{"id":27909,"date":"2025-03-07T16:41:36","date_gmt":"2025-03-07T08:41:36","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=27909"},"modified":"2025-08-25T00:11:52","modified_gmt":"2025-08-24T16:11:52","slug":"mistral-ocr","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/mistral-ocr\/","title":{"rendered":"Mistral OCR\uff1a94.89%\u603b\u4f53\u7cbe\u5ea6\uff0c1000 \u9875\/30\u79d2\uff0c\u53ea\u97001\u7f8e\u5143"},"content":{"rendered":"<p>\u5728\u4eba\u7c7b\u6587\u660e\u7684\u5386\u53f2\u957f\u6cb3\u4e2d\uff0c\u6bcf\u4e00\u6b21\u4fe1\u606f\u83b7\u53d6\u548c\u89e3\u6790\u65b9\u5f0f\u7684\u98de\u8dc3\uff0c\u90fd\u6df1\u523b\u5730\u63a8\u52a8\u7740\u793e\u4f1a\u8fdb\u6b65\u3002\u4ece\u8fdc\u53e4\u7684\u8c61\u5f62\u6587\u5b57\uff0c\u5230\u4fbf\u643a\u7684\u7eb8\u838e\u8349\uff0c\u518d\u5230\u540e\u6765\u51fa\u73b0\u7684\u5370\u5237\u672f\u4ee5\u53ca\u5f53\u4eca\u7684\u6570\u5b57\u5316\u6d6a\u6f6e\uff0c\u6bcf\u4e00\u6b21\u6280\u672f\u9769\u65b0\u90fd\u6781\u5927\u5730\u62d3\u5c55\u4e86\u4eba\u7c7b\u77e5\u8bc6\u7684\u4f20\u64ad\u8303\u56f4\u548c\u5e94\u7528\u6df1\u5ea6\uff0c\u8fdb\u800c\u6210\u4e3a\u4e86\u5b55\u80b2\u65b0\u4e00\u8f6e\u521b\u65b0\u7684\u6c83\u571f\u3002<\/p>\n<p>\u4eca\u5929\uff0c\u6211\u4eec\u6b63\u5904\u5728\u4e00\u4e2a\u6fc0\u52a8\u4eba\u5fc3\u7684\u65f6\u4ee3\u8f6c\u6298\u70b9\uff0c\u62e5\u6709\u7740\u524d\u6240\u672a\u6709\u7684\u673a\u9047\u53bb\u89e3\u9501\u8574\u85cf\u5728\u6d77\u91cf\u6570\u5b57\u5316\u4fe1\u606f\u4e2d\u7684\u5de8\u5927\u6f5c\u529b\u3002 \u884c\u4e1a\u6570\u636e\u663e\u793a\uff0c\u73b0\u4eca\u5168\u7403\u7ea6 90% \u7684\u673a\u6784\u6570\u636e\u4ecd\u7136\u4ee5\u6587\u6863\u5f62\u5f0f\u5b58\u50a8\uff0c\u8fd9\u5176\u4e2d\u8574\u542b\u7740\u5de8\u5927\u7684\u4fe1\u606f\u4ef7\u503c\u5c1a\u5f85\u6316\u6398\u3002\u4e3a\u4e86\u91ca\u653e\u8fd9\u4e9b\u6c89\u7761\u7684\u6570\u636e\u8d44\u4ea7\uff0cMistral AI \u91cd\u78c5\u63a8\u51fa\u4e86\u00a0<strong>Mistral OCR<\/strong>\uff0c \u8fd9\u662f\u4e00\u6b3e Optical <a href=\"https:\/\/www.kdjingpai.com\/ja\/character-ai\/\">Character<\/a> Recognition (\u5149\u5b66\u5b57\u7b26\u8bc6\u522b) API\uff0c\u5b83\u7684\u51fa\u73b0\uff0c\u6807\u5fd7\u7740\u6587\u6863\u7406\u89e3\u6280\u672f\u8fc8\u4e0a\u4e86\u4e00\u4e2a\u65b0\u7684\u53f0\u9636\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>Mistral OCR \u7684\u6838\u5fc3\u4f18\u52bf<\/h2>\n<p><a href=\"https:\/\/www.kdjingpai.com\/ja\/le-chat-mistral\/\">Mistral<\/a> OCR \u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u7b80\u5355\u7684 OCR \u5de5\u5177\uff0c\u5b83\u4ee3\u8868\u7740\u5bf9\u6587\u6863\u7406\u89e3\u65b9\u5f0f\u7684\u5f7b\u5e95\u9769\u65b0\u3002\u76f8\u8f83\u4e8e\u5e02\u573a\u4e0a\u7684\u5176\u4ed6 OCR \u6a21\u578b\uff0cMistral OCR \u5177\u5907\u66f4\u5f3a\u5927\u7684\u6587\u6863\u8ba4\u77e5\u80fd\u529b\u548c\u66f4\u9ad8\u7684\u7cbe\u5ea6\uff0c\u80fd\u591f\u6df1\u5165\u7406\u89e3\u6587\u6863\u7684\u6bcf\u4e00\u4e2a\u7ec4\u6210\u90e8\u5206\u2014\u2014\u65e0\u8bba\u662f\u56fe\u7247\u3001\u6587\u5b57\uff0c\u8fd8\u662f\u8868\u683c\u3001\u6570\u5b66\u516c\u5f0f\uff0cMistral OCR \u90fd\u80fd\u8f7b\u677e\u9a7e\u9a6d\u3002\u7528\u6237\u53ea\u9700\u4e0a\u4f20\u56fe\u50cf\u6216 PDF \u6587\u6863\uff0c\u5373\u53ef\u5feb\u901f\u63d0\u53d6\u51fa\u7ed3\u6784\u5316\u7684\u5185\u5bb9\uff0c\u5e76\u4ee5\u56fe\u6587\u5e76\u8302\u7684\u5f62\u5f0f\u6709\u5e8f\u5448\u73b0\u3002<\/p>\n<p>\u6982\u62ec\u6765\u8bf4\uff0cMistral OCR \u62e5\u6709\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u4f18\u52bf\uff1a<\/p>\n<ol>\n<li><strong>\u9876\u5c16\u7684\u590d\u6742\u6587\u6863\u7406\u89e3\u529b<\/strong>\uff1a \u80fd\u591f\u7cbe\u51c6\u89e3\u6790\u56fe\u6587\u6df7\u5408\u3001\u5305\u542b\u590d\u6742\u6570\u5b66\u516c\u5f0f\u3001\u8868\u683c\u4ee5\u53ca LaTeX \u7b49\u9ad8\u7ea7\u683c\u5f0f\u7684\u6587\u6863\u3002<\/li>\n<li><strong>\u539f\u751f\u591a\u8bed\u8a00\u548c\u591a\u6a21\u6001\u652f\u6301<\/strong>\uff1a \u751f\u6765\u5177\u5907\u5904\u7406\u591a\u8bed\u8a00\u548c\u591a\u6a21\u6001\u6587\u6863\u7684\u80fd\u529b\uff0c\u65e0\u9700\u989d\u5916\u914d\u7f6e\u3002<\/li>\n<li><strong>\u5353\u8d8a\u7684\u6027\u80fd\u6307\u6807<\/strong>\uff1a \u5728\u591a\u9879\u6743\u5a01\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cMistral OCR \u7684\u6027\u80fd\u5747\u540d\u5217\u524d\u8305\u3002<\/li>\n<li><strong>\u95ea\u7535\u822c\u7684\u5904\u7406\u901f\u5ea6<\/strong>\uff1a \u5728\u540c\u7c7b OCR \u4ea7\u54c1\u4e2d\uff0cMistral OCR \u7684\u5904\u7406\u901f\u5ea6\u582a\u79f0\u4e00\u6d41\u3002<\/li>\n<li><strong>\u521b\u65b0\u7684 &#8220;\u6587\u6863\u5373 Prompt&#8221; \u6a21\u5f0f\u4e0e\u7ed3\u6784\u5316\u8f93\u51fa<\/strong>\uff1a \u652f\u6301\u5c06\u6574\u4e2a\u6587\u6863\u4f5c\u4e3a Prompt \u6307\u4ee4\uff0c\u5e76\u80fd\u8f93\u51fa\u9ad8\u5ea6\u7ed3\u6784\u5316\u7684\u6570\u636e\u7ed3\u679c\u3002<\/li>\n<li><strong>\u7075\u6d3b\u53ef\u9009\u7684\u81ea\u6258\u7ba1\u65b9\u6848<\/strong>\uff1a \u9488\u5bf9\u5bf9\u6570\u636e\u5b89\u5168\u6027\u6709\u6781\u81f4\u8981\u6c42\u7684\u4f01\u4e1a\uff0cMistral OCR \u63d0\u4f9b\u53ef\u9009\u62e9\u7684\u81ea\u6258\u7ba1\u90e8\u7f72\u65b9\u6848\u3002<\/li>\n<\/ol>\n<p>\u51ed\u501f\u8fd9\u4e9b\u663e\u8457\u4f18\u52bf\uff0cMistral OCR \u6210\u4e3a\u4e86\u6784\u5efa <a href=\"https:\/\/www.kdjingpai.com\/ja\/rag\/\">RAG<\/a> (Retrieval-Augmented Generation\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210) \u7cfb\u7edf\u7684\u7406\u60f3\u9009\u62e9\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u5bcc\u542b\u4fe1\u606f\u7684\u591a\u6a21\u6001\u6587\u6863\uff08\u5982\u5e7b\u706f\u7247\u3001\u590d\u6742\u7684 PDF \u6587\u4ef6\u7b49\uff09\u65f6\uff0c\u5176\u4f18\u52bf\u66f4\u52a0\u7a81\u51fa\u3002\u76ee\u524d\uff0cMistral OCR \u5df2\u7ecf\u88ab <a href=\"https:\/\/www.kdjingpai.com\/ja\/le-chat-mistral\/\">Mistral AI<\/a> \u65d7\u4e0b\u7684\u660e\u661f\u4ea7\u54c1 <a href=\"https:\/\/www.kdjingpai.com\/ja\/le-chat-mistral\/\">Le Chat<\/a> \u5bf9\u8bdd\u5f0f AI \u5e73\u53f0\u91c7\u7528\uff0c\u4e3a\u6570\u767e\u4e07\u7528\u6237\u63d0\u4f9b\u5f3a\u5927\u7684\u6587\u6863\u7406\u89e3\u80fd\u529b\u3002API \u7248\u672c\u00a0<em>mistral-ocr-latest<\/em>\u00a0\u73b0\u5df2\u6b63\u5f0f\u53d1\u5e03\uff0c\u5b9a\u4ef7\u6781\u5177\u7ade\u4e89\u529b\uff0c\u4ec5\u4e3a\u6bcf 