014\u2014\u6b63\u5728\u5feb\u901f\u5d1b\u8d77\u3002Google\u3001\u767e\u5ea6<\/a>\u90fd\u5728\u62bc\u6ce8\u8fd9\u4e2a\u65b9\u5411\u3002\u6548\u679c\u6bd4\u4f20\u7edf\u7684\u7edf\u8ba1\u7ffb\u8bd1\u597d\u4e86\u4e00\u5927\u622a\uff0c\u4f46\u6709\u4e00\u4e2a\u95ee\u9898\u59cb\u7ec8\u89e3\u51b3\u4e0d\u4e86\uff1a\u751f\u8bcd\u3002<\/p>\n \u795e\u7ecf\u7ffb\u8bd1\u6a21\u578b\u9700\u8981\u4e00\u5f20\u56fa\u5b9a\u7684\u8bcd\u8868\uff0c\u901a\u5e38\u662f\u4e09\u4e07\u5230\u4e94\u4e07\u4e2a\u8bcd\u3002\u4f46\u7ffb\u8bd1\u5929\u751f\u5c31\u662f\u4e00\u4e2a\u5f00\u653e\u8bcd\u6c47\u7684\u95ee\u9898\u2014\u2014\u4f60\u6c38\u8fdc\u4e0d\u77e5\u9053\u7528\u6237\u4f1a\u8f93\u5165\u4ec0\u4e48\u3002\u4e00\u4e2a\u5fb7\u56fd\u57ce\u5e02\u7684\u540d\u5b57\u3001\u4e00\u4e2a\u65b0\u6210\u7acb\u516c\u53f8\u7684\u540d\u5b57\u3001\u4e00\u4e2a\u521a\u53d1\u660e\u7684\u79d1\u5b66\u672f\u8bed\uff0c\u53ea\u8981\u5b83\u4e0d\u5728\u8bcd\u8868\u91cc\uff0c\u6a21\u578b\u5c31\u53ea\u80fd\u8f93\u51fa \u300cUNK\u300d\u2014\u2014\u300c\u6211\u4e0d\u8ba4\u8bc6\u300d\u3002<\/p>\n 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Birch\u2014\u2014\u610f\u8bc6\u5230\u4e00\u4ef6\u4e8b\uff1a\u5176\u5b9e\u5f88\u591a\u300c\u751f\u8bcd\u300d\u5e76\u4e0d\u662f\u771f\u7684\u5168\u65b0\u7684\u3002\u4eba\u540d\u53ef\u4ee5\u901a\u8fc7\u97f3\u8bd1\u5904\u7406\uff0c\u590d\u5408\u8bcd\u53ef\u4ee5\u62c6\u5f00\u7ffb\u8bd1\uff0c\u540c\u6e90\u8bcd\u53ef\u4ee5\u901a\u8fc7\u5f62\u6001\u53d8\u6362\u8bc6\u522b\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5f88\u591a\u8bcd\u7684\u7ffb\u8bd1\u53ef\u4ee5\u5728\u6bd4\u300c\u8bcd\u300d\u66f4\u5c0f\u7684\u5355\u4f4d\u4e0a\u5b8c\u6210\u3002<\/p>\n \u95ee\u9898\u662f\uff1a\u8fd9\u4e2a\u300c\u66f4\u5c0f\u7684\u5355\u4f4d\u300d\u662f\u4ec0\u4e48\uff1f\u600e\u4e48\u5207\uff1f<\/p>\n Sennrich \u7684\u601d\u8def\u5f88\u7b80\u5355\uff1a\u522b\u8ba9\u4eba\u6765\u51b3\u5b9a\u600e\u4e48\u5207\u4e86\uff0c\u8ba9\u6570\u636e\u81ea\u5df1\u51b3\u5b9a\u3002\u4ed6\u7528\u4e86\u4e00\u4e2a\u53eb BPE \u7684\u7b97\u6cd5\u2014\u2014Byte Pair Encoding\uff08\u5b57\u8282\u5bf9\u7f16\u7801\uff09\u3002<\/p>\n \u8fd9\u4e2a\u7b97\u6cd5\u4e5f\u4e0d\u662f Sennrich \u7684\u539f\u521b\uff0c\u4e8b\u5b9e\u4e0a\u5728 1994 \u5e74\u5c31\u6709\u4eba\u63d0\u51fa\u6765\u4e86\uff0c\u4f5c\u8005\u53eb Philip Gage\uff0c\u6587\u7ae0\u53d1\u8868\u5728 \u300aThe C Users Journal\u300b\u6742\u5fd7\u4e0a\u3002\u8fd9\u4e0d\u662f\u4e00\u4e2a\u5b66\u672f\u671f\u520a\uff0c\u800c\u662f\u4e00\u672c\u9762\u5411 C \u8bed\u8a00\u7a0b\u5e8f\u5458\u7684\u5b9e\u7528\u6280\u672f\u6742\u5fd7\uff0c\u4e3b\u8981\u520a\u767b\u7f16\u7a0b\u6280\u5de7\u548c\u5c0f\u5de5\u5177\u3002\u653e\u5728\u4eca\u5929\u5927\u6982\u76f8\u5f53\u4e8e\u5728 Medium \u6216\u8005\u67d0\u4e2a\u6280\u672f\u535a\u5ba2\u4e0a\u53d1\u4e86\u7bc7\u5e16\u5b50\u3002<\/p>\n \u8fd9\u4e5f\u4e0d\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u538b\u7f29\u65b9\u6848\u3002Gage \u5728\u8bba\u6587\u91cc\u81ea\u5df1\u5c31\u627f\u8ba4\uff0cBPE \u7684\u538b\u7f29\u7387\u4e0d\u5982\u5f53\u65f6\u5df2\u7ecf\u5e7f\u6cdb\u4f7f\u7528\u7684 LZW \u7b97\u6cd5\u2014\u2014\u5c31\u662f zip 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\u4e00\u6b21\u6027\u5168\u90e8\u63a8\u5012\u3002\u8bcd\u8868\u5927\u5c0f\u53ef\u63a7\uff0c\u51e0\u4e07\u4e2a\u5c31\u591f\uff1b\u4efb\u4f55\u65b0\u8bcd\u90fd\u80fd\u7528\u73b0\u6709\u788e\u7247\u62fc\u51fa\u6765\uff1b\u4e0d\u9700\u8981\u7a7a\u683c\uff0c\u56e0\u4e3a\u5207\u5206\u5b8c\u5168\u7531\u7edf\u8ba1\u9a71\u52a8\u3002<\/p>\n \u5982\u679c\u4f60\u8fd8\u8bb0\u5f97\u524d\u9762\u8bf4\u7684\u9f50\u666e\u592b\u5b9a\u5f8b\u2014\u2014\u5c11\u6570\u8bcd\u51fa\u73b0\u9891\u7387\u6781\u9ad8\uff0c\u5927\u91cf\u8bcd\u51fa\u73b0\u9891\u7387\u6781\u4f4e\u2014\u2014\u4f60\u5c31\u4f1a\u53d1\u73b0 BPE \u5728\u505a\u7684\u4e8b\u60c5\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u628a\u9f50\u666e\u592b\u5b9a\u5f8b\u7ffb\u8bd1\u6210\u4e86\u4e00\u5f20\u7f16\u7801\u8868\uff1a\u9ad8\u9891\u7ec4\u5408\u53d8\u6210\u77ed\u7f16\u7801\uff0c\u4f4e\u9891\u7ec4\u5408\u7559\u5728\u957f\u7f16\u7801\u3002\u548c\u4fe1\u606f\u8bba\u7684\u7cbe\u795e\u4e00\u8109\u76f8\u627f\uff1a\u5e38\u89c1\u7684\u4e1c\u897f\u5e94\u8be5\u5360\u66f4\u5c11\u7684\u7a7a\u95f4\u3002<\/p>\n \u8bb2\u5230\u8fd9\u91cc\uff0c\u503c\u5f97\u601d\u8003\u4e00\u4e2a\u95ee\u9898\uff1aBPE \u548c\u4e4b\u524d\u62c6 Token \u7684\u65b9\u5f0f\uff0c\u6700\u672c\u8d28\u7684\u4e0d\u540c\u662f\u4ec0\u4e48\uff1f<\/p>\n \u4ece\u76ae\u5c14\u58eb\u5230\u9f50\u666e\u592b\u5230\u7f16\u8bd1\u5668\uff0c\u6211\u4eec\u90fd\u9996\u5148\u9700\u8981\u53bb\u7406\u89e3\u89c4\u5219\uff0c\u4e5f\u5c31\u662f\u7406\u89e3 Type\uff0c\u624d\u80fd\u53bb\u505a\u5206\u6790\u548c\u62c6\u5206\u3002\u76ae\u5c14\u58eb\u8bf4 \u300cthe\u300d \u662f\u4e00\u4e2a\u8bcd\uff0c\u90a3\u662f\u4eba\u7c7b\u7684\u8bed\u8a00\u89c4\u8303\u3002\u7f16\u8bd1\u5668\u8bf4 `int` \u662f\u5173\u952e\u5b57\uff0c\u90a3\u662f\u7a0b\u5e8f\u8bed\u8a00\u8bbe\u8ba1\u8005\u5199\u4e0b\u7684\u89c4\u5219\u3002<\/p>\n \u4e00\u767e\u4e00\u5341\u5e74\u6765\uff0cToken \u53ef\u4ee5\u662f\u4efb\u4f55\u4e1c\u897f\u7684\u66ff\u8eab\uff0c\u4f46 Type\u2014\u2014\u90a3\u4e2a\u5b9a\u4e49\u300c\u4ec0\u4e48\u662f\u4e00\u4e2a\u6709\u610f\u4e49\u7684\u5355\u4f4d\u300d\u7684\u6743\u529b\u2014\u2014\u59cb\u7ec8\u5728\u4eba\u7c7b\u624b\u91cc\u3002<\/p>\n \u4f46 BPE \u4e0d\u4e00\u6837\u3002<\/p>\n BPE \u6839\u672c\u4e0d\u95ee\u300c\u4ec0\u4e48\u662f\u4e00\u4e2a\u8bcd\u300d\u3002\u5b83\u4e0d\u5173\u5fc3\u8bed\u6cd5\uff0c\u4e0d\u5173\u5fc3\u8bcd\u6839\uff0c\u4e0d\u5173\u5fc3\u4efb\u4f55\u4eba\u7c7b\u5bf9\u8bed\u8a00\u7684\u7406\u89e3\u3002\u5b83\u53ea\u505a\u4e00\u4ef6\u4e8b\uff1a\u6570\u5b57\u8282\u5bf9\u51fa\u73b0\u4e86\u591a\u5c11\u6b21\u3002the \u6210\u4e3a\u4e00\u4e2a Token\uff0c\u4e0d\u662f\u56e0\u4e3a\u6709\u4eba\u544a\u8bc9\u7cfb\u7edf \u300cthe \u662f\u82f1\u8bed\u91cc\u7684\u5b9a\u51a0\u8bcd\u300d\uff0c\u800c\u4ec5\u4ec5\u662f\u56e0\u4e3a t-h-e \u8fd9\u4e09\u4e2a\u5b57\u8282\u78b0\u5de7\u5728\u8bad\u7ec3\u6570\u636e\u91cc\u53cd\u590d\u6328\u5728\u4e00\u8d77\u3002<\/p>\n \u6362\u53e5\u8bdd\u8bf4\u2014\u2014BPE \u7684\u8bcd\u8868\u91cc\u6ca1\u6709 Type\u3002\u6216\u8005\u66f4\u51c6\u786e\u5730\u8bf4\uff0cBPE \u7528 Token \u7684\u7edf\u8ba1\u5206\u5e03\u53d6\u4ee3\u4e86 Type\u3002\u5b83\u4e0d\u9700\u8981\u4eba\u7c7b\u6765\u5b9a\u4e49\u4ec0\u4e48\u662f\u4e00\u4e2a\u6709\u610f\u4e49\u7684\u8bed\u8a00\u5355\u4f4d\uff0c\u5b83\u8ba9\u9891\u7387\u81ea\u5df1\u300c\u6d8c\u73b0\u300d\u51fa\u6709\u610f\u4e49\u7684\u5355\u4f4d\u3002<\/p>\n \u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48 BPE \u662f\u4e00\u4ef6\u6781\u5176\u5f3a\u5927\u7684\u6b66\u5668\u2014\u2014\u5b83\u4e0d\u4f9d\u8d56\u4efb\u4f55\u8bed\u8a00\u5b66\u77e5\u8bc6\u5c31\u80fd\u5904\u7406\u6240\u6709\u8bed\u8a00\uff0c\u56e0\u4e3a\u5b83\u6839\u672c\u4e0d\u9700\u8981\u77e5\u9053\u4ec0\u4e48\u662f\u300c\u8bcd\u300d\u3002Sennrich \u5728\u8bba\u6587\u91cc\u89e3\u51b3\u7684\u90a3\u4e2a\u95ee\u9898\u2014\u2014\u751f\u8bcd\u2014\u2014\u4e5f\u56e0\u6b64\u88ab\u5f7b\u5e95\u6d88\u89e3\u4e86\uff1a\u5f53\u4f60\u7684\u7cfb\u7edf\u4e0d\u518d\u4ee5\u300c\u8bcd\u300d\u4e3a\u5355\u4f4d\uff0c\u5c31\u4e0d\u5b58\u5728\u300c\u8bcd\u8868\u91cc\u6ca1\u6709\u7684\u8bcd\u300d\u8fd9\u56de\u4e8b\u3002\u4efb\u4f55\u6587\u672c\u90fd\u53ef\u4ee5\u88ab\u62c6\u5230\u5b57\u8282\u5c42\u9762\uff0c\u7136\u540e\u4ece\u5b57\u8282\u5f80\u4e0a\u5408\u5e76\u5230\u5b83\u5728\u8bcd\u8868\u91cc\u80fd\u8fbe\u5230\u7684\u6700\u9ad8\u5c42\u7ea7\u3002<\/p>\n \u4f46\u8fd9\u8fd8\u4e0d\u662f\u7ec8\u70b9\u3002<\/p>\n 2018 \u5e74\uff0cOpenAI<\/a> \u53d1\u5e03 GPT-2 \u7684\u65f6\u5019\uff0c\u5bf9 Sennrich \u7684 BPE \u505a\u4e86\u4e00\u4e2a\u91cd\u8981\u7684\u6539\u8fdb\u3002<\/p>\n Sennrich \u539f\u7248\u7684 BPE\uff0c\u8d77\u70b9\u662f\u5b57\u7b26\u2014\u2014\u82f1\u6587\u5b57\u6bcd\u3001\u4e2d\u6587\u6c49\u5b57\u3001\u6807\u70b9\u7b26\u53f7\u8fd9\u4e9b\u3002\u8fd9\u610f\u5473\u7740\u4f60\u5f97\u5148\u544a\u8bc9\u7cfb\u7edf\u300c\u8fd9\u4e9b\u662f\u82f1\u6587\u5b57\u7b26\u3001\u8fd9\u4e9b\u662f\u4e2d\u6587\u5b57\u7b26\u3001\u8fd9\u4e9b\u662f\u963f\u62c9\u4f2f\u6587\u5b57\u7b26\u300d\u2014\u2014\u867d\u7136\u6bd4\u300c\u544a\u8bc9\u7cfb\u7edf\u4ec0\u4e48\u662f\u4e00\u4e2a\u8bcd\u300d\u8981\u7b80\u5355\u5f97\u591a\uff0c\u4f46\u4f60\u4ecd\u7136\u9700\u8981\u4e00\u5957\u5b57\u7b26\u8868\uff0c\u800c\u4e14\u4e0d\u540c\u8bed\u8a00\u7684\u5b57\u7b26\u8868\u4e0d\u4e00\u6837\u3002<\/p>\n OpenAI \u7684\u505a\u6cd5\u662f\u518d\u5f80\u4e0b\u8d70\u4e00\u5c42\uff1a\u4e0d\u4ece\u5b57\u7b26\u51fa\u53d1\uff0c\u4ece\u5b57\u8282\u51fa\u53d1\u3002<\/p>\n \u4ec0\u4e48\u662f\u5b57\u8282\uff1f\u8ba1\u7b97\u673a\u91cc\u6240\u6709\u7684\u4e1c\u897f\u2014\u2014\u6587\u5b57\u3001\u56fe\u7247\u3001\u97f3\u4e50\u3001\u89c6\u9891\u2014\u2014\u5728\u6700\u5e95\u5c42\u90fd\u662f 0 \u548c 1\u3002\u6bcf 8 \u4e2a 0 \u548c 1 \u7ec4\u6210\u4e00\u4e2a\u5b57\u8282\u3002\u4e00\u4e2a\u5b57\u8282\u80fd\u8868\u793a 256 \u79cd\u4e0d\u540c\u7684\u72b6\u6001\uff0c\u4ece 0 \u5230 255\u3002<\/p>\n \u5728 UTF-8 \u7f16\u7801\u4e0b\uff0c\u4e00\u4e2a\u82f1\u6587\u5b57\u6bcd\u6070\u597d\u662f\u4e00\u4e2a\u5b57\u8282\u3002\u5b57\u6bcd A \u662f\u5b57\u8282 65\uff0cB \u662f 66\uff0cz \u662f 122\u3002\u4e00\u4e2a\u4e2d\u6587\u6c49\u5b57\u9700\u8981\u4e09\u4e2a\u5b57\u8282\u3002\u6bd4\u5982\u300c\u9a6c\u300d\u8fd9\u4e2a\u5b57\uff0c\u5728 UTF-8 \u91cc\u662f\u4e09\u4e2a\u5b57\u8282\uff1a229\u3001184\u3001172\u3002\u4e0d\u662f\u4e00\u4e2a\u6570\u5b57\uff0c\u662f\u4e09\u4e2a\u6570\u5b57\u62fc\u5728\u4e00\u8d77\u3002<\/p>\n \u6539\u8fdb\u7248\u88ab\u79f0\u4f5c Byte-level BPE\uff0c\u7b80\u79f0 BBPE\uff0c\u8d77\u70b9\u5c31\u662f\u8fd9 256 \u4e2a\u57fa\u7840\u5b57\u8282\u3002\u4e0d\u7ba1\u4f60\u8f93\u5165\u7684\u662f\u82f1\u6587\u3001\u4e2d\u6587\u3001\u963f\u62c9\u4f2f\u6587\u3001\u7f05\u7538\u6587\u8fd8\u662f emoji\uff0c\u5230\u4e86\u5b57\u8282\u8fd9\u4e00\u5c42\uff0c\u5927\u5bb6\u90fd\u662f 0 \u5230 255 \u4e4b\u95f4\u7684\u6570\u5b57\uff0c\u6ca1\u6709\u533a\u522b\u3002\u7136\u540e BPE \u5728\u8fd9\u4e2a\u57fa\u7840\u4e0a\u505a\u5408\u5e76\u2014\u2014\u9ad8\u9891\u7684\u5b57\u8282\u5bf9\u5408\u5e76\u6210\u65b0\u7b26\u53f7\uff0c\u518d\u5408\u5e76\uff0c\u518d\u5408\u5e76\uff0c\u8fed\u4ee3\u51e0\u4e07\u6b21\uff0c\u751f\u6210\u6700\u7ec8\u7684\u8bcd\u8868\u3002<\/p>\n BPE \u7684\u5904\u7406\u5bf9\u8c61\u8fd8\u662f\u81ea\u7136\u8bcd\u6c47\uff0c\u4f46 BBPE \u4e0d\u518d\u9700\u8981\u77e5\u9053\u4e16\u754c\u4e0a\u6709\u591a\u5c11\u79cd\u6587\u5b57\u3002\u5b83\u4e0d\u9700\u8981\u4e00\u5f20\u5b57\u7b26\u8868\uff0c\u4e0d\u9700\u8981\u77e5\u9053\u4e2d\u6587\u548c\u82f1\u6587\u7684\u533a\u522b\uff0c\u4e0d\u9700\u8981\u4efb\u4f55\u5173\u4e8e\u8bed\u8a00\u7684\u5148\u9a8c\u77e5\u8bc6\u3002\u4e07\u7269\u7686\u5b57\u8282\uff0c\u5b57\u8282\u7686\u53ef\u5408\u5e76\u3002<\/p>\n \u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48 GPT \u7cfb\u5217\u6a21\u578b\u80fd\u300c\u5904\u7406\u4efb\u4f55\u8bed\u8a00\u300d\u2014\u2014\u4e0d\u662f\u56e0\u4e3a\u5b83\u5b66\u8fc7\u6240\u6709\u8bed\u8a00\uff0c\u800c\u662f\u56e0\u4e3a\u5b83\u7684\u8d77\u70b9\u8db3\u591f\u4f4e\u3002\u4f4e\u5230\u4e86\u5b57\u8282\u3002\u5728\u5b57\u8282\u9762\u524d\uff0c\u6240\u6709\u8bed\u8a00\u4e00\u5f8b\u5e73\u7b49\u3002<\/p>\n \u542c\u8d77\u6765\u5f88\u7f8e\u597d\uff0c\u7f8e\u597d\u5230\u4e0d\u73b0\u5b9e\uff0c\u5bf9\u5427\uff1f<\/p>\n \u4e0d\u5e73\u7b49\u5728\u8bad\u7ec3\u4e4b\u524d\u5df2\u7ecf\u53d1\u751f\u4e86\u3002<\/p>\n \u82f1\u6587\u5b57\u6bcd\u4e00\u4e2a\u5b57\u8282\u5c31\u662f\u4e00\u4e2a\u5b57\u7b26\uff0cBPE \u4ece\u4e00\u5f00\u59cb\u5c31\u5728\u5904\u7406\u6709\u610f\u4e49\u7684\u5355\u4f4d\u3002\u800c\u4e2d\u6587\u6c49\u5b57\u9700\u8981\u4e09\u4e2a\u5b57\u8282\uff0cBPE \u5f97\u5148\u628a\u8fd9\u4e09\u4e2a\u788e\u7247\u5408\u5e76\u56de\u4e00\u4e2a\u5b57\uff0c\u624d\u80fd\u5f00\u59cb\u5904\u7406\u300c\u6709\u610f\u4e49\u300d\u7684\u4e1c\u897f\u2014\u2014\u5b83\u7684\u8d77\u8dd1\u7ebf\u5c31\u6bd4\u82f1\u6587\u9760\u540e\u4e86\u4e00\u6b65\u3002<\/p>\n \u518d\u52a0\u4e0a\u8bad\u7ec3\u6570\u636e\u91cc\u82f1\u6587\u5185\u5bb9\u5360\u7edd\u5bf9\u591a\u6570\uff0c\u82f1\u6587\u7684\u5b57\u8282\u7ec4\u5408\u6709\u5927\u91cf\u7684\u7edf\u8ba1\u652f\u6491\u53bb\u5408\u5e76\u6210\u5b8c\u6574\u7684\u5355\u8bcd\u751a\u81f3\u77ed\u8bed\uff0c\u800c\u4e2d\u6587\u7684\u5b57\u8282\u7ec4\u5408\u80fd\u5408\u5e76\u56de\u5355\u5b57\u5c31\u4e0d\u9519\u4e86\uff0c\u66f4\u522b\u8bf4\u8bcd\u7ec4\u3002<\/p>\n \u4e3e\u4e2a\u4f8b\u5b50\u3002\u5728 GPT-5 \u7684 Tokenizer \u91cc\uff0c\u300c\u5b57\u8282\u8df3\u52a8\u7684\u77ed\u89c6\u9891\u5e73\u53f0\u6296\u97f3\u300d\uff0c\u603b\u5171 12 \u4e2a\u6c49\u5b57\uff0c\u9700\u8981\u7528 11 \u4e2a Token\uff1b\u800c\u82f1\u6587\u7248 \u300cByteDance\u2018s short video platform Douyin\u300d \u6709 40 \u4e2a\u5b57\u6bcd\uff0c\u53ea\u9700\u8981 9 \u4e2a Token\u2014\u2014\u8981\u6ce8\u610f\uff0cByteDance \u548c Douyin \u751a\u81f3\u90fd\u4e0d\u662f\u771f\u6b63\u7684\u82f1\u6587\u5355\u8bcd\uff0c\u4f46\u5728\u82f1\u6587\u91cc\u4f9d\u7136\u6548\u7387\u66f4\u9ad8\u3002<\/p>\n \u6211\u4eec\u53ef\u4ee5\u4ed4\u7ec6\u770b\u4e00\u4e0b\u300c\u5b57\u8282\u8df3\u52a8\u7684\u77ed\u89c6\u9891\u5e73\u53f0\u6296\u97f3\u300d\u662f\u600e\u4e48\u53d8\u6210 Token \u7684\u3002\u300c\u89c6\u9891\u300d\u548c\u300c\u5e73\u53f0\u300d\u90fd\u662f\u4e00\u4e2a Token\uff0c\u300c\u6296\u300d\u5360\u4e86\u4e24\u4e2a Token\u3002<\/p>\n \u8fd9\u91cc\u591a\u89e3\u91ca\u4e00\u4e0b\uff0c\u4e3a\u4ec0\u4e48\u4e00\u4e2a\u6c49\u5b57\u4f1a\u5360\u636e\u4e24\u4e2a Token\u3002\u50cf\u524d\u9762\u6240\u8bf4\uff0cBBPE \u4e0d\u662f\u9762\u5411\u5b57\u7b26\u7f16\u7801\uff0c\u800c\u662f\u9762\u5411\u5b57\u8282\u7f16\u7801\u3002\u300c\u6296\u300d\u5bf9\u5e94\u7684\u7f16\u7801\u662f 230\u3001138\u3001150\uff0c\u5f88\u53ef\u80fd\u5728\u6570\u636e\u5e93\u91cc\uff0c230 \u4e0e 138 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\u8c01\u7684\u8bed\u8a00\u6700\u5148\u88ab\u7f16\u7801\uff0c\u8c01\u5c31\u662f\u6807\u51c6\uff1b\u540e\u6765\u8005\u6c38\u8fdc\u5728\u9002\u914d\u3002<\/p>\n \u5f53\u7136\uff0c\u4f60\u53ef\u80fd\u8bf4\uff0c\u6280\u672f\u662f\u4e2d\u7acb\u7684\uff0c\u8fd9\u4e0d\u662f\u6545\u610f\u6b67\u89c6\u3002BPE \u4e0d\u662f\u6545\u610f\u6b67\u89c6\u4e2d\u6587\u6216\u8005\u7f05\u7538\u8bed\uff0c\u5b83\u53ea\u662f\u6309\u9891\u7387\u7edf\u8ba1\u505a\u4e86\u6700\u4f18\u538b\u7f29\u3002<\/p>\n \u5bf9\u3002\u5b8c\u5168\u5bf9\u3002\u6ca1\u6709\u4eba\u6545\u610f\u6b67\u89c6\u3002\u4f60\u4e0d\u9700\u8981\u6545\u610f\u6b67\u89c6\uff0c\u4f60\u53ea\u9700\u8981\u9009\u62e9\u4e00\u4e2a\u300c\u5408\u7406\u7684\u300d\u8d77\u70b9\u2014\u2014\u6bd4\u5982\u300c\u6309\u9891\u7387\u7edf\u8ba1\u300d\u2014\u2014\u7136\u540e\u8ba9\u7cfb\u7edf\u81ea\u52a8\u8fd0\u884c\u3002\u4e0d\u5e73\u7b49\u4f1a\u81ea\u5df1\u6d8c\u73b0\u51fa\u6765\u3002<\/p>\n \u56e0\u4e3a\u300c\u9891\u7387\u300d\u4e0d\u662f\u4e00\u4e2a\u5ba2\u89c2\u7684\u81ea\u7136\u5c5e\u6027\u3002\u5b83\u662f\u7531\u8c01\u5728\u751f\u4ea7\u5185\u5bb9\u3001\u8c01\u7684\u8bed\u8a00\u5728\u4e92\u8054\u7f51\u4e0a\u6709\u6700\u591a\u7684\u6587\u5b57\u3001\u8c01\u7684\u6587\u5316\u6709\u6700\u53d1\u8fbe\u7684\u51fa\u7248\u548c\u4f20\u64ad\u4f53\u7cfb\u6765\u51b3\u5b9a\u7684\u3002<\/p>\n BPE \u628a\u8fd9\u79cd\u5386\u53f2\u6027\u7684\u6743\u529b\u4e0d\u5bf9\u79f0\uff0c\u901a\u8fc7\u4e00\u4e2a\u770b\u4f3c\u4e2d\u6027\u7684\u7b97\u6cd5\uff0c\u7f16\u7801\u8fdb\u4e86 AI \u7cfb\u7edf\u7684\u6700\u5e95\u5c42\u3002\u7136\u540e\u8fd9\u4e2a\u7cfb\u7edf\u7ed9\u5168\u4e16\u754c\u6240\u6709\u4eba\u4f7f\u7528\u3002\u6bcf\u4e00\u4e2a\u4eba\uff0c\u6bcf\u8bf4\u4e00\u53e5\u8bdd\uff0c\u90fd\u5728\u4e3a\u8fd9\u79cd\u4e0d\u5e73\u7b49\u4ed8\u8d39\u3002\u800c\u4ed6\u4eec\u4e2d\u7684\u5927\u591a\u6570\u4eba\u751a\u81f3\u4e0d\u77e5\u9053 Token \u662f\u4ec0\u4e48\u3002<\/p>\n \u5f53\u7136\u8fd9\u4e2a\u4e8b\u60c5\u4e5f\u5728\u6539\u5584\u3002<\/p>\n \u6211\u505a\u4e86\u4e00\u4e2a\u6d4b\u8bd5\u3002\u6253\u5f00 OpenAI \u7684 tokenizer \u5de5\u5177\uff0c\u8f93\u5165\u540c\u4e00\u53e5\u4e2d\u6587\uff1a\u300c\u9a6c\u5609\u797a\u662f\u65f6\u4ee3\u5c11\u5e74\u56e2\u961f\u957f\uff0c\u8521\u5f90\u5764\u4e0d\u662f\u3002\u300d\u7136\u540e\u5207\u6362\u4e0d\u540c\u7248\u672c\u7684 tokenizer \u770b\u770b\u5404\u9700\u8981\u591a\u5c11 Token\uff1a<\/p>\n GPT-3.0 \u7684 tokenizer\uff1a38 \u4e2a Token\uff0c<\/p>\n GPT-3.5 \u548c GPT-4.0 \u7684 tokenizer\uff1a26 \u4e2a Token\uff0c<\/p>\n GPT-5 \u7684 tokenizer\uff1a15 \u4e2a Token<\/p>\n \u540c\u4e00\u53e5\u8bdd\uff0c\u4e09\u4ee3\u6a21\u578b\uff0cToken \u6d88\u8017\u4ece 38 \u964d\u5230\u4e86 15\uff0c\u964d\u4e86 60%\u3002<\/p>\n \u8fd9\u8bf4\u660e OpenAI \u5728\u6bcf\u4e00\u4ee3\u6a21\u578b\u4e2d\u90fd\u5728\u7ed9\u4e2d\u6587\u66f4\u591a\u7684\u8bcd\u8868\u5e2d\u4f4d\uff0c\u8ba9\u66f4\u591a\u7684\u6c49\u5b57\u548c\u5e38\u89c1\u8bcd\u7ec4\u88ab\u5b8c\u6574\u4fdd\u7559\uff0c\u800c\u4e0d\u662f\u62c6\u6210\u788e\u7247\u3002<\/p>\n \u4e2d\u6587\u7528\u6237\u6709\u5341\u51e0\u4ebf\u4eba\u3002\u5e02\u573a\u591f\u5927\uff0c\u5546\u4e1a\u52a8\u529b\u591f\u5f3a\uff0c\u6240\u4ee5 OpenAI \u613f\u610f\u4f18\u5316\u3002\u4e2d\u56fd\u81ea\u5df1\u7684 AI \u516c\u53f8\u4e5f\u5728\u505a\u540c\u6837\u7684\u4e8b\u3002\u8c46\u5305\u3001\u5343\u95ee\u3001\u6708\u4e4b\u6697\u9762\u7b49\u7b49\u2014\u2014\u8fd9\u4e9b\u56fd\u4ea7\u5927\u6a21\u578b\u90fd\u5728\u81ea\u5df1\u8bad\u7ec3 tokenizer\uff0c\u7b56\u7565<\/a>\u5f88\u7b80\u5355\uff1a\u5728\u8bcd\u8868\u91cc\u7ed9\u4e2d\u6587\u66f4\u591a\u7684\u300c\u5e2d\u4f4d\u300d\uff0c\u8ba9\u66f4\u591a\u7684\u4e2d\u6587\u5b57\u7b26\u7ec4\u5408\u88ab\u5408\u5e76\u6210\u72ec\u7acb\u7684 Token\uff0c\u51cf\u5c11\u4e2d\u6587\u88ab\u62c6\u788e\u7684\u6982\u7387\u3002<\/p>\n \u4f46\u8bcd\u8868\u603b\u5bb9\u91cf\u662f\u6709\u9650\u7684\u3002GPT-5 \u7684\u8bcd\u8868\u5927\u7ea6 20 \u4e07\u4e2a Token\u3002\u4f60\u7ed9\u4e2d\u6587\u591a\u4e00\u4e2a\u5e2d\u4f4d\uff0c\u5c31\u5f97\u7ed9\u5176\u4ed6\u8bed\u8a00\u5c11\u4e00\u4e2a\u3002\u4e2d\u6587\u6709\u5927\u516c\u53f8\u6491\u8170\u3002\u4f46\u524d\u9762\u63d0\u5230\u7684\u90a3\u4e9b\u5c0f\u8bed\u79cd\uff0c\u6ca1\u6709\u4eba\u4e3a\u5b83\u4eec\u505a\u8fd9\u4ef6\u4e8b\u3002<\/p>\n \u7f05\u7538\u8bed\u6709\u4e94\u5343\u591a\u4e07\u4eba\u5728\u8bf4\u3002\u85cf\u8bed\u5462\uff1f\u5b97\u5361\u8bed\u5462\uff1f\u8fd9\u4e9b\u8bed\u8a00\u7684 tokenizer \u6548\u7387\uff0c\u4ece GPT-3 \u5230 GPT-5\uff0c\u5927\u6982\u7387\u6ca1\u6709\u540c\u7b49\u5e45\u5ea6\u7684\u6539\u5584\u3002\u56e0\u4e3a\u6ca1\u6709\u5546\u4e1a\u52a8\u529b\uff0c\u6ca1\u6709\u5341\u51e0\u4ebf\u7528\u6237\u7684\u5e02\u573a\u5728\u90a3\u91cc\u7b49\u7740\u3002<\/p>\n \u8bed\u6599\u914d\u6bd4\u2014\u2014\u7528\u591a\u5c11\u82f1\u6587\u3001\u591a\u5c11\u4e2d\u6587\u3001\u591a\u5c11\u7f05\u7538\u6587\u6765\u8bad\u7ec3 BPE\u2014\u2014\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9690\u6027\u7684\u51b3\u7b56\uff1a\u8c01\u7684\u8bed\u8a00\u66f4\u503c\u5f97\u88ab\u9ad8\u6548\u8868\u793a\uff1f\u8fd9\u4e2a\u51b3\u7b56\u6ca1\u6709\u4eba\u516c\u5f00\u8ba8\u8bba\u8fc7\u3002\u5b83\u57cb\u5728\u6280\u672f\u6587\u6863\u7684\u67d0\u4e00\u884c\u53c2\u6570\u91cc\u3002\u4f46\u5b83\u51b3\u5b9a\u4e86\u6570\u5341\u4ebf\u4eba\u4f7f\u7528 