{"id":487,"date":"2025-10-29T07:00:00","date_gmt":"2025-10-28T23:00:00","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=487"},"modified":"2025-10-28T19:20:16","modified_gmt":"2025-10-28T11:20:16","slug":"%e6%94%be%e5%bc%83%e5%8d%83%e4%ba%bf%e5%95%86%e4%b8%9a%e5%b8%9d%e5%9b%bd%ef%bc%8cdeepseek-%e7%9a%84-%e5%8f%9b%e9%80%86%ef%bc%9aocr-%e4%b8%8d%e6%98%af%e7%bb%88%e7%82%b9%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2025\/10\/29\/487\/","title":{"rendered":"\u653e\u5f03\u5343\u4ebf\u5546\u4e1a\u5e1d\u56fd\uff0cDeepSeek \u7684 \u201c\u53db\u9006\u201d\uff1aOCR \u4e0d\u662f\u7ec8\u70b9\uff0c\u662f\u89c6\u89c9\u9769\u547d\u7684\u8d77\u70b9"},"content":{"rendered":"\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u7406\u5e94\u5411\u66f4\u9ad8\u7ef4\u8dc3\u8fc1\u3002<\/p>\n\n\n\n<p>DeepSeek 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alt=\"\"\/><\/figure>\n\n\n\n<p>\u538b\u7f29\u901a\u8fc7\u8bc6\u522b\u6a21\u5f0f\u548c\u89c4\u5f8b\u9ad8\u6548\u8868\u5f81\u4fe1\u606f\uff0c\u8fd9\u4e0e\u667a\u80fd\u884c\u4e3a\u5bc6\u5207\u76f8\u5173\u3002\u6709\u76f8\u5f53\u4e00\u90e8\u5206\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\uff0c<strong>\u538b\u7f29\u53ef\u80fd\u662f\u901a\u7528\u667a\u80fd\u7684\u57fa\u7840\uff0c\u751a\u81f3\u53ef\u80fd\u7b49\u540c\u4e8e\u667a\u80fd\uff0cIlya\u6240\u575a\u4fe1\u7684\u300c\u538b\u7f29\u5373\u667a\u80fd\u300d<\/strong>\u3002<\/p>\n\n\n\n<p>Ilya\u53ef\u80fd\u53ea\u8bf4\u5bf9\u4e86\u4e00\u534a\u3002\u76f8\u6bd4\u8bed\u8a00\u8fd9\u79cd\u4e00\u7ef4\u7684\u79bb\u6563\u4fe1\u606f\uff0c\u8bed\u8a00\u7684\u6210\u529f\u538b\u7f29\u8bde\u751f\u4e86\u8f70\u52a8\u4e16\u754c\u7684ChatGPT\u3002\u800c\u89c6\u89c9\u4f5c\u4e3a\u66f4\u9ad8\u7ef4\u7684\u8fde\u7eed\u4fe1\u606f\uff0c\u7aef\u5230\u7aef\u7684\u538b\u7f29\u548c\u7edf\u4e00\u8868\u5f81\u63d0\u53d6\uff0c\u5374\u5f02\u5e38\u56f0\u96be\u3002<\/p>\n\n\n\n<p>\u5982\u4eca\u5f3a\u5927\u65e0\u6bd4\u7684\u5404\u7c7b\u9884\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5b83\u4eec\u5728\u5e95\u5c42\u539f\u7406\u4e0a\u9ad8\u5ea6\u7edf\u4e00\uff1a\u4f7f\u7528\u4e92\u8054\u7f51\u4e0a\u5e9e\u5927\u8bed\u6599\u8bad\u7ec3\u51fa\u8d85\u5927\u89c4\u6a21\u795e\u7ecf\u7f51\u7edc\uff0c\u5b83\u53ef\u4ee5\u770b\u4f5c\u4e00\u5927\u5806\u53c2\u6570\uff0c\u5f53\u7528\u6237\u8f93\u5165\u65f6\uff0c\u5c06\u6fc0\u6d3b\u56fa\u5b9a\u7684\u7f51\u7edc\u8282\u70b9\u53c2\u6570\u53c2\u4e0e\u8ba1\u7b97\uff0c\u4ece\u800c\u300c\u9884\u6d4b\u