1000 \u9875 1 \u7f8e\u5143\uff0c\u82e5\u91c7\u7528\u6279\u91cf\u63a8\u7406\u6a21\u5f0f\uff0c\u6210\u672c\u6548\u76ca\u5c06\u66f4\u52a0\u663e\u8457\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u7acb\u5373\u901a\u8fc7 Mistral AI \u5f00\u53d1\u8005\u5e73\u53f0\u00a0<a href=\"http:\/\/console.mistral.ai\/\">La Plateforme<\/a>\u00a0\u4f53\u9a8c Mistral OCR \u7684\u5f3a\u5927\u529f\u80fd\u3002\u672a\u6765\uff0cMistral OCR \u8fd8\u5c06\u901a\u8fc7 Mistral AI \u7684\u4e91\u670d\u52a1\u548c\u5408\u4f5c\u4f19\u4f34\u7f51\u7edc\u8fdb\u884c\u66f4\u5e7f\u6cdb\u7684\u90e8\u7f72\uff0c\u5e76\u652f\u6301\u4f01\u4e1a\u672c\u5730\u5316\u90e8\u7f72\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u5256\u6790 Mistral OCR \u7684\u5404\u9879\u6838\u5fc3\u6280\u672f\u4f18\u52bf\uff0c\u5e76\u4ecb\u7ecd\u5982\u4f55\u901a\u8fc7 API \u5feb\u901f\u4e0a\u624b\u4f7f\u7528 Mistral OCR\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>Mistral OCR \u6838\u5fc3\u4f18\u52bf\u8be6\u89e3<\/h2>\n<h3>\u590d\u6742\u6587\u6863\u7684\u6df1\u5ea6\u7406\u89e3<\/h3>\n<p>Mistral OCR \u4e4b\u6240\u4ee5\u80fd\u5728\u590d\u6742\u6587\u6863\u7406\u89e3\u65b9\u9762\u8868\u73b0\u51fa\u7c7b\u62d4\u8403\uff0c\u5f97\u76ca\u4e8e\u5176\u80cc\u540e\u5148\u8fdb\u7684\u6a21\u578b\u67b6\u6784\u548c\u8bad\u7ec3\u7b56\u7565\u3002\u65e0\u8bba\u662f\u9762\u5bf9\u56fe\u6587\u4ea4\u9519\u6392\u7248\u7684\u6587\u6863\u3001\u5305\u542b\u5927\u91cf\u4e13\u4e1a\u6570\u5b66\u516c\u5f0f\u7684\u5b66\u672f\u8bba\u6587\u3001\u7ed3\u6784\u7cbe\u5bc6\u7684\u8868\u683c\uff0c\u8fd8\u662f\u91c7\u7528 LaTeX \u7b49\u590d\u6742\u6392\u7248\u7cfb\u7edf\u751f\u6210\u7684\u6587\u6863\uff0cMistral OCR \u90fd\u80fd\u5b9e\u73b0\u7cbe\u51c6\u89e3\u6790\u3002\u5373\u4f7f\u662f\u90a3\u4e9b\u4fe1\u606f\u5bc6\u5ea6\u6781\u9ad8\u7684\u79d1\u7814\u8bba\u6587\uff0c\u5176\u4e2d\u7a7f\u63d2\u7740\u56fe\u8868\u3001\u56fe\u5f62\u3001\u516c\u5f0f\u548c\u56fe\u50cf\u7b49\u591a\u79cd\u5143\u7d20\uff0cMistral OCR \u4f9d\u7136\u80fd\u591f\u6df1\u5165\u7406\u89e3\u6587\u6863\u7684\u5185\u5728\u903b\u8f91\u548c\u4fe1\u606f\u3002<\/p>\n<p>\u4e3a\u4e86\u8ba9\u7528\u6237\u66f4\u76f4\u89c2\u5730\u4f53\u9a8c Mistral OCR \u7684\u5f3a\u5927\u80fd\u529b\uff0cMistral AI \u56e2\u961f\u7279\u522b\u51c6\u5907\u4e86\u4e00\u4e2a\u6f14\u793a\u6848\u4f8b\u3002\u4ed6\u4eec\u5c06\u4e00\u4efd\u5178\u578b\u7684 PDF \u6587\u6863\u8f93\u5165 Mistral OCR\uff0c\u6a21\u578b\u6210\u529f\u5730\u4ece\u4e2d\u62bd\u53d6\u51fa\u6240\u6709\u7684\u6587\u672c\u548c\u56fe\u50cf\u4fe1\u606f\uff0c\u5e76\u5c06\u5176\u9ad8\u6548\u5730\u8f6c\u6362\u4e3a Markdown \u683c\u5f0f\u7684\u6587\u4ef6\uff0c\u5b8c\u7f8e\u4fdd\u7559\u4e86\u539f\u6587\u7684\u7ed3\u6784\u548c\u5185\u5bb9\u3002\u611f\u5174\u8da3\u7684\u5f00\u53d1\u8005\u53ef\u4ee5\u8bbf\u95ee\u00a0<a href=\"https:\/\/colab.research.google.com\/github\/mistralai\/cookbook\/blob\/main\/mistral\/ocr\/structured_ocr.ipynb\">Colab notebook<\/a>\u00a0\u4eb2\u81ea\u4f53\u9a8c\u8fd9\u4e00\u8fc7\u7a0b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u4e3a\u4e86\u66f4\u6e05\u6670\u5730\u5c55\u793a Mistral OCR \u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6587\u6863\u89e3\u6790\u6548\u679c\uff0cMistral AI \u56e2\u961f\u8fd8\u7cbe\u5fc3\u51c6\u5907\u4e86\u591a\u7ec4 PDF \u6587\u6863\u53ca\u5176\u5bf9\u5e94\u7684 OCR \u7ed3\u679c\u5bf9\u6bd4\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u7b80\u5355\u7684\u6ed1\u52a8\u64cd\u4f5c\uff0c\u5728\u539f\u59cb\u6587\u6863\u548c OCR \u8bc6\u522b\u7ed3\u679c\u4e4b\u95f4\u81ea\u7531\u5207\u6362\uff0c\u76f4\u89c2\u5730\u611f\u53d7\u5230 Mistral OCR \u5728\u5904\u7406\u5404\u79cd\u590d\u6742\u6587\u6863\u65f6\u6240\u5c55\u73b0\u51fa\u7684\u5353\u8d8a\u6027\u80fd\u3002<\/strong><\/p>\n<p><strong>\u8868\u683c + \u56fe\u5f62<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-27912\" title=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/d6453e9ea95999e.png\" alt=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-1\" width=\"721\" height=\"932\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/d6453e9ea95999e.png 1546w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/d6453e9ea95999e-768x993.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/d6453e9ea95999e-1188x1536.png 1188w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/d6453e9ea95999e-9x12.png 9w\" sizes=\"auto, (max-width: 721px) 100vw, 721px\" \/><\/p>\n<p><strong>OCR \u7ed3\u679c<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-27911\" title=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/647ef8fe71a7953.png\" alt=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-2\" width=\"654\" height=\"886\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/647ef8fe71a7953.png 1198w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/647ef8fe71a7953-768x1041.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/647ef8fe71a7953-1133x1536.png 1133w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/647ef8fe71a7953-9x12.png 9w\" sizes=\"auto, (max-width: 654px) 100vw, 654px\" \/><\/p>\n<p><strong>\u6570\u5b66\u516c\u5f0f<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-27914\" title=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/ad053550f92a4dd.jpg\" alt=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-3\" width=\"591\" height=\"765\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/ad053550f92a4dd.jpg 791w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/ad053550f92a4dd-768x994.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/ad053550f92a4dd-9x12.jpg 9w\" sizes=\"auto, (max-width: 591px) 100vw, 591px\" \/><\/p>\n<p><strong>OCR \u7ed3\u679c<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-27910\" title=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/8ab10f20504e620.png\" alt=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-4\" width=\"672\" height=\"631\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/8ab10f20504e620.png 1894w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/8ab10f20504e620-768x722.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/8ab10f20504e620-1536x1444.