{"id":88382,"date":"2026-08-01T03:17:22","date_gmt":"2026-07-31T19:17:22","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/88382.html"},"modified":"2026-08-01T03:17:22","modified_gmt":"2026-07-31T19:17:22","slug":"%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90deepseek-ocr%e8%ae%ba%e6%96%87%ef%bc%9a%e6%8a%8a%e6%96%87%e5%ad%97%e5%8f%98%e5%9b%9e%e5%9b%be%e7%89%87%e7%9c%81token%ef%bc%8c10%e5%80%8d%e5%8e%8b%e7%bc%a9%e7%bb%99","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/88382.html","title":{"rendered":"\u6df1\u5ea6\u89e3\u6790DeepSeek-OCR\u8bba\u6587\uff1a\u628a\u6587\u5b57\u53d8\u56de\u56fe\u7247\u7701token\uff0c10\u500d\u538b\u7f29\u7ed9\u51fa\u6587\u6863\u89e3\u6790\u91cf\u5316\u7b54\u6848"},"content":{"rendered":"<p>\u5927\u6a21\u578b\u5904\u7406\u957f\u6587\u672c&#xff0c;\u6709\u4e00\u4e2a\u7ed5\u4e0d\u5f00\u7684\u75db&#xff0c;\u6ce8\u610f\u529b\u8ba1\u7b97\u91cf\u968f\u5e8f\u5217\u957f\u5ea6\u4e8c\u6b21\u65b9\u589e\u957f\u3002100\u4e2atoken\u662f\u4e00\u4e07\u6b21\u8ba1\u7b97&#xff0c;1000\u4e2atoken\u5c31\u53d8\u6210\u4e00\u767e\u4e07\u6b21\u3002token\u7ffb10\u500d&#xff0c;\u7b97\u529b\u7ffb100\u500d\u3002<\/p>\n<p>\u8fd9\u4ef6\u4e8b\u56f0\u6270\u4e86\u6574\u4e2a\u884c\u4e1a\u5f88\u4e45\u3002\u5404\u79cd\u65b9\u6848\u90fd\u5728\u8bd5&#xff0c;\u7a00\u758f\u6ce8\u610f\u529b\u3001\u6ed1\u52a8\u7a97\u53e3\u3001RAG\u68c0\u7d22&#xff0c;\u5404\u6709\u5404\u7684\u53d6\u820d\u3002<\/p>\n<p>\u7136\u540eDeepSeek\u7ed9\u4e86\u4e00\u4e2a\u7279\u522b\u53cd\u76f4\u89c9\u7684\u7b54\u6848\u3002<\/p>\n<p>\u4e0d\u628a\u6587\u672c\u53d8\u77ed&#xff0c;\u628a\u6587\u672c\u53d8\u56de\u56fe\u7247\u3002<\/p>\n<p>\u4f60\u6ca1\u770b\u9519\u3002\u4e00\u5f20\u5305\u542b\u6587\u6863\u6587\u5b57\u7684\u56fe\u7247&#xff0c;\u7528\u5c11\u91cf\u89c6\u89c9token\u5c31\u80fd\u627f\u8f7d\u5927\u91cf\u6587\u672ctoken\u7684\u4fe1\u606f\u30021000\u4e2a\u6587\u5b57token&#xff0c;\u7528100\u4e2a\u89c6\u89c9token\u5c31\u80fd\u4ee5\u63a5\u8fd197%\u7684\u5339\u914d\u7387\u8fd8\u539f\u56de\u6765\u3002\u8fd9\u5c31\u662fDeepSeek-OCR\u8bba\u6587\u7684\u6838\u5fc3\u60f3\u6cd5&#xff0c;\u4ed6\u4eec\u7ba1\u5b83\u53eb\u300c\u4e0a\u4e0b\u6587\u5149\u5b66\u538b\u7f29\u300d\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"910\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260731191718-6a6cf4be2d869.png\" width=\"1002\" \/><\/p>\n<p>\u8bba\u6587\u94fe\u63a5&#xff1a;https:\/\/arxiv.org\/abs\/2510.18234 