6700\u5927\u6982\u7387\u7684\u8f93\u51faToken\u300d\u3002\u5177\u4f53\u8fc7\u7a0b\u4e2d\uff0c\u7528\u6237\u7684\u8f93\u5165\u6587\u672c\u4f1a\u88abTokenization\u56fa\u5b9a\u5212\u5206\u7684\u8bcd\u548c\u7b26\u53f7\uff08\u5373\u5206\u8bcd\u8fc7\u7a0b\uff09\u8f6c\u5316\u4e3a\u5411\u91cf\uff0c\u8fd9\u4e9b\u8f93\u5165\u5411\u91cf\u4f1a\u5728\u8d85\u9ad8\u7ef4\u7684\u5411\u91cf\u7a7a\u95f4\u53bb\u505a\u6a21\u5f0f\u5339\u914d\uff0c\u5373\u4ee5\u6fc0\u6d3b\u7684\u795e\u7ecf\u7f51\u7edc\u53c2\u6570\u53c2\u4e0e\u8ba1\u7b97\uff0c\u8ba1\u7b97\u51fa\u6700\u9ad8\u6982\u7387\u7684\u4e0b\u4e00\u4e2a\u8bcd\u3002<\/p>\n\n\n\n<p><strong>LLM\u7528\u5927\u767d\u8bdd\u89e3\u91ca\uff0c\u5c31\u662f\u6839\u636e\u6a21\u578b\u53c2\u6570\u548c\u4e0a\u4e0b\u6587\u53bb\u624d\u731c\u4e0b\u4e00\u4e2a\u8bcd<\/strong>\u3002\u56de\u987e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u901a\u7528\u7b97\u6cd5\u7684\u53d1\u73b0\uff0cTransformer\u67b6\u6784\u8ba9Scaling\u53d8\u5f97\u771f\u6b63\u53ef\u884c\uff0c\u7b80\u5355\u7b97\u6cd5\u3001\u8d85\u5927\u6570\u636e\u3001GPGPU\u7b97\u529b\u7684\u66b4\u6da8\u4e09\u8005\u5408\u529b\uff0c\u6210\u529f\u5730\u538b\u7f29\u4e92\u8054\u7f51\u4e0a\u51e0\u4e4e\u6240\u6709\u7684\u6587\u672c\u8d44\u6599\uff0c\u6253\u9020\u51fa\u4e00\u53f0\u975e\u5e38\u667a\u80fd\u7684\u300c<strong>Token\u9884\u6d4b\u5668<\/strong>\u300d\u3002<\/p>\n\n\n\n<p>LLM\u7684\u8f93\u51fa\u662f\u300cToken by 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\u63a8\u7406\u601d\u7ef4\u94fe\u7684\u6548\u679c\u5f15\u53d1\u8f70\u52a8\uff0c\u5176\u5b83\u51e0\u4e4e\u6240\u6709\u7684\u521b\u65b0\u90fd\u96c6\u4e2d\u5728\u6539\u8fdb\u6ce8\u610f\u529b\u673a\u5236\u3001\u6fc0\u6d3b\u53c2\u6570\u8ba1\u7b97\u548c\u63a8\u7406\u89e3\u7801\u7684\u9ad8\u6548\uff0c\u4ee5\u53ca\u8bad\u7ec3\u65f6\u5982\u4f55\u964d\u4f4e\u786c\u4ef6\u5f00\u9500\u548c\u63d0\u5347\u6570\u636e\u901a\u4fe1\u53ef\u9760\u6027\u3002<\/p>\n\n\n\n<p>DeepSeek OCR\u8868\u9762\u4e0a\u662f\u4e00\u4e2aOCR\u6a21\u578b\uff0c\u5b9e\u9645\u4e5f\u662f\u6307\u5411\u8ba1\u7b97\u6548\u7387\uff0c\u5c1d\u8bd5\u5b9e\u73b0\u6a21\u578b\u8f93\u5165\u8fc7\u957f\u4e0a\u4e0b\u6587\u7684\u9ad8\u6548\u538b\u7f29\u3002<\/p>\n\n\n\n<p>DeepSeek OCR\u7684\u6838\u5fc3\u662fDeepEncoder\uff0c\u4e00\u4e2a\u7528vision tokens\u53bbEncode\u8f93\u5165\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u7f16\u7801\u5668\uff0c\u5b83\u5b9e\u73b0\u4e86 9\u201310\u500d \u6587\u672c\u538b\u7f29\u4e0b 96%+ \u7684 