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/8ab10f20504e620-13x12.png 13w\" sizes=\"auto, (max-width: 672px) 100vw, 672px\" \/><\/p>\n<p><strong>\u5370\u5730\u8bed<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-27913\" title=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/9881892b7ff09b7.png\" alt=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-5\" width=\"728\" height=\"970\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/9881892b7ff09b7.png 1241w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/9881892b7ff09b7-768x1024.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/9881892b7ff09b7-1152x1536.png 1152w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/9881892b7ff09b7-9x12.png 9w\" sizes=\"auto, (max-width: 728px) 100vw, 728px\" \/><\/p>\n<p><strong>OCR \u7ed3\u679c<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-27915\" title=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/74864286d0e8f4d.png\" alt=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-6\" width=\"568\" height=\"442\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/74864286d0e8f4d.png 1766w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/74864286d0e8f4d-768x598.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/74864286d0e8f4d-1536x1195.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/74864286d0e8f4d-15x12.png 15w\" sizes=\"auto, (max-width: 568px) 100vw, 568px\" \/><\/p>\n<p><strong>\u666e\u901a\u6587\u6863<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-27916\" title=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-7\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/cf3679c91a4b4bc.jpg\" alt=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-7\" width=\"626\" height=\"834\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/cf3679c91a4b4bc.jpg 1500w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/cf3679c91a4b4bc-768x1023.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/cf3679c91a4b4bc-1153x1536.jpg 1153w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/cf3679c91a4b4bc-9x12.jpg 9w\" sizes=\"auto, (max-width: 626px) 100vw, 626px\" \/><\/p>\n<p><strong>OCR \u7ed3\u679c<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-27917\" title=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-8\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/0a6a0ee83133609.png\" alt=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-8\" width=\"585\" height=\"566\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/0a6a0ee83133609.png 1900w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/0a6a0ee83133609-768x743.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/0a6a0ee83133609-1536x1486.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/0a6a0ee83133609-12x12.png 12w\" sizes=\"auto, (max-width: 585px) 100vw, 585px\" \/><\/p>\n<p><strong>\u963f\u62c9\u4f2f\u8bed<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-27918\" title=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-9\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/89d59d6fe3a3863.jpg\" alt=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-9\" width=\"376\" height=\"467\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/89d59d6fe3a3863.jpg 736w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/89d59d6fe3a3863-10x12.jpg 10w\" sizes=\"auto, (max-width: 376px) 100vw, 376px\" \/><\/p>\n<p><strong>OCR \u7ed3\u679c<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-27919\" title=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-10\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/d1e2361ac8218a2.png\" alt=\"Mistral OCR\uff1a1 \u7f8e\u5143\u5343\u9875\uff0c94% \u51c6\u786e\u7387-10\" width=\"395\" height=\"439\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/d1e2361ac8218a2.png 488w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/d1e2361ac8218a2-11x12.png 11w\" sizes=\"auto, (max-width: 395px) 100vw, 395px\" \/><\/p>\n<h3>\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5\u7684\u5353\u8d8a\u8868\u73b0<\/h3>\n<p>\u4e3a\u4e86\u5168\u9762\u8bc4\u4f30 Mistral OCR \u7684\u6027\u80fd\u6c34\u5e73\uff0cMistral AI \u56e2\u961f\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u4e25\u82db\u7684\u57fa\u51c6\u6d4b\u8bd5\u3002\u6d4b\u8bd5\u7ed3\u679c\u6e05\u6670\u5730\u8868\u660e\uff0cMistral OCR \u5728\u591a\u9879\u5173\u952e\u6307\u6807\u4e0a\u5747\u663e\u8457\u8d85\u8d8a\u4e86\u5e02\u573a\u4e0a\u5176\u4ed6\u9886\u5148\u7684 OCR \u6a21\u578b\u3002\u5c24\u5176\u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0cMistral OCR \u5728\u4ece\u6587\u6863\u4e2d\u51c6\u786e\u63d0\u53d6\u5d4c\u5165\u56fe\u50cf\u7684\u80fd\u529b\u65b9\u9762\u8868\u73b0\u7a81\u51fa\uff0c\u800c\u53c2\u4e0e\u5bf9\u6bd4\u7684\u5176\u4ed6\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u76ee\u524d\u5c1a\u4e0d\u5177\u5907\u8fd9\u4e00\u529f\u80fd\u3002\u4e3a\u4e86\u786e\u4fdd\u8bc4\u4f30\u7684\u516c\u5e73\u6027\uff0cMistral AI \u56e2\u961f\u8fd8\u7279\u522b\u6784\u5efa\u4e86\u4e00\u4e2a\u5185\u90e8 \u201c\u7eaf\u6587\u672c\u201d \u6d4b\u8bd5\u96c6\uff0c\u7528\u4e8e\u5bf9\u5404\u6a21\u578b\u8fdb\u884c\u540c\u53f0\u7ade\u6280\u3002\u8be5\u6d4b\u8bd5\u96c6\u6db5\u76d6\u4e86\u5404\u79cd\u7c7b\u578b\u7684\u51fa\u7248\u7269\u8bba\u6587\u4ee5\u53ca\u6765\u6e90\u4e8e\u4e92\u8054\u7f51\u7684 PDF \u6587\u6863\uff0c\u529b\u6c42\u5168\u9762\u3001\u5ba2\u89c2\u5730\u53cd\u6620\u5404\u6a21\u578b\u7684\u771f\u5b9e\u6027\u80fd\u3002<\/p>\n<p><strong>\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u6570\u636e\uff1a<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u6a21\u578b<\/strong><\/th>\n<th><strong>\u603b\u4f53\u6027\u80fd<\/strong><\/th>\n<th><strong>\u6570\u5b66\u516c\u5f0f\u8bc6\u522b<\/strong><\/th>\n<th><strong>\u591a\u8bed\u79cd\u652f\u6301<\/strong><\/th>\n<th><strong>\u626b\u63cf\u6587\u6863\u8bc6\u522b<\/strong><\/th>\n<th><strong>\u8868\u683c\u8bc6\u522b<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Google Document AI<\/strong><\/td>\n<td><strong>83.42<\/strong><\/td>\n<td><strong>80.29<\/strong><\/td>\n<td><strong>86.42<\/strong><\/td>\n<td><strong>92.77<\/strong><\/td>\n<td><strong>78.16<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>Azure