AI \u7684\u6210\u672c\u548c\u4f53\u9a8c\u3002<\/p>\n BPE \u7528\u9891\u7387\u53d6\u4ee3\u4e86 Type\u3002\u5b83\u4e0d\u518d\u7531\u4eba\u7c7b\u6765\u5b9a\u4e49\u4ec0\u4e48\u662f\u4e00\u4e2a\u6709\u610f\u4e49\u7684\u5355\u4f4d\uff0c\u800c\u662f\u8ba9\u7edf\u8ba1\u6570\u636e\u81ea\u5df1\u51b3\u5b9a\u3002\u8fd9\u4e2a\u9009\u62e9\u5e26\u6765\u4e86\u8bed\u8a00\u4e0d\u5e73\u7b49\u2014\u2014\u9ad8\u9891\u7684\u8bed\u8a00\u88ab\u5b8c\u6574\u4fdd\u7559\uff0c\u4f4e\u9891\u7684\u8bed\u8a00\u88ab\u788e\u6210\u788e\u7247\u3002<\/p>\n \u4f46\u8fd9\u4e2a\u540e\u679c\u4e0d\u53ea\u53d1\u751f\u5728\u8bed\u8a00\u548c\u8bed\u8a00\u4e4b\u95f4\uff0c\u5b83\u540c\u6837\u53d1\u751f\u5728\u540c\u4e00\u79cd\u8bed\u8a00\u5185\u90e8\u3002<\/p>\n \u56de\u5230\u9a6c\u5609\u797a\u3002<\/p>\n \u6211\u8fd8\u662f\u4e0d\u80fd\u7ed9\u51fa\u786e\u5207\u7684\u7ed3\u8bba\uff0c\u7a76\u7adf\u4e3a\u4ec0\u4e48\u5927\u6a21\u578b\u4e0d\u8ba4\u8bc6\u300c\u9a6c\u5609\u797a\u300d\uff0c\u4f46\u53ef\u4ee5\u80af\u5b9a\u4e0e Token \u751f\u6210\u6709\u5173\u3002\u60f3\u8c61\u4f60\u5728\u73a9\u62fc\u56fe\u6e38\u620f<\/a>\u3002\u5e38\u89c1\u7684\u56fe\u6848\u2014\u2014\u6bd4\u5982\u300c\u5929\u5b89\u95e8\u300d\u3001\u300c\u957f\u57ce\u300d\u2014\u2014\u5382\u5bb6\u4f1a\u7ed9\u4f60\u5b8c\u6574\u7684\u5927\u5757\u62fc\u56fe\uff0c\u4e00\u5757\u5c31\u80fd\u62fc\u51fa\u6765\u3002\u4f46\u751f\u50fb\u7684\u56fe\u6848\u2014\u2014\u6bd4\u5982\u67d0\u4e2a\u5c0f\u4f17\u666f\u70b9\u2014\u2014\u5382\u5bb6\u6ca1\u6709\u4e13\u95e8\u7684\u5927\u5757\uff0c\u4f60\u53ea\u80fd\u7528\u5f88\u591a\u5c0f\u788e\u7247\u62fc\u51d1\u3002<\/p>\n \u300c\u797a\u300d\u8fd9\u4e2a\u5b57\u5c31\u662f\u90a3\u4e2a\u5c0f\u4f17\u666f\u70b9\u3002\u5b83\u5728\u8bad\u7ec3\u6570\u636e\u91cc\u51fa\u73b0\u7684\u9891\u7387\u4e0d\u591f\u9ad8\uff0cBPE \u7b97\u6cd5\u6ca1\u6709\u7ed9\u5b83\u5206\u914d\u4e00\u4e2a\u5b8c\u6574\u7684 Token\uff0c\u800c\u662f\u628a\u5b83\u62c6\u6210\u4e86\u4e24\u4e2a\u5c0f\u788e\u7247\u3002\u8fd9\u4e24\u4e2a\u788e\u7247\u5355\u72ec\u770b\u90fd\u6ca1\u4ec0\u4e48\u610f\u4e49\uff0c\u5c31\u50cf\u62fc\u56fe\u7684\u8fb9\u89d2\u6599\u3002<\/p>\n \u73b0\u5728\u95ee\u9898\u6765\u4e86\u3002\u5f53 AI \u8981\u751f\u6210\u300c\u9a6c\u5609\u797a\u300d\u8fd9\u4e2a\u540d\u5b57\u65f6\uff0c\u5b83\u9700\u8981\u5148\u627e\u5230\u300c\u9a6c\u300d\uff0c\u518d\u627e\u5230\u300c\u5609\u300d\uff0c\u6700\u540e\u627e\u5230\u300c\u797a\u300d\u7684\u90a3\u4e24\u4e2a\u5c0f\u788e\u7247\uff0c\u628a\u5b83\u4eec\u6309\u6b63\u786e\u987a\u5e8f\u7ec4\u88c5\u8d77\u6765\u3002\u4f46 AI \u5728\u8bad\u7ec3\u65f6\u5f88\u5c11\u89c1\u8fc7\u8fd9\u4e2a\u7ec4\u5408\u2014\u2014\u300c\u9a6c\u5609\u300d\u52a0\u4e0a\u90a3\u4e24\u4e2a\u7279\u5b9a\u788e\u7247\u2014\u2014\u51fa\u73b0\u7684\u6b21\u6570\u592a\u5c11\u4e86\u3002<\/p>\n \u76f8\u53cd\uff0c\u300c\u9a6c\u4fca\u6770\u300d\u3001\u300c\u9a6c\u6770\u4f26\u300d\u8fd9\u4e9b\u7ec4\u5408\uff0c\u6bcf\u4e2a\u5b57\u90fd\u662f\u5b8c\u6574\u7684\u5927\u5757 Token\uff0c\u800c\u4e14\u8fd9\u4e9b\u7ec4\u5408\u5728\u8bad\u7ec3\u6570\u636e\u91cc\u51fa\u73b0\u8fc7\u66f4\u591a\u6b21\u3002\u5bf9 AI \u6765\u8bf4\uff0c\u8fd9\u4e9b\u7ec4\u5408\u5c31\u50cf\u662f\u4e00\u6761\u88ab\u8d70\u8fc7\u5f88\u591a\u904d\u7684\u8def\uff0c\u8def\u9762\u5e73\u6574\u3001\u6807\u8bb0\u6e05\u6670\u3002\u800c\u300c\u9a6c\u5609\u797a\u300d\u5c31\u50cf\u662f\u4e00\u6761\u51e0\u4e4e\u6ca1\u4eba\u8d70\u8fc7\u7684\u5c0f\u8def\uff0c\u8def\u6807\u6a21\u7cca\u3001\u788e\u77f3\u904d\u5730\u3002<\/p>\n \u5f53 AI \u8981\u751f\u6210\u7b54\u6848\u65f6\uff0c\u5b83\u4f1a\u81ea\u7136\u800c\u7136\u5730\u9009\u62e9\u90a3\u6761\u66f4\u5e73\u6574\u7684\u8def\u3002\u4e0d\u662f\u56e0\u4e3a\u5b83\u300c\u4e0d\u8ba4\u8bc6\u300d\u9a6c\u5609\u797a\uff0c\u800c\u662f\u56e0\u4e3a\u5728\u5b83\u7684 Token \u7cfb\u7edf\u91cc\uff0c\u300c\u9a6c\u5609\u797a\u300d\u8fd9\u6761\u8def\u4ece\u4e00\u5f00\u59cb\u5c31\u6ca1\u6709\u88ab\u4fee\u597d\u3002<\/p>\n \u7c7b\u4f3c\u7684\u95ee\u9898\u8fd8\u6709\u5f88\u591a\uff0c\u5728\u5927\u6a21\u578b\u9886\u57df\u6709\u4e2a\u4e13\u95e8\u7684\u540d\u8bcd\uff0c\u5c31\u53eb Glitch Tokens\uff08\u6545\u969c\u8bcd\u5143\uff09\uff0c\u610f\u601d\u662f\u90a3\u4e9b\u4f1a\u8ba9\u5927\u6a21\u578b\u8fd0\u884c\u51fa\u95ee\u9898\u7684 Token\u3002<\/p>\n \u4f60\u53ef\u80fd\u4f1a\u60f3\uff1a\u90a3\u628a\u6a21\u578b\u505a\u5927\u4e00\u70b9\u3001\u505a\u5f3a\u4e00\u70b9\uff0c\u4e0d\u5c31\u89e3\u51b3\u4e86\uff1f\u521a\u521a\u4e0d\u4e5f\u8bf4\uff0c\u4ece GPT-3 \u5230 GPT-5\uff0c\u786e\u5b9e\u4e2d\u6587 Token \u6548\u7387\u5728\u63d0\u9ad8\u3002<\/p>\n \u5f88\u4e0d\u5e78\uff0c\u4e0d\u80fd\u3002<\/p>\n 2026 \u5e74 1 \u6708\u6709\u4e00\u7bc7\u5173\u4e8e Token \u7684\u8bba\u6587\u300aSay