OCR \u89e3\u7801\u7cbe\u5ea6\uff0c10\u201312\u500d\u538b\u7f29\u4e0b\u7ea6 90%\u7684\u7cbe\u5ea6\uff0c20\u500d\u538b\u7f29\u4e0b\u4ecd\u4fdd\u6301\u7ea6 60% \u7684\u7cbe\u5ea6\u3002<\/p>\n\n\n\n<p>\u5728\u538b\u7f29\u6bd410\u500d\u7684\u65f6\u5019\uff0c\u51e0\u4e4e\u53ef\u4ee5\u505a\u5230\u65e0\u635f\u3002\u8fd9\u610f\u5473\u7740\u539f\u6765\u8f93\u5165\u5341\u4e07Token\u7684\u6a21\u578b\u4e0a\u4e0b\u6587\uff0c\u89c6\u89c9\u7f16\u7801\u4ec5\u9700\u4e00\u4e07Token\u3002<\/p>\n\n\n\n<p>\u800c\u4e14\uff0cDeepSeek\u8bba\u6587\u8bf4\u6211\u4eec\u53ef\u4ee5\u8fde\u7eed\u8c03\u8282\u538b\u7f29\u7387\uff0c\u5728\u538b\u7f29\u7387\u548c\u8bc6\u522b\u7cbe\u5ea6\u4e4b\u95f4\u5e73\u6ed1\u5730\u505a\u51fa\u6743\u8861\u3002<strong>\u5173\u952e\u6765\u4e86\uff0cDeepSeek\u5c06\u8fd9\u79cd\u52a8\u6001\u7684\u89c6\u89c9\u538b\u7f29\u8fd8\u4e0e\u4eba\u7c7b\u7684\u8bb0\u5fc6\u9057\u5fd8\u505a\u4e86\u7c7b\u6bd4\u3002<\/strong><\/p>\n\n\n\n<p>DeepSeek\u63d0\u51fa\u4e00\u79cd\u7c7b\u751f\u7269\u9057\u5fd8\u673a\u5236\u7684\u538b\u7f29\u7b56\u7565\uff1a<\/p>\n\n\n\n<p>\u8fd1\u671f\u4e0a\u4e0b\u6587\uff1a\u4fdd\u6301\u9ad8\u5206\u8fa8\u7387\uff0ctoken \u6d88\u8017\u9ad8\uff0c\u4fe1\u606f\u6e05\u6670\uff1b<\/p>\n\n\n\n<p>\u8fdc\u671f\u4e0a\u4e0b\u6587\uff1a\u9010\u6b65\u964d\u4f4e\u5206\u8fa8\u7387\uff0ctoken \u51cf\u5c11\uff0c\u4fe1\u606f\u6a21\u7cca\uff1b<\/p>\n\n\n\n<p>\u8fd9\u79cd\u673a\u5236\u6a21\u62df\u4eba\u7c7b\u8bb0\u5fc6\u7684\u81ea\u7136\u8870\u51cf\uff1a<\/p>\n\n\n\n<p>\u65f6\u95f4\u8d8a\u4e45\uff0c\u8bb0\u5fc6\u8d8a\u6a21\u7cca\uff1b<\/p>\n\n\n\n<p>\u8ddd\u79bb\u8d8a\u8fdc\uff0c\u89c6\u89c9\u611f\u77e5\u8d8a\u5f31\uff1b<\/p>\n\n\n\n<p>\u4e24\u8005\u90fd\u8868\u73b0\u51fa\u6e10\u8fdb\u5f0f\u4fe1\u606f\u4e22\u5931\u7684\u6a21\u5f0f\uff08\u5982\u56fe\u6240\u793a\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251027\/v2_04dd24312770400fb9ca9abf7397c4f7@5900414_oswg288045oswg3238oswg1066_img_png?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5728\u8bba\u6587\u91cc\uff0cDeepSeek \u89e3\u91ca OCR \u7684\u5de5\u4f5c\u4ee3\u8868\u4e86\u5bf9\u89c6\u89c9-\u6587\u672c\u538b\u7f29\u8fb9\u754c\u7684\u521d\u6b65\u63a2\u7d22\uff0c\u7814\u7a76\u4e86\u89e3\u7801 N \u4e2a\u6587\u672c token \u9700\u8981\u591a\u5c11\u4e2a\u89c6\u89c9 