OCR<\/strong><\/td>\n<td><strong>89.52<\/strong><\/td>\n<td><strong>85.72<\/strong><\/td>\n<td><strong>87.52<\/strong><\/td>\n<td><strong>94.65<\/strong><\/td>\n<td><strong>89.52<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>Gemini-1.5-Flash-002<\/strong><\/td>\n<td><strong>90.23<\/strong><\/td>\n<td><strong>89.11<\/strong><\/td>\n<td><strong>86.76<\/strong><\/td>\n<td><strong>94.87<\/strong><\/td>\n<td><strong>90.48<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>Gemini-1.5-Pro-002<\/strong><\/td>\n<td><strong>89.92<\/strong><\/td>\n<td><strong>88.48<\/strong><\/td>\n<td><strong>86.33<\/strong><\/td>\n<td><strong>96.15<\/strong><\/td>\n<td><strong>89.71<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>Gemini-2.0-Flash-001<\/strong><\/td>\n<td><strong>88.69<\/strong><\/td>\n<td><strong>84.18<\/strong><\/td>\n<td><strong>85.80<\/strong><\/td>\n<td><strong>95.11<\/strong><\/td>\n<td><strong>91.46<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>GPT-4o-2024-11-20<\/strong><\/td>\n<td><strong>89.77<\/strong><\/td>\n<td><strong>87.55<\/strong><\/td>\n<td><strong>86.00<\/strong><\/td>\n<td><strong>94.58<\/strong><\/td>\n<td><strong>91.70<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>Mistral OCR 2503<\/strong><\/td>\n<td><strong>94.89<\/strong><\/td>\n<td><strong>94.29<\/strong><\/td>\n<td><strong>89.55<\/strong><\/td>\n<td><strong>98.96<\/strong><\/td>\n<td><strong>96.12<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4ece\u4e0a\u8ff0\u6570\u636e\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u51fa\uff0cMistral OCR \u5728\u5404\u9879\u5173\u952e\u6027\u80fd\u6307\u6807\u4e0a\u5747\u53d6\u5f97\u4e86\u663e\u8457\u7684\u9886\u5148\u4f18\u52bf\uff0c\u5c24\u5176\u662f\u5728\u603b\u4f53\u6027\u80fd\u548c\u8868\u683c\u8bc6\u522b\u80fd\u529b\u65b9\u9762\uff0c\u5176\u4f18\u52bf\u5730\u4f4d\u5c24\u4e3a\u7a81\u51fa\u3002<\/p>\n<h3>\u539f\u751f\u591a\u8bed\u79cd\u5904\u7406\u80fd\u529b<\/h3>\n<p>\u81ea Mistral AI \u521b\u7acb\u4e4b\u521d\uff0c\u5c31\u5c06\u670d\u52a1\u5168\u7403\u7528\u6237\u4f5c\u4e3a\u91cd\u8981\u7684\u53d1\u5c55\u76ee\u6807\u3002\u56e0\u6b64\uff0c\u6784\u5efa\u5f3a\u5927\u7684\u591a\u8bed\u8a00\u5904\u7406\u80fd\u529b\u4e00\u76f4\u662f Mistral AI \u4ea7\u54c1\u7814\u53d1\u7684\u6838\u5fc3\u6218\u7565\u4e4b\u4e00\u3002Mistral OCR \u5728\u8fd9\u65b9\u9762\u5b9e\u73b0\u4e86\u65b0\u7684\u7a81\u7834\uff0c\u5b83\u80fd\u591f\u65e0\u7f1d\u89e3\u6790\u3001\u7cbe\u51c6\u7406\u89e3\u548c\u9ad8\u6548\u8f6c\u5f55\u6570\u5343\u79cd\u4e0d\u540c\u7684\u6587\u5b57\u3001\u5b57\u4f53\u548c\u8bed\u8a00\uff0c\u5168\u9762\u8986\u76d6\u5168\u7403\u5404\u5927\u6d32\u7684\u8bed\u8a00\u6587\u5316\u3002\u8fd9\u79cd\u5353\u8d8a\u7684\u591a\u8bed\u8a00\u9002\u5e94\u6027\uff0c\u5bf9\u4e8e\u90a3\u4e9b\u4e1a\u52a1\u904d\u5e03\u5168\u7403\u3001\u9700\u8981\u5904\u7406\u6765\u81ea\u4e0d\u540c\u8bed\u8a00\u533a\u57df\u6587\u6863\u7684\u8de8\u56fd\u4f01\u4e1a\uff0c\u4ee5\u53ca\u4e13\u6ce8\u4e8e\u7279\u5b9a\u8bed\u8a00\u5e02\u573a\u3001\u670d\u52a1 \u043c\u0435\u0441\u0442\u043d\u044b\u0439 \u7528\u6237\u7684\u672c\u5730\u5316\u4f01\u4e1a\u800c\u8a00\uff0c\u90fd\u5177\u6709\u81f3\u5173\u91cd\u8981\u7684\u6218\u7565\u610f\u4e49\u3002<\/p>\n<p><strong>\u4e0b\u8868\u5c55\u793a\u4e86 Mistral OCR \u5728\u591a\u8bed\u8a00\u6a21\u7cca\u5339\u914d\u751f\u6210\u4efb\u52a1\u4e2d\u7684\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\uff1a<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u6a21\u578b<\/strong><\/th>\n<th><strong>\u6a21\u7cca\u5339\u914d\u751f\u6210\u51c6\u786e\u7387<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Google-Document-AI<\/strong><\/td>\n<td><strong>95.88%<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>Gemini-2.0-Flash-001<\/strong><\/td>\n<td><strong>96.53%<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>Azure OCR<\/strong><\/td>\n<td><strong>97.31%<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>Mistral OCR 2503<\/strong><\/td>\n<td><strong>99.02%<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6d4b\u8bd5\u6570\u636e\u8868\u660e\uff0cMistral OCR \u5728\u591a\u8bed\u8a00\u6a21\u7cca\u5339\u914d\u751f\u6210\u65b9\u9762\u540c\u6837\u8868\u73b0\u51fa\u8272\uff0c\u5176\u6027\u80fd\u6307\u6807\u8d85\u8d8a\u4e86\u5176\u4ed6\u4e3b\u6d41 OCR \u4ea7\u54c1\uff0c\u518d\u6b21\u5370\u8bc1\u4e86\u5176\u5f3a\u5927\u7684\u591a\u8bed\u8a00\u5904\u7406\u80fd\u529b\u3002<\/p>\n<p><strong>\u4e3a\u4e86\u66f4\u7cbe\u7ec6\u5730\u8bc4\u4f30 Mistral OCR \u5728\u4e0d\u540c\u8bed\u79cd\u4e0b\u7684\u6027\u80fd\u8868\u73b0\uff0cMistral AI \u56e2\u961f\u8fd8\u8fdb\u884c\u4e86\u66f4\u7ec6\u81f4\u7684\u5206\u8bed\u79cd\u57fa\u51c6\u6d4b\u8bd5\uff0c\u6d4b\u8bd5\u7ed3\u679c\u5982\u4e0b\uff1a<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u8bed\u8a00<\/strong><\/th>\n<th><strong>Azure OCR<\/strong><\/th>\n<th><strong>Google Doc AI<\/strong><\/th>\n<th><strong>Gemini-2.0-Flash-001<\/strong><\/th>\n<th><strong>Mistral OCR 2503<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u4fc4\u8bed (ru)<\/strong><\/td>\n<td><strong>97.35%<\/strong><\/td>\n<td><strong>95.56%<\/strong><\/td>\n<td><strong>96.58%<\/strong><\/td>\n<td><strong>99.09%<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>\u6cd5\u8bed (fr)<\/strong><\/td>\n<td><strong>97.50%<\/strong><\/td>\n<td><strong>96.36<\/strong><\/td>\n<td><strong>97.06%<\/strong><\/td>\n<td><strong>99.20%<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>\u5370\u5730\u8bed (hi)<\/strong><\/td>\n<td><strong>96.45%<\/strong><\/td>\n<td><strong>95.65<\/strong><\/td>\n<td><strong>94.99%<\/strong><\/td>\n<td><strong>97.55%<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>\u4e2d\u6587 (zh)<\/strong><\/td>\n<td><strong>91.40%<\/strong><\/td>\n<td><strong>90.89%<\/strong><\/td>\n<td><strong>91.85%<\/strong><\/td>\n<td><strong>97.11%<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>\u8461\u8404\u7259\u8bed (pt)<\/strong><\/td>\n<td><strong>97.96%<\/strong><\/td>\n<td><strong>96.24<\/strong><\/td>\n<td><strong>97.25%<\/strong><\/td>\n<td><strong>99.42%<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>\u5fb7\u8bed (de)<\/strong><\/td>\n<td><strong>98.39%<\/strong><\/td>\n<td><strong>97.09%<\/strong><\/td>\n<td><strong>97.19<\/strong><\/td>\n<td><strong>99.51%<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>\u897f\u73ed\u7259\u8bed (es)<\/strong><\/td>\n<td><strong>98.54%<\/strong><\/td>\n<td><strong>97.52<\/strong><\/td>\n<td><strong>97.75<\/strong><\/td>\n<td><strong>99.54%<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>\u571f\u8033\u5176\u8bed (tr)<\/strong><\/td>\n<td><strong>95.91%<\/strong><\/td>\n<td><strong>93.85<\/strong><\/td>\n<td><strong>94.66%<\/strong><\/td>\n<td><strong>97.00%<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>\u4e4c\u514b\u5170\u8bed (uk)<\/strong><\/td>\n<td><strong>97.81%<\/strong><\/td>\n<td><strong>96.24<\/strong><\/td>\n<td><strong>96.70%<\/strong><\/td>\n<td><strong>99.29%<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>\u610f\u5927\u5229\u8bed (it)<\/strong><\/td>\n<td><strong>98.31%<\/strong><\/td>\n<td><strong>97.69<\/strong><\/td>\n<td><strong>97.68<\/strong><\/td>\n<td><strong>99.42%<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>\u7f57\u9a6c\u5c3c\u4e9a\u8bed (ro)<\/strong><\/td>\n<td><strong>96.45%<\/strong><\/td>\n<td><strong>95.14<\/strong><\/td>\n<td><strong>95.88%<\/strong><\/td>\n<td><strong>98.79%<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4ece\u5206\u8bed\u79cd\u6d4b\u8bd5\u7ed3\u679c\u6765\u770b\uff0cMistral OCR \u5728\u5404\u79cd\u8bed\u8a00\u7684\u8bc6\u522b\u51c6\u786e\u7387\u4e0a\u5747\u8868\u73b0\u51fa\u8272\uff0c\u5c24\u5176\u5728\u4e2d\u6587\u8bc6\u522b\u65b9\u9762\uff0cMistral OCR \u7684\u4f18\u52bf\u5c24\u4e3a\u660e\u663e\u3002<\/p>\n<h3>\u6781\u901f\u6587\u6863\u5904\u7406\u80fd\u529b<\/h3>\n<p>Mistral OCR \u5728\u8ffd\u6c42\u5353\u8d8a\u6027\u80fd\u7684\u540c\u65f6\uff0c\u8fd8\u517c\u987e\u4e86\u8f7b\u91cf\u5316\u8bbe\u8ba1\uff0c\u8fd9\u4f7f\u5f97\u5b83\u5728\u5904\u7406\u901f\u5ea6\u4e0a\u8fdc\u8d85\u540c\u7c7b\u4ea7\u54c1\u3002\u5728\u6807\u51c6\u5355\u8282\u70b9\u914d\u7f6e\u4e0b\uff0cMistral OCR \u7684\u5904\u7406\u901f\u5ea6\u9ad8\u8fbe\u6bcf\u5206\u949f 2000 \u9875\u6587\u6863\u3002\u5982\u6b64\u60ca\u4eba\u7684\u6587\u6863\u5904\u7406\u901f\u5ea6\uff0c\u5373\u4f7f\u5728\u9700\u8981\u5904\u7406\u6d77\u91cf\u6587\u6863\u7684\u9ad8\u8d1f\u8f7d\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u4e5f\u80fd\u786e\u4fdd\u7cfb\u7edf\u9ad8\u6548\u8fd0\u8f6c\uff0c\u5e76\u652f\u6301\u7cfb\u7edf\u6301\u7eed\u8fdb\u884c\u5b66\u4e60\u548c\u6027\u80fd\u4f18\u5316\u3002<\/p>\n<h3>&#8220;\u6587\u6863\u5373 Prompt&#8221; \u4e0e\u7ed3\u6784\u5316\u8f93\u51fa<\/h3>\n<p>Mistral OCR \u7684\u53e6\u4e00\u9879\u521b\u65b0\u529f\u80fd\u662f <strong>&#8220;\u6587\u6863\u5373 Prompt&#8221;<\/strong> \u6a21\u5f0f\u3002 \u8fd9\u4e00\u529f\u80fd\u5141\u8bb8\u7528\u6237\u76f4\u63a5\u5c06\u6574\u4e2a\u6587\u6863\u4f5c\u4e3a\u6307\u4ee4 (Prompt) \u8f93\u5165\u6a21\u578b\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u5f3a\u5927\u3001\u66f4\u7cbe\u51c6\u7684\u4fe1\u606f\u63d0\u53d6\u3002\u7528\u6237\u53ef\u4ee5\u6307\u793a Mistral OCR \u4ece\u6587\u6863\u4e2d\u63d0\u53d6\u7279\u5b9a\u7684\u4fe1\u606f\uff0c\u5e76\u6309\u7167\u9884\u5b9a\u4e49\u7684\u683c\u5f0f\uff08\u5982 JSON\uff09\u8f93\u51fa\u7ed3\u6784\u5316\u6570\u636e\u3002\u8fd9\u79cd\u7ed3\u6784\u5316\u7684\u8f93\u51fa\u7ed3\u679c\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u4e0e\u4e0b\u6e38\u5e94\u7528\u548c\u5de5\u4f5c\u6d41\u8fdb\u884c\u96c6\u6210\uff0c\u4f8b\u5982\uff0c\u7528\u6237\u53ef\u4ee5\u5c06\u63d0\u53d6\u51fa\u7684\u6570\u636e\u76f4\u63a5\u7528\u4e8e\u51fd\u6570\u8c03\u7528\u6216\u6784\u5efa\u667a\u80fd Agent\u3002Mistral AI \u56e2\u961f\u540c\u6837\u63d0\u4f9b\u4e86\u4e00\u4e2a <a href=\"https:\/\/colab.research.google.com\/github\/mistralai\/cookbook\/blob\/main\/mistral\/ocr\/structured_ocr.ipynb\">notebook \u793a\u4f8b<\/a>\u00a0\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u4e0a\u624b\u4f53\u9a8c &#8220;\u6587\u6863\u5373 Prompt&#8221; \u529f\u80fd\u3002<\/p>\n<h3>\u7075\u6d3b\u7684\u81ea\u6258\u7ba1\u90e8\u7f72\u9009\u9879<\/h3>\n<p>\u8003\u8651\u5230\u90e8\u5206\u4f01\u4e1a\u548c\u7ec4\u7ec7\u5bf9\u6570\u636e\u9690\u79c1\u548c\u5b89\u5168\u6027\u6709\u7740\u6781\u5176\u4e25\u683c\u7684\u8981\u6c42\uff0cMistral OCR \u7279\u522b\u63d0\u4f9b\u4e86\u81ea\u6258\u7ba1\u90e8\u7f72\u9009\u9879\u3002\u9009\u62e9\u81ea\u6258\u7ba1\u90e8\u7f72\u65b9\u6848\u7684\u7528\u6237\uff0c\u53ef\u4ee5\u5c06 Mistral OCR \u5b8c\u5168\u90e8\u7f72\u5728\u4f01\u4e1a\u81ea\u8eab\u7684\u57fa\u7840\u8bbe\u65bd\u4e4b\u4e0a\uff0c\u4ece\u800c\u786e\u4fdd\u6240\u6709\u654f\u611f\u6570\u636e\u548c\u673a\u5bc6\u4fe1\u606f\u59cb\u7ec8\u5728\u4f01\u4e1a\u81ea\u8eab\u5b89\u5168\u53ef\u63a7\u7684\u73af\u5883\u4e2d\u5904\u7406\uff0c\u6ee1\u8db3\u6700\u4e25\u82db\u7684\u76d1\u7ba1\u5408\u89c4\u548c\u6570\u636e\u5b89\u5168\u6807\u51c6\u3002\u5bf9\u4e8e\u6709\u81ea\u6258\u7ba1\u90e8\u7f72\u9700\u6c42\u7684\u4f01\u4e1a\uff0c\u53ef\u4ee5\u968f\u65f6 \u8054\u7cfb Mistral AI\u00a0\u83b7\u53d6\u66f4\u591a\u4fe1\u606f\u3002<\/p>\n<h2>\u5feb\u901f\u4e0a\u624b Mistral OCR API<\/h2>\n<p><strong>Mistral OCR API \u7684\u4f7f\u7528\u975e\u5e38\u7b80\u4fbf\uff0c Mistral AI \u63d0\u4f9b\u4e86 Python \u548c Typescript \u7b49\u591a\u79cd\u8bed\u8a00\u7684 SDK \u4ee5\u53ca curl \u8bf7\u6c42\u793a\u4f8b\uff0c\u65b9\u4fbf\u5f00\u53d1\u8005\u5feb\u901f\u96c6\u6210\u3002<\/strong><\/p>\n<h3>\u6587\u6863 OCR \u5904\u7406\u5668<\/h3>\n<p><strong>Mistral OCR \u7684\u6838\u5fc3\u529f\u80fd\u7531\u00a0\u6587\u6863 OCR \u5904\u7406\u5668\u00a0\u9a71\u52a8\uff0c\u5b83\u57fa\u4e8e Mistral AI \u6700\u65b0\u7684 OCR \u6a21\u578b\u00a0mistral-ocr-latest\u00a0\u6784\u5efa\uff0c\u80fd\u591f\u4ece PDF \u6587\u6863\u4e2d\u7cbe\u51c6\u63d0\u53d6\u6587\u672c\u548c\u7ed3\u6784\u5316\u5185\u5bb9\u3002<\/strong><\/p>\n<p><strong>\u4e3b\u8981\u7279\u6027<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u7ed3\u6784\u5316\u5185\u5bb9\u63d0\u53d6<\/strong>\uff1a \u5728\u63d0\u53d6\u6587\u672c\u5185\u5bb9\u7684\u540c\u65f6\uff0c\u5b8c\u6574\u4fdd\u7559\u6587\u6863\u7684\u539f\u6709\u7ed3\u6784\u548c\u5c42\u6b21\u5173\u7cfb\u3002<\/li>\n<li><strong>\u683c\u5f0f\u5316\u4fe1\u606f\u4fdd\u7559<\/strong>\uff1a \u80fd\u591f\u51c6\u786e\u8bc6\u522b\u5e76\u4fdd\u7559\u6587\u6863\u4e2d\u7684\u5404\u79cd\u683c\u5f0f\u5316\u4fe1\u606f\uff0c\u5982\u6807\u9898\u3001\u6bb5\u843d\u3001\u5217\u8868\u548c\u8868\u683c\u7b49\u3002<\/li>\n<li><strong>Markdown \u683c\u5f0f\u8f93\u51fa<\/strong>\uff1a \u8fd4\u56de\u7ed3\u679c\u4ee5\u7b80\u6d01\u6613\u7528\u7684 Markdown \u683c\u5f0f\u5448\u73b0\uff0c\u65b9\u4fbf\u7528\u6237\u8fdb\u884c\u4e8c\u6b21\u89e3\u6790\u548c\u6e32\u67d3\u3002<\/li>\n<li><strong>\u590d\u6742\u5e03\u5c40\u5904\u7406<\/strong>\uff1a \u8f7b\u677e\u5e94\u5bf9\u5404\u79cd\u590d\u6742\u6587\u6863\u5e03\u5c40\uff0c\u5305\u62ec\u591a\u680f\u6587\u672c\u548c\u6df7\u5408\u5185\u5bb9\u6392\u7248\u3002<\/li>\n<li><strong>\u9ad8\u7cbe\u5ea6\u3001\u89c4\u6a21\u5316\u5904\u7406<\/strong>\uff1a \u5728\u4fdd\u8bc1\u9ad8\u8bc6\u522b\u7cbe\u5ea6\u7684\u524d\u63d0\u4e0b\uff0c\u652f\u6301\u5927\u89c4\u6a21\u6587\u6863\u7684\u6279\u91cf\u5904\u7406\u3002<\/li>\n<li><strong>\u5e7f\u6cdb\u7684\u6587\u6863\u683c\u5f0f\u652f\u6301<\/strong>\uff1a \u652f\u6301 PDF\u3001\u56fe\u50cf\u4ee5\u53ca\u7528\u6237\u4e0a\u4f20\u7684\u6587\u6863\u7b49\u591a\u79cd\u8f93\u5165\u683c\u5f0f\u3002<\/li>\n<\/ul>\n<p>\u6587\u6863 OCR \u5904\u7406\u5668\u4e0d\u4ec5\u8fd4\u56de\u63d0\u53d6\u51fa\u7684\u6587\u672c\u5185\u5bb9\uff0c\u8fd8\u5305\u542b\u5173\u4e8e\u6587\u6863\u7ed3\u6784\u7684\u5143\u6570\u636e\uff0c\u8fd9\u4f7f\u5f97\u5f00\u53d1\u8005\u80fd\u591f\u66f4\u65b9\u4fbf\u5730\u4ee5\u7f16\u7a0b\u65b9\u5f0f\u5904\u7406\u8bc6\u522b\u540e\u7684\u6587\u6863\u5185\u5bb9\u3002<\/p>\n<h4>PDF \u6587\u6863 OCR<\/h4>\n<p><strong>\u4ee5\u4e0b\u4ee3\u7801\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528 Mistral OCR API \u5904\u7406 PDF \u6587\u6863\uff1a<\/strong><\/p>\n<pre><code>import os\r\nfrom mistralai import Mistral\r\napi_key = os.environ[\"MISTRAL_API_KEY\"]\r\nclient = Mistral(api_key=api_key)\r\nocr_response = client.ocr.process(\r\nmodel=\"mistral-ocr-latest\",\r\ndocument={\r\n\"type\":\"document_url\",\r\n\"document_url\":\"https:\/\/arxiv.org\/pdf\/2201.04234\"\r\n},\r\ninclude_image_base64=True\r\n)\r\n<\/code><\/pre>\n<h4>\u4e0a\u4f20 PDF \u6587\u6863\u8fdb\u884c OCR<\/h4>\n<p><strong>Mistral OCR API \u4e5f\u652f\u6301\u7528\u6237\u4e0a\u4f20 PDF \u6587\u4ef6\u8fdb\u884c OCR \u5904\u7406\u3002<\/strong><\/p>\n<p><strong>\u6587\u4ef6\u4e0a\u4f20<\/strong><\/p>\n<p><strong>\u9996\u5148\uff0c\u9700\u8981\u5c06 PDF \u6587\u4ef6\u4e0a\u4f20\u5230 Mistral AI \u7684\u6587\u4ef6\u670d\u52a1\uff1a<\/strong><\/p>\n<pre><code>from mistralai import Mistral\r\nimport os\r\napi_key = os.environ[\"MISTRAL_API_KEY\"]\r\nclient = Mistral(api_key=api_key)\r\nuploaded_pdf = client.files.upload(\r\nfile={\r\n\"file_name\":\"uploaded_file.pdf\",\r\n\"content\":open(\"uploaded_file.pdf\",\"rb\"),\r\n},\r\npurpose=\"ocr\"\r\n)\r\n<\/code><\/pre>\n<p><strong>\u6587\u4ef6\u68c0\u7d22<\/strong><\/p>\n<p><strong>\u4e0a\u4f20\u6210\u529f\u540e\uff0c\u53ef\u4ee5\u68c0\u7d22\u5df2\u4e0a\u4f20\u7684\u6587\u4ef6\u4fe1\u606f\uff1a<\/strong><\/p>\n<pre><code>client.files.retrieve(file_id=uploaded_pdf.id)\r\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<pre><code>id='00edaf84-95b0-45db-8f83-f71138491f23' object='file' size_bytes=3749788 created_at=1741023462 filename='uploaded_file.pdf' purpose='ocr' sample_type='ocr_input' source='upload' deleted=False num_lines=None\r\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><strong>\u83b7\u53d6\u7b7e\u540d URL<\/strong><\/p>\n<p><strong>\u4e3a\u4e86\u5b89\u5168\u8bbf\u95ee\u4e0a\u4f20\u7684\u6587\u4ef6\uff0c\u53ef\u4ee5\u83b7\u53d6\u6587\u4ef6\u7684\u7b7e\u540d URL\uff1a<\/strong><\/p>\n<pre><code>signed_url = client.files.get_signed_url(file_id=uploaded_pdf.id)\r\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><strong>\u83b7\u53d6 OCR \u7ed3\u679c<\/strong><\/p>\n<p><strong>\u6700\u540e\uff0c\u4f7f\u7528\u7b7e\u540d URL \u4f5c\u4e3a\u6587\u6863\u5730\u5740\uff0c\u5373\u53ef\u83b7\u53d6\u4e0a\u4f20 PDF \u6587\u4ef6\u7684 OCR \u5904\u7406\u7ed3\u679c\uff1a<\/strong><\/p>\n<pre><code>import os\r\nfrom mistralai import Mistral\r\napi_key = os.environ[\"MISTRAL_API_KEY\"]\r\nclient = Mistral(api_key=api_key)\r\nocr_response = client.ocr.process(\r\nmodel=\"mistral-ocr-latest\",\r\ndocument={\r\n\"type\":\"document_url\",\r\n\"document_url\": signed_url.url,\r\n}\r\n)\r\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h4>\u56fe\u50cf OCR<\/h4>\n<p><strong>Mistral OCR API \u540c\u6837\u652f\u6301\u76f4\u63a5\u5bf9\u56fe\u50cf\u8fdb\u884c OCR \u5904\u7406\u3002<\/strong><\/p>\n<p><strong>URL \u56fe\u50cf OCR<\/strong><\/p>\n<p><strong>\u53ef\u4ee5\u901a\u8fc7\u56fe\u50cf URL \u76f4\u63a5\u8fdb\u884c OCR \u8bc6\u522b\uff1a<\/strong><\/p>\n<pre><code>import os\r\nfrom mistralai import Mistral\r\napi_key = os.environ[\"MISTRAL_API_KEY\"]\r\nclient = Mistral(api_key=api_key)\r\nocr_response = client.ocr.process(\r\nmodel=\"mistral-ocr-latest\",\r\ndocument={\r\n\"type\":\"image_url\",\r\n\"image_url\":\"https:\/\/media-cldnry.s-nbcnews.com\/image\/upload\/t_fit-560w,f_avif,q_auto:eco,dpr_2\/rockcms\/2023-11\/short-quotes-swl-231117-02-33d404.jpg\"\r\n}\r\n)\r\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p><strong>Base64 \u7f16\u7801\u56fe\u50cf OCR<\/strong><\/p>\n<p><strong>\u6216\u8005\uff0c\u4e5f\u53ef\u4ee5\u5c06\u56fe\u50cfBase64 \u7f16\u7801\u540e\u4f20\u9012\u7ed9 API \u8fdb\u884c OCR \u8bc6\u522b\uff1a<\/strong><\/p>\n<pre><code>import base64\r\nimport requests\r\nimport os\r\nfrom mistralai import Mistral\r\ndefencode_image(image_path):\r\n\"\"\"Encode the image to base64.\"\"\"\r\ntry:\r\nwithopen(image_path,\"rb\")as image_file:\r\nreturn base64.b64encode(image_file.read()).decode('utf-8')\r\nexcept FileNotFoundError:\r\nprint(f\"Error: The file {image_path} was not found.