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Figure 2 \u91cc\u68b3\u7406\u4e86\u4e09\u7c7b\u4e3b\u6d41\u7f16\u7801\u5668\u7684\u7f3a\u9677\u3002Vary\u90a3\u79cd\u53cc\u5854\u67b6\u6784&#xff0c;\u4e24\u5957\u9884\u5904\u7406\u592a\u590d\u6742&#xff0c;\u6d41\u6c34\u7ebf\u5e76\u884c\u505a\u4e0d\u4e86\u3002InternVL\u90a3\u79cd\u5207\u7247\u65b9\u6848&#xff0c;\u539f\u751f\u5206\u8fa8\u7387\u592a\u4f4e&#xff0c;\u5927\u56fe\u88ab\u5207\u5f97\u788e\u788e\u7684&#xff0c;token\u591a\u5f97\u5413\u4eba\u3002Qwen2-VL\u90a3\u79cd\u81ea\u9002\u5e94\u5206\u8fa8\u7387&#xff0c;NaViT\u8303\u5f0f\u5904\u7406\u5927\u56fe\u65f6\u6fc0\u6d3b\u5185\u5b58\u80fd\u76f4\u63a5\u628aGPU\u6491\u7206\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"329\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260731191718-6a6cf4be70148.png\" width=\"1080\" \/><\/p>\n<p>\u6240\u4ee5DeepSeek\u81ea\u5df1\u9020\u4e86\u4e00\u4e2a&#xff0c;\u53ebDeepEncoder\u3002Figure 3 \u5c55\u793a\u4e86\u5b83\u7684\u6574\u4f53\u67b6\u6784\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"442\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260731191718-6a6cf4be9c15e.png\" width=\"1080\" \/><\/p>\n<p>\u8fd9\u4e2a\u8bbe\u8ba1\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u4e32\u8054\u5206\u5de5\u3002\u7b2c\u4e00\u6bb5\u662fSAM-base&#xff0c;80M\u53c2\u6570&#xff0c;\u7528\u7a97\u53e3\u6ce8\u610f\u529b\u5904\u7406\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u3002\u7a97\u53e3\u6ce8\u610f\u529b\u5c31\u662f\u6bcf\u4e2a\u4eba\u53ea\u770b\u81ea\u5df1\u5468\u56f4\u4e00\u5708&#xff0c;\u8ba1\u7b97\u4fbf\u5b9c&#xff0c;\u625b\u5f97\u4f4f4096\u4e2atoken\u3002\u7b2c\u4e8c\u6bb5\u662f\u4e00\u4e2a16\u500d\u5377\u79ef\u538b\u7f29\u5668&#xff0c;\u4e24\u5c42\u5377\u79ef\u6bcf\u5c42stride\u4e3a2&#xff0c;token\u6570\u4ece4096\u76f4\u63a5\u780d\u5230256\u3002\u7b2c\u4e09\u6bb5\u624d\u662fCLIP-large&#xff0c;300M\u53c2\u6570&#xff0c;\u7528\u5168\u5c40\u6ce8\u610f\u529b\u5904\u7406\u538b\u7f29\u540e\u7684256\u4e2atoken\u3002<\/p>\n<p>\u4f60\u60f3\u60f3\u770b&#xff0c;\u5168\u5c40\u6ce8\u610f\u529b\u662f\u6240\u6709\u4eba\u4e00\u8d77\u5f00\u4f1a&#xff0c;\u8d35\u4f46\u80fd\u770b\u5230\u5168\u5c40\u5173\u7cfb\u3002\u5982\u679c\u57284096\u4e2atoken\u4e0