token\u8fd9\u4e00\u6838\u5fc3\u95ee\u9898\u3002\u521d\u6b65\u7ed3\u679c\u4ee4\u4eba\u9f13\u821e\uff1a<\/p>\n\n\n\n<p><strong>\u5149\u5b66\u4e0a\u4e0b\u6587\u538b\u7f29\u4e0d\u4ec5\u662f\u6280\u672f\u53ef\u884c\u7684\uff0c\u66f4\u662f\u751f\u7269\u5b66\u5408\u7406\u7684\u3002<\/strong>\u5b83\u4e3a\u957f\u4e0a\u4e0b\u6587\u5efa\u6a21\u63d0\u4f9b\u4e86\u5168\u65b0\u89c6\u89d2\u3002 DeepSeek\u76f8\u4fe1\uff0c<strong>\u8fd9\u4e00\u65b9\u5411\u5c06\u6210\u4e3a\u672a\u6765 LLM \u4e0e VLM \u7814\u7a76\u7684\u91cd\u8981\u7a81\u7834\u53e3\u3002<\/strong><\/p>\n\n\n\n<p>DeepSeek-OCR \u5728 \u7ea6 10\u00d7 \u538b\u7f29\u6bd4 \u4e0b\u5b9e\u73b0\u4e86\u63a5\u8fd1\u65e0\u635f\u7684 OCR \u538b\u7f29\uff0c\u5728 20\u00d7 \u538b\u7f29\u6bd4\u4e0b\uff0c\u4ecd\u80fd\u4fdd\u6301 60% \u7684\u51c6\u786e\u7387\uff0c\u8fd9\u4e9b\u53d1\u73b0\u610f\u5473\u7740\uff1a\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\uff0c\u5bf9\u8d85\u8fc7 k \u8f6e\u7684\u5386\u53f2\u8bb0\u5f55\u8fdb\u884c\u5149\u5b66\u5904\u7406\uff0c\u5b9e\u73b0 10\u00d7 \u538b\u7f29\u6548\u7387\uff1b\u5bf9\u65e7\u4e0a\u4e0b\u6587\u9010\u6b65\u7f29\u5c0f\u6e32\u67d3\u56fe\u50cf\uff0c\u8fdb\u4e00\u6b65\u51cf\u5c11 token \u6d88\u8017\uff1b \u6a21\u62df\u4eba\u7c7b\u8bb0\u5fc6\u7684\u9057\u5fd8\u673a\u5236\uff0c\u8d8a\u4e45\u8fdc\u7684\u5185\u5bb9\uff0c\u538b\u7f29\u7387\u8d8a\u9ad8\uff0c\u56fe\u50cf\u8d8a\u6a21\u7cca\uff0c\u4fe1\u606f\u9010\u6e10\u4e22\u5931\u3002<\/p>\n\n\n\n<p>\u5728\u8bba\u6587\u91cc\uff0cDeepSeek\u5f3a\u8c03\uff0c\u5149\u5b66\u4e0a\u4e0b\u6587\u538b\u7f29\u4ecd\u7136\u662f\u4e00\u4e2a\u521a\u521a\u8d77\u6b65\u3001\u5145\u6ee1\u6f5c\u529b\u7684\u7814\u7a76\u65b9\u5411\u3002DeepSeek-OCR \u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5e38\u7528\u7684\u4f18\u79c0OCR\u5de5\u5177\uff0c\u672c\u8eab\u662f\u4e00\u4e2a\u6781\u5177\u5b9e\u7528\u4ef7\u503c\u7684\u6a21\u578b\uff0c<strong>\u5177\u5907\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6570\u636e\u751f\u4ea7\u80fd\u529b<\/strong>\uff0c\u53ef\u4f5c\u4e3a LLM \u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u52a9\u624b\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u8be5\u6a21\u578b\u6bcf\u5929\u53ef\u751f\u6210\u6570\u5343\u4e07\u9875\u7ea7\u522b\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u663e\u8457\u63d0\u5347\u4e86\u591a\u6a21\u6001\u6570\u636e\u6784\u5efa\u7684\u6548\u7387\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e16\u754c\u6a21\u578b\u7684\u300c\u8f6e\u5ed3\u300d<\/h2>\n\n\n\n<p>\u4eba\u8111\u82e5\u4ee5\u201c\u751f\u7269\u8ba1\u7b97\u673a\u201d\u89c6\u89d2\u89c2\u5bdf\uff0c\u53ef\u4ee5\u7c97\u7565\u6982\u62ec\u4e3a\uff1a\u5b83