\")\r\nreturnNone\r\nexcept Exception as e:# Added general exception handling\r\nprint(f\"Error: {e}\")\r\nreturnNone\r\n# Path to your image\r\nimage_path =\"path_to_your_image.jpg\"\r\n# Getting the base64 string\r\nbase64_image = encode_image(image_path)\r\napi_key = os.environ[\"MISTRAL_API_KEY\"]\r\nclient = Mistral(api_key=api_key)\r\nocr_response = client.ocr.process(\r\nmodel=\"mistral-ocr-latest\",\r\ndocument={\r\n\"type\":\"image_url\",\r\n\"image_url\":f\"data:image\/jpeg;base64,{base64_image}\"\r\n}\r\n)\r\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h3>\u6587\u6863\u7406\u89e3\u529f\u80fd<\/h3>\n<p>Mistral OCR \u7684\u00a0\u6587\u6863\u7406\u89e3\u00a0\u529f\u80fd\uff0c\u662f\u5c06\u5f3a\u5927\u7684 OCR \u6280\u672f\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u6df1\u5ea6\u878d\u5408\u7684\u521b\u65b0\u5e94\u7528\u3002\u5b83\u8d4b\u4e88\u4e86\u7528\u6237\u4e0e\u6587\u6863\u5185\u5bb9\u8fdb\u884c\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u7684\u80fd\u529b\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff0c\u4ece\u6587\u6863\u4e2d\u9ad8\u6548\u5730\u63d0\u53d6\u4fe1\u606f\u548c\u6d1e\u5bdf\u3002<\/p>\n<p><strong>\u6587\u6863\u7406\u89e3\u7684\u5de5\u4f5c\u6d41\u7a0b\u4e3b\u8981\u5305\u542b\u4e24\u4e2a\u6b65\u9aa4<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u6587\u6863\u5904\u7406<\/strong>\uff1a \u9996\u5148\uff0c\u901a\u8fc7 OCR \u6280\u672f\u63d0\u53d6\u6587\u6863\u4e2d\u7684\u6587\u672c\u3001\u7ed3\u6784\u548c\u683c\u5f0f\u4fe1\u606f\uff0c\u5c06\u975e\u7ed3\u6784\u5316\u7684\u6587\u6863\u8f6c\u6362\u4e3a\u673a\u5668\u53ef\u8bfb\u7684\u683c\u5f0f\u3002<\/li>\n<li><strong>\u8bed\u8a00\u6a21\u578b\u7406\u89e3<\/strong>\uff1a \u968f\u540e\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5bf9\u63d0\u53d6\u51fa\u7684\u6587\u6863\u5185\u5bb9\u8fdb\u884c\u6df1\u5ea6\u5206\u6790\u548c\u7406\u89e3\u3002\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u51fa\u95ee\u9898\u6216\u4fe1\u606f\u9700\u6c42\uff0c\u6a21\u578b\u80fd\u591f\u7406\u89e3\u6587\u6863\u7684\u4e0a\u4e0b\u6587\u548c\u5185\u5728\u5173\u8054\uff0c\u5e76\u57fa\u4e8e\u6587\u6863\u5185\u5bb9\u7ed9\u51fa\u7cbe\u51c6\u7684\u7b54\u6848\u3002<\/li>\n<\/ul>\n<p><strong>\u6587\u6863\u7406\u89e3\u7684\u5173\u952e\u80fd\u529b<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u57fa\u4e8e\u6587\u6863\u5185\u5bb9\u7684\u95ee\u7b54<\/strong>\uff1a \u80fd\u591f\u56de\u7b54\u5173\u4e8e\u6587\u6863\u7279\u5b9a\u5185\u5bb9\u7684\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u3002<\/li>\n<li><strong>\u4fe1\u606f\u62bd\u53d6\u4e0e\u6458\u8981<\/strong>\uff1a \u4ece\u6587\u6863\u4e2d\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u5e76\u751f\u6210\u7b80\u6d01\u7684\u6458\u8981\u3002<\/li>\n<li><strong>\u6587\u6863\u5206\u6790\u4e0e\u6d1e\u5bdf<\/strong>\uff1a \u5bf9\u6587\u6863\u5185\u5bb9\u8fdb\u884c\u6df1\u5165\u5206\u6790\uff0c\u6316\u6398\u6f5c\u5728\u7684\u6d1e\u5bdf\u548c\u77e5\u8bc6\u3002<\/li>\n<li><strong>\u591a\u6587\u6863\u67e5\u8be2\u4e0e\u6bd4\u8f83<\/strong>\uff1a \u652f\u6301\u8de8\u591a\u7bc7\u6587\u6863\u8fdb\u884c\u4fe1\u606f\u67e5\u8be2\u548c\u5185\u5bb9\u6bd4\u8f83\u3002<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u611f\u77e5\u56de\u590d<\/strong>\uff1a \u80fd\u591f\u7ed3\u5408\u6587\u6863\u7684\u5b8c\u6574\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u7ed9\u51fa\u66f4\u51c6\u786e\u3001\u66f4\u76f8\u5173\u7684\u56de\u590d\u3002<\/li>\n<\/ul>\n<p><strong>\u6587\u6863\u7406\u89e3\u7684\u5178\u578b\u5e94\u7528\u573a\u666f<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u79d1\u7814\u8bba\u6587\u548c\u6280\u672f\u6587\u6863\u5206\u6790<\/strong>\uff1a \u5feb\u901f\u5206\u6790\u548c\u7406\u89e3\u5927\u91cf\u7684\u79d1\u7814\u8bba\u6587\u548c\u6280\u672f\u6587\u6863\u3002<\/li>\n<li><strong>\u5546\u4e1a\u6587\u6863\u4fe1\u606f\u63d0\u53d6<\/strong>\uff1a \u9ad8\u6548\u63d0\u53d6\u5546\u4e1a\u5408\u540c\u3001\u62a5\u544a\u7b49\u6587\u6863\u4e2d\u7684\u5173\u952e\u4fe1\u606f\u3002<\/li>\n<li><strong>\u6cd5\u5f8b\u6587\u6863\u548c\u5408\u540c\u5904\u7406<\/strong>\uff1a \u8f85\u52a9\u5904\u7406\u548c\u5206\u6790\u590d\u6742\u7684\u6cd5\u5f8b\u6587\u6863\u548c\u5408\u540c\u6761\u6b3e\u3002<\/li>\n<li><strong>\u6784\u5efa\u6587\u6863\u95ee\u7b54\u5e94\u7528<\/strong>\uff1a \u5f00\u53d1\u667a\u80fd\u6587\u6863\u95ee\u7b54\u7cfb\u7edf\uff0c\u63d0\u5347\u4fe1\u606f\u68c0\u7d22\u6548\u7387\u3002<\/li>\n<li><strong>\u81ea\u52a8\u5316\u6587\u6863\u5de5\u4f5c\u6d41<\/strong>\uff1a \u81ea\u52a8\u5316\u5904\u7406\u5404\u79cd\u57fa\u4e8e\u6587\u6863\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5982\u6587\u6863\u5ba1\u6838\u3001\u4fe1\u606f\u5f55\u5165\u7b49\u3002<\/li>\n<\/ul>\n<p><strong>\u4ee5\u4e0b\u4ee3\u7801\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u4e0e PDF \u6587\u6863\u8fdb\u884c\u4ea4\u4e92\uff0c\u5e76\u63d0\u95ee\u6587\u6863\u7684\u6700\u540e\u4e00\u53e5\u662f\u4ec0\u4e48\uff1a<\/strong><\/p>\n<pre><code>import os\r\nfrom mistralai import Mistral\r\n# Retrieve the API key from environment variables\r\napi_key = os.environ[\"MISTRAL_API_KEY\"]\r\n# Specify model\r\nmodel =\"mistral-small-latest\"\r\n# Initialize the Mistral client\r\nclient = Mistral(api_key=api_key)\r\n# Define the messages for the chat\r\nmessages =[\r\n{\r\n\"role\":\"user\",\r\n\"content\":[\r\n{\r\n\"type\":\"text\",\r\n\"text\":\"what is the last sentence in the document\"\r\n},\r\n{\r\n\"type\":\"document_url\",\r\n\"document_url\":\"https:\/\/arxiv.org\/pdf\/1805.04770\"\r\n}\r\n]\r\n}\r\n]\r\n# Get the chat response\r\nchat_response = client.chat.complete(\r\nmodel=model,\r\nmessages=messages\r\n)\r\n# Print the content of the response\r\nprint(chat_response.choices[0].message.content)\r\n# Output:\r\n# The last sentence in the document is:\\n\\n\\\"Zaremba, W., Sutskever, I., and Vinyals, O. Recurrent neural network regularization. arXiv:1409.2329, 2014.