a\u505a\u5168\u5c40\u6ce8\u610f\u529b&#xff0c;\u6fc0\u6d3b\u5185\u5b58\u76f4\u63a5\u7206\u70b8\u3002\u4f46\u538b\u7f29\u5230256\u4e2a\u4e4b\u540e\u518d\u505a&#xff0c;\u6210\u672c\u5c31\u5b8c\u5168\u53ef\u63a7\u4e86\u3002<\/p>\n<p>\u5148\u7528\u4fbf\u5b9c\u7684\u5c40\u90e8\u5904\u7406\u625b\u4f4f\u9ad8\u5206\u8fa8\u7387&#xff0c;\u518d\u5728\u8fdb\u5165\u8d35\u7684\u5168\u5c40\u5904\u7406\u4e4b\u524d\u628atoken\u91cf\u780d\u4e0b\u6765\u3002\u8fd9\u4e2a\u8bbe\u8ba1\u539f\u5219\u5176\u5b9e\u4e0d\u9650\u4e8e\u89c6\u89c9\u7f16\u7801\u5668&#xff0c;\u5f88\u591a\u7cfb\u7edf\u8bbe\u8ba1\u90fd\u53ef\u4ee5\u501f\u9274\u3002<\/p>\n<p>DeepEncoder\u603b\u5171\u624d380M\u53c2\u6570&#xff0c;\u642d\u914d\u7684\u89e3\u7801\u5668\u662fDeepSeek\u81ea\u5bb6\u76843B MoE\u6a21\u578b&#xff0c;\u6bcf\u6b21\u63a8\u7406\u53ea\u6fc0\u6d3b570M\u53c2\u6570\u3002\u7528500M\u5c0f\u6a21\u578b\u7684\u63a8\u7406\u6210\u672c&#xff0c;\u62ff\u52303B\u6a21\u578b\u7684\u8868\u8fbe\u80fd\u529b\u3002\u8fd9\u4e5f\u5f88\u9002\u5408\u505aOCR\u8fd9\u79cd\u9886\u57df\u4e13\u7528\u4efb\u52a1\u3002<\/p>\n<h3>10\u500d\u538b\u7f29&#xff0c;97%\u8fd8\u539f<\/h3>\n<p>\u73b0\u5728\u5230\u4e86\u6700\u6838\u5fc3\u7684\u5b9e\u9a8c\u3002\u8bba\u6587\u7528Fox\u57fa\u51c6\u6d4b\u8bd5\u538b\u7f29\u80fd\u529b&#xff0c;\u9009\u4e86\u82f1\u6587\u6587\u6863\u4e2d600\u52301300\u4e2atoken\u7684\u6837\u672c&#xff0c;\u603b\u5171100\u9875\u3002\u6d4b\u8bd5\u4e24\u79cd\u6a21\u5f0f&#xff0c;Tiny\u6a21\u5f0f64\u4e2a\u89c6\u89c9token&#xff0c;Small\u6a21\u5f0f100\u4e2a\u89c6\u89c9token\u3002\u7ed3\u679c\u5728 Table 2 \u91cc\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"463\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260731191718-6a6cf4bed38e9.png\" width=\"961\" \/><\/p>\n<p>\u5148\u770b100\u4e2a\u89c6\u89c9token\u90a3\u4e00\u5217\u3002600\u5230700\u4e2a\u6587\u5b57token&#xff0c;\u538b\u7f29\u6bd46.7\u500d&#xff0c;\u5339\u914d\u738798.5%\u3002900\u52301000\u4e2a\u6587\u5b57token&#xff0c;\u538b\u7f29\u6bd49.7\u500d&#xff0c;\u5339\u914d\u738796.8%\u3002\u52301200\u52301300\u4e2a\u6587\u5b57token&#xff0c;\u538b\u7f29\u6bd412.6\u500d&#xff0c;\u5339\u914d\u7387\u8fd8\u670987.1%\u3002<\/p>\n<p>\u518d\u770b64\u4e2a\u89c6\u89c9token\u90a3\u4e00\u5217\u3002600\u5230700\u4e2a\u6587\u5b57token&#xff0c;\u538b\u7f29\u6bd410.5\u500d&#xff0c;\u5339\u914d\u738796.5%\u3002