Anything but This: When Tokenizer Betrays Reasoning in LLMs\uff08\u4ec0\u4e48\u90fd\u80fd\u8bf4\uff0c\u5c31\u662f\u4e0d\u80fd\u8bf4\u8fd9\u4e2a\uff1a\u5f53 Tokenizer \u80cc\u53db\u4e86\u5927\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff09\u300b\u3002<\/p>\n \u7814\u7a76\u8005\u53d1\u73b0\u4e86\u4e00\u4ef6\u4e8b\uff1atokenizer \u7ed9\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u6761\u300c\u963b\u529b\u6700\u5c0f\u7684\u8def\u5f84\u300d\u3002\u5f53\u6a21\u578b\u9700\u8981\u751f\u6210\u67d0\u4e2a\u7b54\u6848\u7684\u65f6\u5019\uff0c\u5982\u679c\u8bcd\u8868\u91cc\u6070\u597d\u6709\u4e00\u4e2a\u73b0\u6210\u7684 Token \u80fd\u76f4\u63a5\u8f93\u51fa\uff0c\u6a21\u578b\u5c31\u4f1a\u8d70\u8fd9\u6761\u6377\u5f84\uff0c\u800c\u4e0d\u662f\u771f\u6b63\u53bb\u63a8\u7406\u3002<\/p>\n \u6211\u4e3e\u4e2a\u4f8b\u5b50\u8ba9\u4f60\u611f\u53d7\u4e00\u4e0b\u3002\u5047\u8bbe\u6a21\u578b\u9700\u8981\u56de\u7b54\u300c52 \u52a0 37 \u7b49\u4e8e\u591a\u5c11\u300d\u3002\u6b63\u786e\u7b54\u6848\u662f 89\u3002\u4f46\u5982\u679c\u8bcd\u8868\u91cc\u6070\u597d\u6709\u4e00\u4e2a Token \u5bf9\u5e94 \u300c88\u300d\uff0c\u800c\u4e14\u8fd9\u4e2a Token \u5728\u6a21\u578b\u7684\u5185\u90e8\u7a7a\u95f4\u91cc\u79bb \u300c89\u300d \u5f88\u8fd1\u3001\u51fa\u73b0\u9891\u7387\u5f88\u9ad8\u2014\u2014\u6a21\u578b\u53ef\u80fd\u5c31\u4f1a\u6ed1\u5411 \u300c88\u300d\u3002\u4e0d\u662f\u56e0\u4e3a\u5b83\u4e0d\u4f1a\u7b97\uff0c\u800c\u662f\u56e0\u4e3a \u300c88\u300d \u8fd9\u6761\u8def\u66f4\u4e1d\u6ed1\u3002<\/p>\n \u7814\u7a76\u8005\u505a\u4e86\u4e00\u4ef6\u53cd\u76f4\u89c9\u7684\u4e8b\uff1a\u4ed6\u4eec\u628a\u8fd9\u4e9b\u6377\u5f84\u5835\u4f4f\u4e86\u2014\u2014\u5f3a\u5236\u79fb\u9664\u90a3\u4e9b\u5bb9\u6613\u9020\u6210\u6df7\u6dc6\u7684 Token\uff0c\u903c\u6a21\u578b\u8d70\u63a8\u7406\u7684\u8def\u3002<\/p>\n \u7ed3\u679c\u5462\uff1f\u6a21\u578b\u53cd\u800c\u8868\u73b0\u66f4\u597d\u4e86\u3002<\/p>\n \u8fd9\u8bf4\u660e\u4ec0\u4e48\uff1f\u8bf4\u660e\u6a21\u578b\u672c\u8eab\u6709\u63a8\u7406\u80fd\u529b\u3002\u95ee\u9898\u4e0d\u5728\u300c\u8111\u5b50\u300d\u2014\u2014\u5728\u300c\u773c\u775b\u300d\u3002Tokenizer \u662f\u5728\u6a21\u578b\u8bad\u7ec3\u4e4b\u524d\u5c31\u51bb\u7ed3\u7684\u611f\u77e5\u5668\u5b98\uff0c\u6a21\u578b\u518d\u5f3a\u4e5f\u6539\u4e0d\u4e86\u5b83\u3002<\/p>\n \u8fd9\u5c31\u597d\u6bd4\u4f60\u7ed9\u4e00\u4e2a\u5929\u624d\u753b\u5bb6\u6234\u4e0a\u4e00\u526f\u5ea6\u6570\u4e0d\u5bf9\u7684\u773c\u955c\uff0c\u800c\u4e14\u8fd9\u526f\u773c\u955c\u710a\u6b7b\u5728\u8138\u4e0a\u4e86\uff0c\u8fd9\u8f88\u5b50\u6458\u4e0d\u4e0b\u6765\u3002\u4ed6\u753b\u6280\u9ad8\u8d85\uff0c\u6784\u56fe\u3001\u8272\u5f69\u3001\u5149\u5f71\u90fd\u5bf9\uff0c\u4f46\u8fdc\u5904\u90a3\u4e2a\u4eba\u540d\u5b57\u91cc\u7684\u751f\u50fb\u5b57\uff0c\u4ed6\u5c31\u662f\u770b\u4e0d\u6e05\u3002<\/p>\n \u4e0d\u662f\u8111\u5b50\u7684\u95ee\u9898\uff0c\u662f\u773c\u775b\u7684\u95ee\u9898\u3002<\/p>\n \u8bba\u6587\u5f97\u51fa\u7ed3\u8bba\uff1a\u6a21\u578b\u53d8\u5927\u4e0d\u80fd\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0cScaling \u65e0\u6548\u3002\u56e0\u4e3a\u95ee\u9898\u5728\u67b6\u6784\u5c42\u9762\u2014\u2014tokenizer \u5728\u6a21\u578b\u8bad\u7ec3\u4e4b\u524d\u5c31\u56fa\u5b9a\u4e86\uff0c\u6a21\u578b\u518d\u5927\u3001\u53c2\u6570\u518d\u591a\uff0c\u4e5f\u662f\u5728\u4e00\u4e2a\u88ab\u56fa\u5b9a\u7684\u611f\u77e5\u6846\u67b6\u91cc\u8bad\u7ec3\u51fa\u6765\u7684\u3002<\/p>\n \u773c\u775b\u7684\u5206\u8fa8\u7387\uff0c\u5728\u51fa\u751f\u524d\u5c31\u5b9a\u4e86\u3002\u8fd9\u5c31\u662f BPE \u653e\u5f03 Type \u7684\u771f\u6b63\u4ee3\u4ef7\u3002<\/p>\n \u5f53 Type \u662f\u4eba\u5b9a\u4e49\u7684\u65f6\u5019\u2014\u2014\u6bd4\u5982\u5728\u7f16\u8bd1\u5668\u91cc\u2014\u2014\u4eba\u53ef\u4ee5\u786e\u4fdd\u6bcf\u4e00\u4e2a\u88ab\u5b9a\u4e49\u7684\u7c7b\u522b\u90fd\u662f\u5b8c\u6574\u7684\u3001\u7cbe\u786e\u7684\u3001\u6ca1\u6709\u6b67\u4e49\u7684\u3002`int` \u5c31\u662f `int`\uff0c\u7edd\u4e0d\u4f1a\u548c `integer` \u6df7\u6dc6\uff0c\u56e0\u4e3a\u8bbe\u8ba1\u8005\u660e\u786e\u89c4\u5b9a\u4e86\u5b83\u4eec\u7684\u533a\u522b\u3002<\/p>\n \u4f46\u5f53\u4f60\u628a Type \u7684\u5b9a\u4e49\u6743\u4ea4\u7ed9\u9891\u7387\u7edf\u8ba1\uff0c\u4f60\u5f97\u5230\u7684\u300c\u7c7b\u522b\u300d\u5c31\u4e0d\u518d\u6709\u8fd9\u79cd\u4fdd\u8bc1\u4e86\u3002\u9ad8\u9891\u7684\u7ec4\u5408\u88ab\u8bc6\u522b\u5f97\u53c8\u5feb\u53c8\u51c6\uff0c\u4f4e\u9891\u7684\u7ec4\u5408\u5c31\u6a21\u7cca\u3001\u7834\u788e\u3001\u5bb9\u6613\u6df7\u6dc6\u3002<\/p>\n \u4e0d\u662f\u5747\u5300\u7684\u4e0d\u5b8c\u7f8e\uff0c\u800c\u662f\u6709\u4e00\u6761\u6e05\u6670\u7684\u65ad\u88c2\u7ebf\u2014\u2014\u6cbf\u7740\u9891\u7387\u5206\u5e03\u7684\u957f\u5c3e\u753b\u4e0b\u53bb\u3002<\/p>\n \u8fd9\u610f\u5473\u7740\u4ec0\u4e48\uff1f<\/p>\n \u610f\u5473\u7740\u4f60\u53eb\u300c\u5f20\u4f1f\u300d\uff0cAI \u4e0d\u4f1a\u5199\u9519\u4f60\u7684\u540d\u5b57\u3002\u4f46\u4f60\u53eb\u300c\u9a6c\u5609\u797a\u300d\uff0c\u5b83\u53ef\u80fd\u6bcf\u6b21\u90fd\u5199\u9519\u3002\u4f60\u7528\u82f1\u6587\u95ee\u5b83\u95ee\u9898\uff0c\u5b83\u7684\u56de\u7b54\u7cbe\u51c6\u800c\u6d41\u7545\u3002\u4f60\u7528\u7f05\u7538\u8bed\u95ee\u540c\u4e00\u4e2a\u95ee\u9898\uff0c\u5b83\u7684\u56de\u7b54\u788e\u7247\u5316\u3001\u4e0d\u8fde\u8d2f\u3001\u751a\u81f3\u53ef\u80fd\u662f\u9519\u7684\u3002<\/p>\n \u8fd9\u4e0d\u662f\u4e24\u79cd\u4e0d\u540c\u7684 AI\u3002\u662f\u540c\u4e00\u4e2a AI\uff0c\u7528\u540c\u4e00\u4e2a tokenizer\uff0c\u5728\u9891\u7387\u66f2\u7ebf\u7684\u4e24\u7aef\u5c55\u73b0\u51fa\u7684\u4e24\u5f20\u9762\u5b54\u3002<\/p>\n \u5728\u9ad8\u9891\u7684\u90a3\u4e00\u7aef\u2014\u2014\u82f1\u6587\u3001\u5e38\u7528\u8bcd\u3001\u70ed\u95e8\u8bdd\u9898\u2014\u2014\u5b83\u770b\u8d77\u6765\u65e0\u6240\u4e0d\u77e5\u3001\u65e0\u6240\u4e0d\u80fd\u3002\u8fd9\u662f\u4f60\u5728\u793e\u4ea4\u5a92\u4f53<\/a>\u4e0a\u770b\u5230\u7684\u90a3\u4e2a AI\uff0c\u662f\u79d1\u6280\u516c\u53f8\u5728\u53d1\u5e03\u4f1a\u4e0a\u5c55\u793a\u7684\u90a3\u4e2a AI\uff0c\u662f\u9ec4\u4ec1\u52cb\u8bf4\u4ef7\u503c\u4e07\u4ebf\u7f8e\u5143\u7684\u90a3\u4e2a AI\u3002<\/p>\n \u5728\u4f4e\u9891\u7684\u90a3\u4e00\u7aef\u2014\u2014\u5c0f\u8bed\u79cd\u3001\u751f\u50fb\u5b57\u3001\u51b7\u95e8\u77e5\u8bc6\u2014\u2014\u5b83\u53d8\u5f97\u8fdf\u949d\u3001\u6a21\u7cca\u3001\u4e0d\u53ef\u9760\u3002\u4f46\u8fd9\u4e00\u7aef\u7684\u7528\u6237\uff0c\u6070\u597d\u662f\u90a3\u4e9b\u6700\u7f3a\u5c11\u66ff\u4ee3\u4fe1\u606f\u6765\u6e90\u7684\u4eba\u3002<\/p>\n \u5728 Token \u7684\u4e16\u754c\u91cc\uff0c\u300c\u7f55\u89c1\u300d\u548c\u300c\u4e0d\u91cd\u8981\u300d\u5728\u7edf\u8ba1\u4e0a\u662f\u540c\u4e00\u4ef6\u4e8b\u3002<\/p>\n \u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u6cd5\u5f8b\u6587\u672c\u7528 AI \u8f85\u52a9\u7684\u65f6\u5019\uff0c\u7f55\u89c1\u7684\u672f\u8bed\u53ef\u80fd\u4f1a\u88ab\u6a21\u7cca\u5904\u7406\u3002\u533b\u7597\u8bca\u65ad\u7528 AI \u8f85\u52a9\u7684\u65f6\u5019\uff0c\u7f55\u89c1\u75c5\u7684\u540d\u5b57\u53ef\u80fd\u4f1a\u53d8\u6210\u788e\u7247\u3002\u6559\u80b2\u5185\u5bb9\u7528 AI \u751f\u6210\u7684\u65f6\u5019\uff0c\u5c11\u6570\u8bed\u8a00\u7684\u77e5\u8bc6\u53ef\u80fd\u4f1a\u88ab\u78d5\u78d5\u7eca\u7eca\u5730\u62fc\u51d1\u3002\u4e0d\u662f\u6709\u4eba\u6545\u610f\u5ffd\u7565\u4e86\u8fd9\u4e9b\u2014\u2014\u800c\u662f\u8fd9\u4e2a\u7cfb\u7edf\u4ece\u4e00\u5f00\u59cb\u5c31\u6ca1\u6709\u80fd\u529b\u533a\u5206\u300c\u7f55\u89c1\u300d\u548c\u300c\u4e0d\u91cd\u8981\u300d\u3002<\/p>\n AI \u6700\u4e0d\u51c6\u786e\u7684\u5730\u65b9\uff0c\u6070\u597d\u662f\u4eba\u4eec\u6700\u9700\u8981\u5b83\u51c6\u786e\u7684\u5730\u65b9\u3002<\/p>\n \u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u6211\u5728\u5f00\u5934\u8bf4\uff0c\u300c\u8bcd\u5143\u300d\u4e0d\u662f\u4e00\u4e2a\u597d\u7684\u7ffb\u8bd1\u3002<\/p>\n \u300c\u8bcd\u300d\u5b57\u6697\u793a Token \u662f\u4e00\u4e2a\u300c\u8bcd\u300d\u5c42\u9762\u7684\u5355\u4f4d\u3002\u4f46\u4f60\u73b0\u5728\u5df2\u7ecf\u77e5\u9053\u4e86\uff0cToken \u4e0d\u662f\u8bcd\u3002\u5b83\u53ef\u4ee5\u662f\u4e00\u4e2a\u5b8c\u6574\u7684\u8bcd\uff0c\u4e5f\u53ef\u4ee5\u662f\u534a\u4e2a\u5b57\uff0c\u4e5f\u53ef\u4ee5\u662f\u4e00\u4e32\u6beb\u65e0\u610f\u4e49\u7684\u5b57\u8282\u788e\u7247\u3002BPE \u751f\u6210\u7684 Token \u4e0d\u9075\u5faa\u4efb\u4f55\u8bed\u8a00\u5b66\u4e0a\u5bf9\u300c\u8bcd\u300d\u7684\u5b9a\u4e49\u2014\u2014\u4e8b\u5b9e\u4e0a\uff0cBPE \u7684\u5168\u90e8\u610f\u4e49\u5c31\u5728\u4e8e\u653e\u5f03\u4e86\u300c\u8bcd\u300d\u8fd9\u4e2a\u6982\u5ff5\u3002<\/p>\n \u300c\u5143\u300d\u5b57\u6709\u300c\u57fa\u672c\u5355\u4f4d\u300d\u7684\u610f\u601d\u2014\u2014\u5143\u7d20\u3001\u5355\u5143\u3001\u5143\u4ef6\u3002\u8fd9\u6697\u793a Token \u662f\u4e00\u4e2a\u7a33\u5b9a\u7684\u3001\u81ea\u7136\u7684\u3001\u6709\u660e\u786e\u8fb9\u754c\u7684\u57fa\u672c\u7c92\u5b50\uff0c\u597d\u50cf\u5b83\u662f\u8bed\u8a00\u5185\u5728\u7ed3\u6784\u7684\u4e00\u90e8\u5206\uff0c\u751a\u81f3\u662f\u8bcd\u7684\u67d0\u79cd\u672c\u8d28\u7279\u5f81\u3002\u4f46 Token \u7684\u8fb9\u754c\u4e0d\u662f\u7531\u8bed\u8a00\u7684\u81ea\u7136\u7ed3\u6784\u51b3\u5b9a\u7684\uff0c\u800c\u662f\u7531\u8bad\u7ec3\u6570\u636e\u7684\u9891\u7387\u5206\u5e03\u51b3\u5b9a\u7684\u3002\u6362\u4e00\u6279\u8bad\u7ec3\u6570\u636e\uff0c\u540c\u4e00\u4e2a\u5b57\u53ef\u80fd\u4ece\u4e00\u4e2a Token \u53d8\u6210\u4e24\u4e2a Token\uff0c\u6216\u8005\u4ece\u4e24\u4e2a\u53d8\u6210\u4e00\u4e2a\u3002\u5b83\u662f\u4e00\u4e2a\u7edf\u8ba1\u4ea7\u7269\uff0c\u4e0d\u662f\u4e00\u4e2a\u8bed\u8a00\u5b66\u6982\u5ff5\u3002<\/p>\n \u524d\u9762\u8bf4\u8fc7\uff0cToken \u662f\u8bed\u8a00\u7684\u66ff\u4ee3\u7269\u2014\u2014\u5b83\u4e0d\u662f\u8bed\u8a00\u672c\u8eab\uff0c\u66f4\u4e0d\u662f\u8bed\u8a00\u7684\u67d0\u79cd\u672c\u8d28\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u4ee3\u66ff\u8bed\u8a00\u88ab\u8ba1\u7b97\u673a\u5904\u7406\u7684\u7f16\u53f7\u3002\u4f46\u300c\u8bcd\u5143\u300d\u8fd9\u4e2a\u8bd1\u540d\u6070\u6070\u628a\u8fd9\u5c42\u5173\u7cfb\u906e\u853d\u4e86\u3002\u8fd9\u5c31\u597d\u6bd4\u4f60\u9020\u4e86\u4e00\u8f86\u6ca1\u6709\u65b9\u5411\u76d8\u7684\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66<\/a>\uff0c\u7136\u540e\u7ed9\u5b83\u8d77\u540d\u53eb\u300c\u65b9\u5411\u76d8\u53f7\u300d\u3002<\/p>\n \u4f46\u4e0d\u7ba1\u53eb\u5b83\u4ec0\u4e48\uff0cToken \u5df2\u7ecf\u5728\u8fd9\u91cc\u4e86\uff0c\u8fd8\u6210\u4e86\u9ec4\u4ec1\u52cb\u53e3\u4e2d\u6240\u8bf4\u7684\u300c\u4e07\u4ebf\u7f8e\u5143\u5e02\u573a\u7684\u57fa\u7840\u300d\u3002\u4ed6\u8bf4\uff0cNVIDIA \u7684 AI \u82af\u7247<\/a>\u662f\u300cToken \u7684\u94f8\u9020\u673a\u300d\u3002<\/p>\n \u4f60\u53ef\u80fd\u4f1a\u60f3\uff1a\u65e2\u7136 Token \u6709\u8fd9\u4e48\u591a\u95ee\u9898\u2014\u2014bug\u3001\u4e0d\u5e73\u7b49\u3001\u5e7b\u89c9\u2014\u2014\u4e3a\u4ec0\u4e48\u5b83\u8fd8\u80fd\u6210\u4e3a\u4e07\u4ebf\u7f8e\u5143\u5e02\u573a\u7684\u57fa\u7840\uff1f<\/p>\n \u56e0\u4e3a\u6743\u529b\u7684\u57fa\u7840\uff0c\u4ece\u6765\u5c31\u4e0d\u662f\u5b8c\u7f8e\u7684\u4e1c\u897f\u3002<\/p>\n \u7f8e\u5143\u30021971 \u5e74\u4e4b\u524d\uff0c\u7f8e\u5143\u548c\u9ec4\u91d1<\/a>\u6302\u94a9\u2014\u2014\u4e00\u76ce\u53f8\u9ec4\u91d1 35 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\u4f46\u7f8e\u5143\u5d29\u6e83\u4e86\u5417\uff1f\u6ca1\u6709\u3002\u5b83\u7ee7\u7eed\u662f\u5168\u7403\u50a8\u5907\u8d27\u5e01\u3002\u4e3a\u4ec0\u4e48\uff1f\u56e0\u4e3a\u5728\u5b83\u5d29\u6e83\u4e4b\u524d\uff0c\u66ff\u4ee3\u5b83\u7684\u6210\u672c\u5df2\u7ecf\u9ad8\u5230\u6ca1\u4eba\u627f\u53d7\u5f97\u8d77\u3002\u5168\u4e16\u754c\u7684\u8d38\u6613<\/a>\u5408\u540c\u7528\u7f8e\u5143\u7ed3\u7b97\uff0c\u5168\u4e16\u754c\u7684\u592e\u884c<\/a>\u7528\u7f8e\u5143\u50a8\u5907\uff0c\u5168\u4e16\u754c\u7684\u5927\u5b97\u5546\u54c1\u7528\u7f8e\u5143\u5b9a\u4ef7\u3002\u4f60\u53ef\u4ee5\u8bf4\u7f8e\u5143\u6709\u95ee\u9898\uff0c\u4f46\u4f60\u62ff\u4ec0\u4e48\u66ff\u4ee3\u5b83\uff1f\u6b27\u5143\uff1f\u4eba\u6c11\u5e01<\/a>\uff1f\u6bcf\u4e00\u79cd\u66ff\u4ee3\u65b9\u6848\u7684\u5207\u6362\u6210\u672c\u90fd\u662f\u5929\u6587\u6570\u5b57\u3002<\/p>\n![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/4354A5E22AB66AF9C2BFECA92D667F441024E8DF_size19_w640_h232.gif\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/8A55D65D08A1D5634DFA60E2E2F93AE227BB070D_size43_w1080_h692.jpg\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/32B4B6267B77C1F3BCB04084219843F355470F17_size26_w1080_h333.png\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/18E16AAA0934FF3F548227DF60F9A69F245F3AC6_size21_w640_h233.gif\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/EB815FDC1C3A01207CA001CF733257B2CB5B7D3E_size37_w1080_h330.png\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/E2C58B3142E0C1703FC3CBADB77A1755BFACA9B0_size21_w640_h232.gif\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/BB209BC09C512732A3AF06A922E84058A33EA073_size33_w1080_h333.png\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/35D364996504E39DCAF3405D8DF725F6D429923E_size20_w640_h233.gif\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/4D4D20BC957127A7849600F4A04BE2536F6D0CDB_size99_w1080_h725.jpg\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/E70B10E3165A8DD9B137A97B9967EEFFE3F3481E_size22_w1080_h327.png\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/B054BBAEA061C0358F4722D41FB601DB49483E72_size20_w640_h234.gif\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/0B56F8F7F1AF9124BAD157AA1C88EC349B08C99B_size26_w1080_h328.png\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/B162BA224F279637F30856493092DB8F70CB905C_size116_w1080_h725.jpg\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/AAADD43436E4D9EC86E4F01D38D7FB7F28A8FC7A_size19_w640_h232.gif\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/570DC179C53350012FB8AC15C632D6D6B764724C_size20_w640_h235.gif\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/B6715CD9EF8919883E515DE2F6B9D8A6C867ADF1_size80_w1080_h725.jpg\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/FC2A18DADD2E357A2BADE415A7F636997F587C5C_size28_w1080_h335.png\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/F84F2A708646524860B0CC01E120DF03FB0A1805_size20_w640_h234.gif\")
![\"Token\u8981\u6210\u65b0\u8d27\u5e01\u4e86\uff0c\u4f46\u4f60\u771f\u7684\u77e5\u9053\u5b83\u662f\u4ec0\u4e48\u5417\uff1f\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_14\/CFBAB983F9A946C74360170AA6FF2ED46DC97732_size31_w1080_h327.png\")