\r\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u6848\u4f8b<\/h2>\n<p><strong>Mistral OCR \u5f3a\u5927\u7684\u6587\u6863\u7406\u89e3\u80fd\u529b\uff0c\u6b63\u5728\u5404\u884c\u5404\u4e1a\u7684\u5b9e\u9645\u5e94\u7528\u4e2d\u91ca\u653e\u51fa\u5de8\u5927\u7684\u4ef7\u503c\uff0c\u5e2e\u52a9\u4f01\u4e1a\u548c\u7ec4\u7ec7\u5c06\u6d77\u91cf\u6587\u6863\u6570\u636e\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684\u77e5\u8bc6\u548c\u89e3\u51b3\u65b9\u6848\u3002\u76ee\u524d\uff0cMistral OCR \u5df2\u7ecf\u5728\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u7684\u5e94\u7528\u6210\u679c\uff1a<\/strong><\/p>\n<p><strong>\u79d1\u7814\u6570\u5b57\u5316\u8f6c\u578b<\/strong>\uff1a \u4f17\u591a\u9876\u5c16\u79d1\u7814\u673a\u6784\u5df2\u7ecf\u5f00\u59cb\u5c1d\u8bd5\u5229\u7528 Mistral OCR \u5c06\u5927\u91cf\u7684\u79d1\u5b66\u8bba\u6587\u548c\u5b66\u672f\u671f\u520a\u8f6c\u6362\u4e3a AI \u53cb\u597d\u7684\u6570\u636e\u683c\u5f0f\uff0c\u4f7f\u5176\u80fd\u591f\u65e0\u7f1d\u63a5\u5165\u5404\u79cd\u4e0b\u6e38\u667a\u80fd\u5206\u6790\u5f15\u64ce\u3002\u8fd9\u6781\u5927\u5730\u4fc3\u8fdb\u4e86\u79d1\u7814\u534f\u4f5c\u6548\u7387\u7684\u63d0\u5347\uff0c\u5e76\u663e\u8457\u52a0\u901f\u4e86\u79d1\u7814\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n<p><strong>\u6587\u5316\u9057\u4ea7\u7684\u6570\u5b57\u5316\u4fdd\u62a4\u4e0e\u4f20\u627f<\/strong>\uff1a \u8bb8\u591a\u6587\u5316\u9057\u4ea7\u4fdd\u62a4\u7ec4\u7ec7\u548c\u975e\u8425\u5229\u673a\u6784\u6b63\u5728\u79ef\u6781\u91c7\u7528 Mistral OCR \u6280\u672f\uff0c\u5bf9\u73cd\u8d35\u7684\u5386\u53f2\u6587\u732e\u548c\u6587\u7269\u8d44\u6599\u8fdb\u884c\u6570\u5b57\u5316\u5904\u7406\uff0c\u5b9e\u73b0\u6587\u5316\u9057\u4ea7\u7684\u6c38\u4e45\u4fdd\u5b58\u548c\u66f4\u5e7f\u6cdb\u7684\u4f20\u64ad\u4e0e\u5171\u4eab\u3002<\/p>\n<p><strong>\u5ba2\u6237\u670d\u52a1\u7684\u667a\u80fd\u5316\u5347\u7ea7<\/strong>\uff1a \u5ba2\u6237\u670d\u52a1\u90e8\u95e8\u4e5f\u5728\u79ef\u6781\u63a2\u7d22 Mistral OCR \u7684\u5e94\u7528\uff0c\u5c1d\u8bd5\u5c06\u7e41\u6742\u7684\u4ea7\u54c1\u6587\u6863\u548c\u7528\u6237\u624b\u518c\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u7684\u3001\u53ef\u7d22\u5f15\u7684\u77e5\u8bc6\u5e93\uff0c\u4ece\u800c\u5927\u5e45\u7f29\u77ed\u5ba2\u6237\u54cd\u5e94\u65f6\u95f4\uff0c\u663e\u8457\u63d0\u5347\u5ba2\u6237\u670d\u52a1\u8d28\u91cf\u548c\u7528\u6237\u6ee1\u610f\u5ea6\u3002<\/p>\n<p><strong>\u5404\u884c\u4e1a\u6587\u732e\u7684 AI \u8d4b\u80fd<\/strong>\uff1a Mistral OCR \u6b63\u5728\u5e2e\u52a9\u5404\u884c\u5404\u4e1a\u7684\u4f01\u4e1a\uff0c\u5c06\u5927\u91cf\u7684\u6280\u672f\u6587\u6863\u3001\u5de5\u7a0b\u56fe\u7eb8\u3001 \uac15\uc758\u7b14\u8bb0\u3001\u6f14\u793a\u6587\u7a3f\u3001\u76d1\u7ba1\u5907\u6848\u6587\u4ef6\u7b49\u8f6c\u5316\u4e3a\u53ef\u7d22\u5f15\u3001\u53ef\u68c0\u7d22\u7684 AI \u53cb\u597d\u683c\u5f0f\uff0c\u6df1\u5ea6\u6316\u6398\u6587\u6863\u4e2d\u8574\u85cf\u7684\u77e5\u8bc6\u548c\u60c5\u62a5\uff0c\u5168\u9762\u63d0\u5347\u7ec4\u7ec7\u751f\u4ea7\u529b\u3002<\/p>\n<h2>\u7acb\u5373\u4f53\u9a8c Mistral OCR \u7684\u5f3a\u5927\u529f\u80fd<\/h2>\n<p>\u73b0\u5728\u5c31\u53ef\u4ee5\u7acb\u5373\u4f53\u9a8c Mistral OCR \u7684\u5f3a\u5927\u529f\u80fd\uff01\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u8bbf\u95ee Le Chat\u00a0\u5e73\u53f0\uff0c\u514d\u8d39\u4f53\u9a8c Mistral OCR \u7684\u6587\u6863\u7406\u89e3\u80fd\u529b\u3002\u5982\u9700\u4f53\u9a8c API \u7248\u672c\uff0c\u8bf7\u8bbf\u95ee\u00a0La Plateforme\u3002 Mistral AI \u56e2\u961f\u975e\u5e38\u671f\u5f85\u6536\u5230\u7528\u6237\u7684\u5b9d\u8d35\u53cd\u9988\uff0c\u5e76\u5c06\u6301\u7eed\u5bf9 Mistral OCR \u6a21\u578b\u8fdb\u884c\u4f18\u5316\u548c\u8fed\u4ee3\uff0c\u4e0d\u65ad\u63d0\u5347\u5176\u6027\u80fd\u3002\u4f5c\u4e3a\u6218\u7565\u5408\u4f5c\u8ba1\u5212\u7684\u4e00\u90e8\u5206\uff0cMistral AI \u8fd8\u4e3a\u90e8\u5206\u7528\u6237\u63d0\u4f9b\u00a0\u672c\u5730\u90e8\u7f72\u00a0\u65b9\u6848\u3002<\/p>\n<h2>\u66f4\u591a\u8d44\u6e90<\/h2>\n<p><strong>\u5982\u9700\u4e86\u89e3\u66f4\u591a\u5173\u4e8e Mistral OCR \u7684\u4f7f\u7528\u65b9\u6cd5\u548c\u9ad8\u7ea7\u6280\u5de7\uff0c\u8bf7\u53c2\u8003\u4ee5\u4e0b\u8d44\u6e90\uff1a<\/strong><\/p>\n<ul>\n<li><strong>Tool Use and Document Understanding Cookbook<\/strong>:\u00a0<a href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fcolab.research.google.com%2Fgithub%2Fmistralai%2Fcookbook%2Fblob%2Fmain%2Fmistral%2Focr%2Fdocument_understanding.ipynb\">https:\/\/colab.research.google.com\/github\/mistralai\/cookbook\/blob\/main\/mistral\/ocr\/document_understanding.ipynb<\/a><\/li>\n<li><strong>Batch OCR Cookbook<\/strong>:\u00a0<a href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fcolab.research.google.com%2Fgithub%2Fmistralai%2Fcookbook%2Fblob%2Fmain%2Fmistral%2Focr%2Fbatch_ocr.ipynb\">https:\/\/colab.research.google.com\/github\/mistralai\/cookbook\/blob\/main\/mistral\/ocr\/batch_ocr.ipynb<\/a><\/li>\n<li><strong>Structured OCR Cookbook<\/strong>:\u00a0<a href=\"https:\/\/www.google.com\/url?sa=E&amp;q=https%3A%2F%2Fcolab.research.google.com%2Fgithub%2Fmistralai%2Fcookbook%2Fblob%2Fmain%2Fmistral%2Focr%2Fstructured_ocr.ipynb\">https:\/\/colab.research.google.com\/github\/mistralai\/cookbook\/blob\/main\/mistral\/ocr\/structured_ocr.ipynb<\/a><\/li>\n<\/ul>\n<p>\u8fd9\u4e9b Cookbooks \u63d0\u4f9b\u4e86\u8be6\u7ec6\u7684\u4ee3\u7801\u793a\u4f8b\u548c\u5b9e\u8df5\u6307\u5357\uff0c\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u8005\u66f4\u6df1\u5165\u5730\u7406\u89e3\u548c\u5e94\u7528 Mistral OCR \u7684\u5404\u9879\u529f\u80fd\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u4eba\u7c7b\u6587\u660e\u7684\u5386\u53f2\u957f\u6cb3\u4e2d\uff0c\u6bcf\u4e00\u6b21\u4fe1\u606f\u83b7\u53d6\u548c\u89e3\u6790\u65b9\u5f0f\u7684\u98de\u8dc3\uff0c\u90fd\u6df1\u523b\u5730\u63a8\u52a8\u7740\u793e\u4f1a\u8fdb\u6b65\u3002\u4ece\u8fdc\u53e4\u7684\u8c61\u5f62\u6587\u5b57\uff0c\u5230\u4fbf\u643a\u7684\u7eb8\u838e\u8349\uff0c\u518d\u5230\u540e\u6765\u51fa\u73b0\u7684\u5370\u5237\u672f\u4ee5\u53ca\u5f53\u4eca\u7684\u6570\u5b57\u5316\u6d6a\u6f6e\uff0c\u6bcf\u4e00\u6b21\u6280\u672f\u9769\u65b0\u90fd\u6781\u5927\u5730\u62d3\u5c55\u4e86\u4eba\u7c7b\u77e5\u8bc6\u7684\u4f20\u64ad\u8303\u56f4\u548c\u5e94\u7528\u6df1\u5ea6\uff0c\u8fdb\u800c\u6210\u4e3a\u4e86\u5b55\u80b2\u65b0\u4e00\u8f6e\u521b\u65b0\u7684&#8230;<\/p>\n","protected":false},"author":1,"featured_media":32585,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,499],"tags":[208,248,252],"class_list":["post-27909","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-professional","category-tool","category-document-extraction","tag-aikaifangfuwu","tag-ocr","tag-markdown"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/27909","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=27909"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/27909\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media\/32585"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=27909"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=27909"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=27909"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}