\u52301200\u52301300\u4e2a\u6587\u5b57token&#xff0c;\u538b\u7f29\u6bd4\u5df2\u7ecf19.7\u500d&#xff0c;\u5339\u914d\u7387\u6389\u523059.1%\u3002<\/p>\n<p>\u8fd9\u91cc\u9700\u8981\u8bf4\u660e\u4e00\u70b9&#xff0c;\u8bba\u6587\u91cc\u628a\u8fd9\u4e2a\u6307\u6807\u53ebPrecision&#xff0c;\u4f46\u5168\u6587\u6ca1\u6709\u7ed9\u51fa\u5177\u4f53\u8ba1\u7b97\u516c\u5f0f\u3002\u4ece\u4e0a\u4e0b\u6587\u770b&#xff0c;\u5b83\u5e94\u8be5\u662ftoken\u7ea7\u522b\u7684\u5339\u914d\u7387&#xff0c;\u4e5f\u5c31\u662f\u8f93\u51fa\u6587\u672c\u4e2d\u4e0e\u6807\u51c6\u7b54\u6848\u5339\u914d\u7684token\u5360\u6bd4&#xff0c;\u4e0d\u662f\u4fe1\u606f\u68c0\u7d22\u610f\u4e49\u4e0a\u7684\u7cbe\u786e\u7387\u3002\u800c\u4e14\u8bba\u6587\u81ea\u5df1\u63d0\u5230&#xff0c;\u56e0\u4e3a\u8f93\u51fa\u683c\u5f0f\u548c\u6807\u51c6\u7b54\u6848\u7684\u683c\u5f0f\u6ca1\u6cd5\u5b8c\u5168\u5bf9\u9f50&#xff0c;\u5b9e\u9645\u6027\u80fd\u53ef\u80fd\u6bd4\u6d4b\u8bd5\u7ed3\u679c\u8fd8\u8981\u9ad8\u4e00\u4e9b\u3002<\/p>\n<p>\u628a\u6570\u636e\u62c9\u4e00\u6761\u7ebf\u6765\u770b&#xff0c;\u7ed3\u8bba\u5f88\u6e05\u6670\u300210\u500d\u538b\u7f29\u4ee5\u5185&#xff0c;\u5339\u914d\u7387\u5927\u7ea697%\u300210\u523012\u500d&#xff0c;\u5927\u7ea690%\u300220\u500d\u538b\u7f29&#xff0c;\u5927\u7ea660%\u3002\u00a0Figure 1 \u76f4\u89c2\u5730\u753b\u51fa\u4e86\u8fd9\u6761\u8870\u51cf\u66f2\u7ebf\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"612\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260731191719-6a6cf4bf02943.png\" width=\"1080\" \/><\/p>\n<p>\u8fd9\u4e2a10\u500d\u4e0d\u662f\u968f\u4fbf\u62cd\u7684\u6570\u5b57\u3002\u5b83\u5bf9\u5e94\u7684\u662f\u5927\u591a\u6570\u6587\u6863\u7c7b\u578b\u7684\u6587\u672c\u91cf\u3002\u8bba\u6587\u540e\u9762\u7528OmniDocBench\u505a\u5b9e\u6218\u6d4b\u8bd5\u65f6\u4e5f\u9a8c\u8bc1\u4e86&#xff0c;slides\u3001\u4e66\u7c4d\u3001\u62a5\u544a\u8fd9\u4e9b\u6587\u6863\u7c7b\u578b&#xff0c;\u6587\u672ctoken\u5927\u591a\u57281000\u4ee5\u5185&#xff0c;\u538b\u7f29\u6bd4\u4e0d\u8d85\u8fc710\u500d&#xff0c;\u6240\u4ee5\u7528\u5f88\u5c11\u7684token\u5c31\u80fd\u641e\u5b9a\u3002<\/p>\n<h3>\u5b9e\u6218\u8868\u73b0&#xff0c;\u7528\u66f4\u5c11token\u6253\u5230SOTA\u7ea7<\/h3>\n<p>\u5149\u5b66\u538b\u7f29\u4e0d\u53ea\u662f\u5b9e\u9a8c\u5ba4\u91cc\u597d\u770b&#xff0c;\u5b9e\u6218\u4e5f\u80fd\u6253\u3002\u8bba\u6587\u7528OmniDocBench\u505a\