\u4ee5\u591a\u6a21\u6001\u3001\u67d0\u79cd\u7edf\u4e00\u8868\u5f81\u8fdb\u884c\u6781\u4e3a\u9ad8\u6548\u7684\u4fe1\u606f\u538b\u7f29\uff0c\u5b9e\u73b0\u5bf9\u73b0\u5b9e\u4e16\u754c\u5efa\u6a21\u548c\u9884\u6d4b\u3002<\/p>\n\n\n\n<p>LLM\u5219\u662f\u201c\u901a\u8fc7\u8bed\u8a00\u5355\u4e00\u6a21\u6001\u5bf9\u73b0\u5b9e\u4e16\u754c\u5efa\u6a21\u548c\u9884\u6d4b\u201d\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u5bfc\u5411AGI\uff0c\u7b49\u540c\u4e8e\u4eba\u7c7b\u662f\u901a\u8fc7\u8bed\u8a00\u7406\u89e3\u4e00\u5207\uff0c\u901a\u8fc7\u8bed\u8a00\u5c31\u53ef\u4ee5\u5efa\u6a21\u4e16\u754c\uff1f\u4f46\u8fd9\u5176\u4e2d\u6709\u4e00\u4e2a\u660e\u663eBug\uff0c\u4eba\u7c7b\u5e76\u6ca1\u6709LLM Tokenization \u8fd9\u79cd\u300c\u540e\u5929\u800c\u975e\u5148\u9a8c\u300d\u7684\u5206\u8bcd\u5668\uff0cKarpathy\u5f62\u5bb9Tokenization\u7684\u8fc7\u7a0b\u662f\u4e11\u964b\u4e14\u7b28\u62d9\u3002<\/p>\n\n\n\n<p>\u7528\u6237\u7684\u6587\u672c\u8f93\u5165\u53d8\u6210AI\u201c\u53ef\u8bfb\u201d\u7684\u5185\u5bb9\uff0c\u662f\u901a\u8fc7\u4e00\u4e2a\u53eb\u201cTokenizer\u201d\uff08\u5206\u8bcd\u5668\uff09\u7684\u4e1c\u897f\uff0c\u628a\u53e5\u5b50\u5207\u6210\u4e00\u4e2a\u4e2a\u201c\u8bcd\u5143\u201d\uff08Token\uff09\uff0c\u6bd4\u5982\u201cHello, world!\u201d\u53ef\u80fd\u88ab\u5207\u6210 [Hello]\u3001[,]\u3001[world]\u3001[!]\uff0c\u56db\u4e2a\u8bcd\u5143\u3002\u5206\u8bcd\u7684\u6807\u51c6\u5e76\u4e0d\u662f\u7edf\u4e00\u7684\uff0c\u4e0d\u540c\u7684\u8bcd\u8868\u548c\u5206\u8bcd\u5668\u4e5f\u610f\u5473\u7740\u5404\u5bb6\u6a21\u578b\u4e0d\u540c\u7684Tokenization\u65b9\u6cd5\uff0c\u5b83\u5bf9\u6a21\u578b\u7684\u6700\u7ec8\u6027\u80fd\u6709\u4e00\u5b9a\u5f71\u54cd\u3002<\/p>\n\n\n\n<p>LLM\u6587\u672c\u8f93\u5165\u8f6c\u5316\u4e3aToken\u7684\u5206\u8bcd\u8fc7\u7a0b\u662f\u4e0d\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\uff1f \u800cDeepSeek-OCR\u8fd9\u7bc7\u8bba\u6587\u65e0\u610f\u4e2d\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4f50\u8bc1\uff1a\u5b83\u8bc1\u660e\u4e86\uff0cAI\u53ef\u4ee5\u53ea\u7528100\u4e2a\u201c\u89c6\u89c9\u8bcd\u5143\u201d\uff08Vision 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class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251027\/v2_75b89fa295384c578e1158dec9d5b0bf@5900414_oswg280923oswg700oswg465_img_png?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4e09\u53e5\u4e0d\u79bb\u4e16\u754c\u6a21\u578b\u7684Yan 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