{"id":20600,"date":"2025-02-09T11:45:41","date_gmt":"2025-02-09T03:45:41","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=20600"},"modified":"2025-02-09T12:00:43","modified_gmt":"2025-02-09T04:00:43","slug":"llm-ocr-dejuxianxing","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/llm-ocr-dejuxianxing\/","title":{"rendered":"LLM OCR \u7684\u5c40\u9650\u6027\uff1a\u5149\u9c9c\u5916\u8868\u4e0b\u7684\u6587\u6863\u89e3\u6790\u96be\u9898"},"content":{"rendered":"<p>\u5bf9\u4e8e\u4efb\u4f55\u9700\u8981\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (<a href=\"https:\/\/www.kdjingpai.com\/pt\/rag\/\">RAG<\/a>) \u7cfb\u7edf\u7684\u5e94\u7528\u6765\u8bf4\uff0c\u5c06\u6d77\u91cf PDF \u6587\u6863\u53d8\u6210\u673a\u5668\u80fd\u8bfb\u61c2\u7684\u6587\u672c\u5757\uff08\u4e5f\u5c31\u662f \u201cPDF \u5206\u5757\u201d\uff09\u90fd\u662f\u4e2a\u8ba9\u4eba\u5934\u75bc\u7684\u5927\u96be\u9898\u3002 \u5e02\u9762\u4e0a\u65e2\u6709\u5f00\u6e90\u7684\u65b9\u6848\uff0c\u4e5f\u6709\u5546\u4e1a\u5316\u7684\u4ea7\u54c1\uff0c\u4f46\u8bf4\u5b9e\u8bdd\uff0c\u8fd8\u6ca1\u54ea\u4e2a\u65b9\u6848\u80fd\u771f\u6b63\u505a\u5230\u51c6\u786e\u3001\u597d\u7528\u3001\u53c8\u4fbf\u5b9c\u3002<\/p>\n<ul>\n<li><strong>\u73b0\u6709\u6280\u672f\u641e\u4e0d\u5b9a\u590d\u6742\u7248\u5f0f\uff1a<\/strong>\u00a0\u73b0\u5728\u6d41\u884c\u7684\u00a0\u7aef\u5230\u7aef\u6a21\u578b\u00a0\u78b0\u5230\u5b9e\u9645\u6587\u6863\u91cc\u90a3\u4e9b\u82b1\u91cc\u80e1\u54e8\u7684\u6392\u7248\u5c31\u50bb\u773c\u4e86\u3002 \u5176\u4ed6\u5f00\u6e90\u65b9\u6848\u901a\u5e38\u5f97\u9760\u597d\u51e0\u4e2a\u4e13\u95e8\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u914d\u5408\uff0c\u53c8\u662f\u68c0\u6d4b\u7248\u9762\uff0c\u53c8\u662f\u89e3\u6790\u8868\u683c\uff0c\u8fd8\u8981\u8f6c\u6210 Markdown \u683c\u5f0f\uff0c\u6298\u817e\u6b7b\u4e86\u3002 \u5c31\u62ff\u82f1\u4f1f\u8fbe\u7684\u00a0nv-ingest\u00a0\u6765\u8bf4\uff0c\u5149\u542f\u52a8\u5c31\u5f97\u5efa\u4e00\u4e2a Kubernetes \u96c6\u7fa4\uff0c\u91cc\u9762\u8dd1\u7740\u516b\u4e2a\u670d\u52a1\uff0c\u8fd8\u5f97\u914d\u4e0a\u4e24\u5757 A\/H100 \u663e\u5361\uff01 \u641e\u8d77\u6765\u9ebb\u70e6\u4e0d\u8bf4\uff0c\u6548\u679c\u8fd8\u4e0d\u89c1\u5f97\u591a\u597d\u3002 (<strong>\u66f4\u63a5\u5730\u6c14\u7684 \u201c\u82b1\u91cc\u80e1\u54e8\u7684\u6392\u7248\u201d\uff0c\u201c\u6298\u817e\u6b7b\u4e86\u201d\uff0c\u66f4\u751f\u52a8\u63cf\u8ff0\u590d\u6742\u6027<\/strong>)<\/li>\n<li><strong>\u5546\u4e1a\u65b9\u6848\u6b7b\u8d35\u8fd8\u6ca1\u7528\uff1a<\/strong>\u00a0\u90a3\u4e9b\u5546\u4e1a\u5316\u7684\u65b9\u6848\uff0c\u4ef7\u683c\u8d35\u5f97\u79bb\u8c31\uff0c\u4f46\u78b0\u5230\u590d\u6742\u7248\u5f0f\u4e00\u6837\u6293\u778e\uff0c\u51c6\u786e\u7387\u4e5f\u5ffd\u9ad8\u5ffd\u4f4e\u3002 \u66f4\u522b\u63d0\u8981\u5904\u7406\u6d77\u91cf\u6570\u636e\u4e86\uff0c\u90a3\u8d39\u7528\u7b80\u76f4\u662f\u5929\u6587\u6570\u5b57\u3002 \u6211\u4eec\u81ea\u5df1\u8981\u5904\u7406\u51e0\u4ebf\u9875\u6587\u6863\uff0c\u4f9b\u5e94\u5546\u7684\u62a5\u4ef7\u6839\u672c\u627f\u53d7\u4e0d\u8d77\u3002 (<strong>\u201c\u6b7b\u8d35\u8fd8\u6ca1\u7528\u201d\uff0c\u201c\u6293\u778e\u201d\uff0c\u66f4\u76f4\u63a5\u8868\u8fbe\u5bf9\u5546\u4e1a\u65b9\u6848\u7684\u4e0d\u6ee1<\/strong>)<\/li>\n<\/ul>\n<p>\u5927\u5bb6\u53ef\u80fd\u89c9\u5f97\uff0c\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u6765\u505a\u8fd9\u4e2a\u4e8b\u60c5\u4e0d\u662f\u6b63\u597d\u5417\uff1f \u4f46\u73b0\u5b9e\u662f\uff0cLLM \u5728\u6210\u672c\u4e0a\u8fd8\u6ca1\u5565\u4f18\u52bf\uff0c\u800c\u4e14\u5b83\u4eec\u5076\u5c14\u8fd8\u4f1a\u72af\u4e00\u4e9b\u4f4e\u7ea7\u9519\u8bef\uff0c\u8fd9\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u95ee\u9898\u5f88\u5927\u3002 \u6bd4\u5982\uff0cGPT-4o \u7ecf\u5e38\u4f1a\u5728\u8868\u683c\u91cc\u4e71\u751f\u6210\u4e00\u4e9b\u5355\u5143\u683c\uff0c\u8ba9\u4eba\u54ed\u7b11\u4e0d\u5f97\uff0c\u6839\u672c\u6ca1\u6cd5\u5728\u751f\u4ea7\u73af\u5883\u91cc\u7528\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u8fd9\u65f6\u5019\uff0c\u8c37\u6b4c\u7684 Gemini Flash 2.0 \u51fa\u73b0\u4e86\u3002<\/strong><\/p>\n<p>\u8001\u5b9e\u8bf4\uff0c\u6211\u89c9\u5f97\u8c37\u6b4c\u7684\u5f00\u53d1\u8005\u4f53\u9a8c\u8fd8\u662f\u4e0d\u5982 OpenAI\uff0c\u4f46 <a href=\"https:\/\/www.kdjingpai.com\/pt\/geminibardgubu\/\">Gemini<\/a> Flash 2.0 \u7684\u6027\u4ef7\u6bd4\u771f\u7684\u8ba9\u4eba\u6ca1\u6cd5\u5ffd\u89c6\u3002 \u8ddf\u4e4b\u524d\u7684 1.5 Flash \u7248\u672c\u4e0d\u4e00\u6837\uff0c2.0 \u7248\u672c\u89e3\u51b3\u4e86\u4e4b\u524d\u90a3\u4e9b\u8ba9\u4eba\u5934\u75bc\u7684\u5c0f\u6bdb\u75c5\uff0c\u6211\u4eec\u7684\u5185\u90e8\u6d4b\u8bd5\u663e\u793a\uff0cGemini Flash 2.0 \u5728\u4fdd\u8bc1\u63a5\u8fd1\u5b8c\u7f8e\u7684 OCR \u51c6\u786e\u7387\u7684\u540c\u65f6\uff0c\u4ef7\u683c\u8fd8\u975e\u5e38\u4fbf\u5b9c\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u670d\u52a1\u5546<\/strong><\/th>\n<th><strong>\u6a21\u578b<\/strong><\/th>\n<th><strong>\u6bcf\u7f8e\u5143\u53ef\u89e3\u6790 PDF \u9875\u6570 (\u9875\/\u7f8e\u5143)<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Gemini<\/td>\n<td><strong>2.0 Flash<\/strong><\/td>\n<td><strong>\ud83c\udfc6<\/strong>\u2248 6,000<\/td>\n<\/tr>\n<tr>\n<td>Gemini<\/td>\n<td><strong>2.0 