u5168\u9762\u6d4b\u8bd5&#xff0c;\u8fd9\u4e2a\u57fa\u51c6\u8986\u76d6\u4e86\u4e66\u7c4d\u3001\u5e7b\u706f\u7247\u3001\u8d22\u62a5\u3001\u8bd5\u5377\u3001\u8bba\u6587\u3001\u6742\u5fd7\u3001\u62a5\u7eb8\u7b49\u5341\u79cd\u6587\u6863\u7c7b\u578b\u3002\u6307\u6807\u662f\u7f16\u8f91\u8ddd\u79bb&#xff0c;\u8d8a\u5c0f\u8d8a\u597d&#xff0c;0\u662f\u5b8c\u7f8e\u8fd8\u539f&#xff0c;1\u662f\u5b8c\u5168\u9519\u8bef\u3002Table 3 \u5217\u51fa\u4e86\u5168\u90e8\u5bf9\u6bd4\u7ed3\u679c\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"1145\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260731191719-6a6cf4bf4b20e.png\" width=\"1080\" \/><\/p>\n<p>\u51e0\u4e2a\u5173\u952e\u6570\u636e\u3002Small\u6a21\u5f0f\u53ea\u7528100\u4e2a\u89c6\u89c9token&#xff0c;\u82f1\u6587overall\u7f16\u8f91\u8ddd\u79bb0.221&#xff0c;\u5df2\u7ecf\u8d85\u8fc7\u4e86\u7528256\u4e2atoken\u7684GOT-OCR2.0\u76840.287\u3002Large\u6a21\u5f0f\u7528400\u4e2atoken&#xff08;\u6709\u6548285\u4e2a&#xff09;&#xff0c;\u7f16\u8f91\u8ddd\u79bb0.138&#xff0c;\u548c\u5f53\u65f6\u7684\u9876\u5c16\u6a21\u578b\u57fa\u672c\u6301\u5e73\u3002Gundam\u6a21\u5f0f\u7528\u4e0d\u5230800\u4e2atoken&#xff0c;\u7f16\u8f91\u8ddd\u79bb0.127&#xff0c;\u7565\u4f18\u4e8e\u9700\u8981\u8fd17000\u4e2atoken\u7684MinerU2.0\u76840.133\u3002<\/p>\n<p>\u8fd9\u91cc\u5f97\u8bda\u5b9e\u5730\u8bf4\u51e0\u4e2a\u7ec6\u8282\u3002Gundam-M\u6a21\u5f0f\u5e26200dpi\u9884\u5904\u7406\u540e\u82f1\u6587overall\u7f16\u8f91\u8ddd\u79bb0.123&#xff0c;\u5728 Table 3 \u6240\u6709\u6a21\u578b\u91cc\u662f\u6700\u4f4e\u7684&#xff0c;\u5305\u62ecGemini2.5-Pro\u76840.148\u548cdots.ocr 200dpi\u7248\u76840.125\u3002\u4e0d\u8fc7\u5728\u4e00\u4e9b\u5b50\u9879\u4e0a&#xff0c;\u6bd4\u5982\u82f1\u6587text\u548ctable&#xff0c;dots.ocr\u7684200dpi\u7248\u672c\u786e\u5b9e\u66f4\u4f18\u3002\u800c\u4e14MinerU2.0\u662fpipeline\u6a21\u578b&#xff0c;DeepSeek-OCR\u662f\u7aef\u5230\u7aef\u6a21\u578b&#xff0c;\u8de8\u7c7b\u522b\u6bd4\u8f83\u672c\u8eab\u6709\u5c40\u9650\u3002\u53e6\u5916Gundam-M\u548cdots.ocr\u7684200dpi\u7248\u672c\u90fd\u4f9d\u8d56fitz\u63d2\u503c\u9884\u5904\u7406&#xff0c;\u8fd9\u4e00\u6b65\u5bf9\u6027\u80fd\u5f71\u54cd\u4e0d\u5c0f&#xff0c;\u8bba\u6587\u6ca1\u6709\u505a\u6d88\u878d\u5bf9\u7167\u3002<\/p>\n<p>\u4e0d\u8fc7\u6838\u5fc3\u4fe1\u606f\u662f\u6e05\u695a\u7684\u3002DeepSeek-OCR\u7528\u5341\u5206\u4e4b\u4e00\u751a\u81f3\u66f4\u5c11\u7684token\u91cf&#xff0c;\u8fbe\u5230\u4e86\u540c\u7b49\u751a\u81f3\u66f4\u597d\u7684\u6587\u6863\u89e3\u6790\u6548\u679c\u3002token\u5c11\u610f\u5473\u7740\u63a8\u7406\u5feb\u3001\u6210\u672c\u4f4e&#xff0c;\u8fd9\u5bf9\u5b9e\u9645\u90e8\u7f72\u7684\u610f\u4e49\u5f88\u5927\u3002<\/p>\n<h3>\u62a5\u7eb8\u4e3a\u4ec0\u4e48\u4f1a\u7ffb\u8f66<\/h3>\n<p>\u8bba\u6587\u91cc\u6709\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u5931\u8d25\u6848\u4f8b&#xff0c;\u6070\u597d\u5370\u8bc1\u4e8610\u500d\u538b\u7f29\u8fb9\u754c\u3002Table 4 \u6309\u6587\u6863\u7c7b\u578b\u62c6\u5206\u4e86\u7f16\u8f91\u8ddd\u79bb\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"365\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260731191719-6a6cf4bfcc86d.png\" width=\"1080\" \/><\/p>\n<p>\u770b\u62a5\u7eb8\u90a3\u4e00\u5217\u3002Tiny\u6a21\u5f0f\u53ea\u670964\u4e2atoken&#xff0c;\u62a5\u7eb8\u7684\u7f16\u8f91\u8ddd\u79bb\u9ad8\u8fbe0.94&#xff0c;\u57fa\u672c\u7b49\u4e8e\u5b8c\u5168\u5931\u8d25\u3002Small\u6a21\u5f0f100\u4e2atoken&#xff0c;0.744&#xff0c;\u8fd8\u662f\u5f88\u5dee\u3002\u4e00\u76f4\u5230Gundam\u6a21\u5f0f\u7528795\u4e2atoken&#xff0c;\u7f16\u8f91\u8ddd\u79bb\u624d\u964d\u52300.122\u3002Gundam-M\u6a21\u5f0f1853\u4e2atoken&#xff0c;\u964d\u52300.099\u3002<\/p>\n<p>\u539f\u56e0\u8bba\u6587\u89e3\u91ca\u5f97\u5f88\u76f4\u63a5&#xff0c;\u62a5\u7eb8\u7684\u6587\u672ctoken\u901a\u5e38\u57284000\u52305000\u4e2a\u3002Tiny\u6a21\u5f0f64\u4e2a\u89c6\u89c9token\u5bf94000\u4e2a\u6587\u5b57token&#xff0c;\u538b\u7f29\u6bd4\u9ad8\u8fbe62\u523078\u500d&#xff0c;\u8fdc\u8d8510\u500d\u8fb9\u754c\u3002\u8fd9\u4e0d\u662f\u6a21\u578b\u4e0d\u884c&#xff0c;\u662f\u4fe1\u606f\u8bba\u5c42\u9762\u7684\u786c\u7ea6\u675f\u3002\u4f60\u4e0d\u80fd\u628a4000\u4e2a\u5b57\u7684\u4fe1\u606f\u585e\u8fdb64\u4e2atoken\u91cc\u8fd8\u4e0d\u4e22\u4e1c\u897f\u3002<\/p>\n<p>\u53cd\u8fc7\u6765&#xff0c;slides\u5728Tiny\u6a21\u5f0f\u4e0b\u7f16\u8f91\u8ddd\u79bb\u5c310.116&#xff0c;\u56e0\u4e3aslides\u7684\u6587\u5b57\u91cf\u672c\u6765\u5c31\u5c11&#xff0c;64\u4e2atoken\u7684\u538b\u7f29\u6bd4\u8fd8\u5728\u5408\u7406\u8303\u56f4\u5185\u3002<\/p>\n<p>\u8fd9\u4e2a\u5931\u8d25\u6848\u4f8b\u7684\u4ef7\u503c\u5728\u4e8e&#xff0c;\u5b83\u8ba910\u500d\u8fb9\u754c\u4e0d\u518d\u53ea\u662f\u4e00\u4e2a\u5e73\u5747\u6570\u5b57&#xff0c;\u800c\u662f\u53d8\u6210\u4e86\u4e00\u4e2a\u548c\u6587\u6863\u7c7b\u578b\u5f3a\u76f8\u5173\u7684\u5b9e\u7528\u5224\u65ad\u6846\u67b6\u3002\u4f60\u7684\u6587\u6863\u5927\u6982\u591a\u5c11\u5b57&#xff0c;\u8be5\u7528\u591a\u5c11token&#xff0c;\u67e5\u4e00\u4e0b\u8868\u5c31\u5fc3\u91cc\u6709\u6570\u4e86\u3002<\/p>\n<h3>\u4e0d\u53ea\u662fOCR&#xff0c;\u8fd8\u80fd\u6df1\u5ea6\u89e3\u6790<\/h3>\n<p>DeepSeek-OCR\u8fd8\u6709\u4e00\u4e2a\u53eb\u300c\u6df1\u5ea6\u89e3\u6790\u300d\u7684\u80fd\u529b\u3002\u7b80\u5355\u8bf4\u5c31\u662f\u5148\u7528\u4e00\u904dOCR\u628a\u6587\u6863\u8f6c\u6210markdown&#xff0c;\u518d\u5bf9\u6587\u6863\u91cc\u7684\u56fe\u8868\u3001\u516c\u5f0f\u3001\u51e0\u4f55\u56fe\u5f62\u3001\u81ea\u7136\u56fe\u50cf\u505a\u4e8c\u6b21\u89e3\u6790\u3002Figure 7 \u5c55\u793a\u4e86\u91d1\u878d\u7814\u62a5\u4e2d\u56fe\u8868\u7684\u7ed3\u6784\u5316\u63d0\u53d6\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"1480\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260731191720-6a6cf4c00a293.png\" width=\"1080\" \/><\/p>\n<p>\u67f1\u72b6\u56fe\u6298\u7ebf\u56fe\u80fd\u8f6c\u6210HTML\u8868\u683c\u683c\u5f0f\u3002\u5316\u5b66\u8bba\u6587\u91cc\u7684\u5206\u5b50\u7ed3\u6784\u56fe&#xff0c;\u80fd\u8f6c\u6210SMILES\u683c\u5f0f&#xff0c;Figure 9 \u7ed9\u4e86\u4e00\u4e2a\u4f8b\u5b50\u3002\u5e73\u9762\u51e0\u4f55\u56fe\u5f62&#xff0c;\u80fd\u7528Slow Perception\u7684\u65b9\u5f0f\u9010\u6bb5\u89e3\u6790\u7ebf\u6bb5\u7aef\u70b9\u548c\u7c7b\u578b\u3002\u6587\u6863\u91cc\u7684\u81ea\u7136\u56fe\u50cf&#xff0c;\u8fd8\u80fd\u8f93\u51fa\u5bc6\u96c6\u63cf\u8ff0\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"1464\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260731191720-6a6cf4c093d0e.png\" width=\"1080\" \/><\/p>\n<p>\u591a\u8bed\u8a00\u65b9\u9762&#xff0c;\u8bad\u7ec3\u6570\u636e\u8986\u76d6\u4e86\u8fd1100\u79cd\u8bed\u8a00\u3002Figure 11 \u5c55\u793a\u4e86\u963f\u62c9\u4f2f\u8bed\u548c\u50e7\u4f3d\u7f57\u8bed\u7684\u8bc6\u522b\u6548\u679c&#xff0c;\u5c11\u6570\u6c11\u65cf\u8bed\u8a00\u6587\u6863\u540c\u6837\u652f\u6301\u5e26\u6392\u7248\u548c\u4e0d\u5e26\u6392\u7248\u4e24\u79cd\u8f93\u51fa\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"1408\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260731191721-6a6cf4c123962.png\" width=\"1080\" 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