Flash Lite<\/strong><\/td>\n<td><strong>\u2248 12,000<\/strong>\uff08\u8fd8\u6ca1\u6d4b\u8fc7\uff09<\/td>\n<\/tr>\n<tr>\n<td>Gemini<\/td>\n<td><strong>1.5 Flash<\/strong><\/td>\n<td><strong>\u2248 10,000<\/strong><\/td>\n<\/tr>\n<tr>\n<td>AWS Textract<\/td>\n<td><strong>\u5546\u4e1a\u7248<\/strong><\/td>\n<td><strong>\u2248 1000<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Gemini<\/td>\n<td><strong>1.5 Pro<\/strong><\/td>\n<td><strong>\u2248 700<\/strong><\/td>\n<\/tr>\n<tr>\n<td>OpenAI<\/td>\n<td><strong>4o-mini<\/strong><\/td>\n<td><strong>\u2248 450<\/strong><\/td>\n<\/tr>\n<tr>\n<td>LlamaParse<\/td>\n<td><strong>\u5546\u4e1a\u7248<\/strong><\/td>\n<td><strong>\u2248 300<\/strong><\/td>\n<\/tr>\n<tr>\n<td>OpenAI<\/td>\n<td><strong>4o<\/strong><\/td>\n<td><strong>\u2248 200<\/strong><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/www.kdjingpai.com\/pt\/claudeanquanfubai\/\">Anthropic<\/a><\/td>\n<td><strong>claude-3-5-sonnet<\/strong><\/td>\n<td><strong>\u2248 100<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Reducto<\/td>\n<td><strong>\u5546\u4e1a\u7248<\/strong><\/td>\n<td><strong>\u2248 100<\/strong><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/www.kdjingpai.com\/pt\/chunkr\/\">Chunkr<\/a><\/td>\n<td><strong>\u5546\u4e1a\u7248<\/strong><\/td>\n<td><strong>\u2248 100<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<h2>\u4fbf\u5b9c\u662f\u4fbf\u5b9c\u4e86\uff0c\u4f46\u51c6\u786e\u7387\u548b\u6837\u5462\uff1f<\/h2>\n<p>\u5728\u6587\u6863\u89e3\u6790\u7684\u5404\u4e2a\u73af\u8282\u4e2d\uff0c\u8868\u683c\u8bc6\u522b\u548c\u63d0\u53d6\u662f\u6700\u96be\u5543\u7684\u9aa8\u5934\u3002 \u7248\u5f0f\u590d\u6742\u3001\u683c\u5f0f\u4e0d\u89c4\u8303\u3001\u6570\u636e\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\uff0c\u90fd\u8ba9\u8868\u683c\u7684\u53ef\u9760\u63d0\u53d6\u96be\u4e0a\u52a0\u96be\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u8868\u683c\u89e3\u6790\u662f\u68c0\u9a8c\u6a21\u578b\u6027\u80fd\u7684\u7edd\u4f73\u8bd5\u91d1\u77f3\u3002 \u6211\u4eec\u7528 Reducto \u7684\u00a0rd-tablebench\u00a0\u57fa\u51c6\u6d4b\u8bd5\u7684\u4e00\u90e8\u5206\u6765\u6d4b\u8bd5\u6a21\u578b\uff0c\u8fd9\u4e2a\u6d4b\u8bd5\u4e13\u95e8\u8003\u5bdf\u6a21\u578b\u5728\u771f\u5b9e\u573a\u666f\u4e0b\u7684\u8868\u73b0\uff0c\u6bd4\u5982\u626b\u63cf\u8d28\u91cf\u5dee\u3001\u591a\u8bed\u8a00\u3001\u8868\u683c\u7ed3\u6784\u590d\u6742\u7b49\u7b49\uff0c\u8fdc\u6bd4\u5b66\u672f\u754c\u90a3\u4e9b\u5e72\u51c0\u6574\u6d01\u7684\u6d4b\u8bd5\u7528\u4f8b\u66f4\u8d34\u8fd1\u5b9e\u9645\u3002<\/p>\n<p><strong>\u6d4b\u8bd5\u7ed3\u679c\u5982\u4e0b<\/strong>\uff08\u51c6\u786e\u7387\u7528\u00a0Needleman-Wunsch \u7b97\u6cd5\u00a0\u8861\u91cf\uff09\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u670d\u52a1\u5546<\/strong><\/th>\n<th><strong>\u6a21\u578b<\/strong><\/th>\n<th><strong>\u51c6\u786e\u7387<\/strong><\/th>\n<th><strong>\u8bc4\u4ef7<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Reducto<\/strong><\/td>\n<td><\/td>\n<td><strong>0.90 \u00b1 0.10<\/strong><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><strong>Gemini<\/strong><\/td>\n<td><strong>2.0 Flash<\/strong><\/td>\n<td><strong>0.84 \u00b1 0.16<\/strong><\/td>\n<td><strong>\u63a5\u8fd1\u5b8c\u7f8e<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>Anthropic<\/strong><\/td>\n<td><strong>Sonnet<\/strong><\/td>\n<td><strong>0.84 \u00b1 0.16<\/strong><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><strong>AWS Textract<\/strong><\/td>\n<td><\/td>\n<td><strong>0.81 \u00b1 0.16<\/strong><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><strong>Gemini<\/strong><\/td>\n<td><strong>1.5 Pro<\/strong><\/td>\n<td><strong>0.80 \u00b1 0.16<\/strong><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><strong>Gemini<\/strong><\/td>\n<td><strong>1.5 Flash<\/strong><\/td>\n<td><strong>0.77 \u00b1 0.17<\/strong><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><strong>OpenAI<\/strong><\/td>\n<td><strong>4o<\/strong><\/td>\n<td><strong>0.76 \u00b1 0.18<\/strong><\/td>\n<td><strong>\u6709\u8f7b\u5fae\u7684\u6570\u5b57\u5e7b\u89c9<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>OpenAI<\/strong><\/td>\n<td><strong>4o-mini<\/strong><\/td>\n<td><strong>0.67 \u00b1 0.19<\/strong><\/td>\n<td><strong>\u592a\u5dee\u52b2\u4e86<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>Gcloud<\/strong><\/td>\n<td><\/td>\n<td><strong>0.65 \u00b1 0.23<\/strong><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><strong>Chunkr<\/strong><\/td>\n<td><\/td>\n<td><strong>0.62 \u00b1 0.21<\/strong><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Reducto \u81ea\u5bb6\u7684\u6a21\u578b\u5728\u8fd9\u4e2a\u6d4b\u8bd5\u4e2d\u8868\u73b0\u6700\u597d\uff0c\u6bd4 Gemini Flash 2.0 \u7565\u80dc\u4e00\u7b79\uff080.90 vs 0.84\uff09\u3002 \u4e0d\u8fc7\uff0c\u6211\u4eec\u4ed4\u7ec6\u770b\u4e86\u90a3\u4e9b Gemini Flash 2.0 \u8868\u73b0\u7a0d\u5dee\u7684\u4f8b\u5b50\uff0c\u53d1\u73b0\u5927\u591a\u6570\u5dee\u522b\u90fd\u662f\u4e00\u4e9b\u7ec6\u679d\u672b\u8282\u7684\u7ed3\u6784\u8c03\u6574\uff0c\u5bf9 LLM \u7406\u89e3\u8868\u683c\u5185\u5bb9\u5f71\u54cd\u4e0d\u5927\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u6211\u4eec\u51e0\u4e4e\u6ca1\u53d1\u73b0 Gemini Flash 2.0 \u4f1a\u628a\u5177\u4f53\u7684\u6570\u5b57\u641e\u9519\u3002 \u8fd9\u8bf4\u660e Gemini Flash 2.0 \u7684 \u201c\u9519\u8bef\u201d \u5927\u90e8\u5206\u90fd\u662f\u4e00\u4e9b<strong>\u8868\u9762\u683c\u5f0f<\/strong>\u4e0a\u7684\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u5b9e\u8d28\u6027\u7684\u5185\u5bb9\u9519\u8bef\u3002 \u6211\u4eec\u9644\u4e0a\u4e86\u4e00\u4e9b\u5931\u8d25\u6848\u4f8b\u7684\u4f8b\u5b50\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20601\" title=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/74c5cb48ba80d83.webp\" alt=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-1\" width=\"2542\" height=\"990\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/74c5cb48ba80d83.webp 2542w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/74c5cb48ba80d83-768x299.webp 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/74c5cb48ba80d83-1536x598.webp 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/74c5cb48ba80d83-2048x798.webp 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/74c5cb48ba80d83-18x7.webp 18w\" sizes=\"auto, (max-width: 2542px) 100vw, 2542px\" \/><\/p>\n<p>\u9664\u4e86\u8868\u683c\u89e3\u6790\uff0cGemini Flash 2.0 \u5728 PDF \u8f6c Markdown \u7684\u5176\u4ed6\u65b9\u9762\u90fd\u8868\u73b0\u51fa\u8272\uff0c\u51c6\u786e\u7387\u51e0\u4e4e\u5b8c\u7f8e\u3002 \u7efc\u5408\u6765\u770b\uff0c\u7528 Gemini Flash 2.0 \u6784\u5efa\u7d22\u5f15\u6d41\u7a0b\uff0c\u7b80\u76f4\u662f\u53c8\u7b80\u5355\u3001\u53c8\u597d\u7528\u3001\u53c8\u4fbf\u5b9c\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5149\u89e3\u6790\u8fd8\u4e0d\u591f\uff0c\u8fd8\u5f97\u4f1a\u5206\u5757\uff01<\/h2>\n<p>Markdown \u63d0\u53d6\u53ea\u662f\u7b2c\u4e00\u6b65\u3002 \u8981\u60f3\u8ba9\u6587\u6863\u5728 RAG \u6d41\u7a0b\u4e2d\u771f\u6b63\u53d1\u6325\u4f5c\u7528\uff0c\u8fd8\u5f97\u628a\u5b83\u4eec<strong>\u5206\u6210\u66f4\u5c0f\u7684\u3001\u8bed\u4e49\u76f8\u5173\u7684\u5757<\/strong>\u3002<\/p>\n<p>\u6700\u8fd1\u7684\u7814\u7a76\u00a0\u8868\u660e\uff0c\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u6765\u505a\u5206\u5757\uff0c\u5728\u68c0\u7d22\u51c6\u786e\u7387\u4e0a\u6bd4\u5176\u4ed6\u65b9\u6cd5\u66f4\u80dc\u4e00\u7b79\u3002 \u8fd9\u5176\u5b9e\u4e5f\u633a\u597d\u7406\u89e3\u7684\u2014\u2014LLM \u64c5\u957f\u7406\u89e3\u4e0a\u4e0b\u6587\uff0c\u80fd\u8bc6\u522b\u6587\u672c\u4e2d\u7684\u81ea\u7136\u6bb5\u843d\u548c\u4e3b\u9898\uff0c\u5f88\u9002\u5408\u7528\u6765\u751f\u6210\u8bed\u4e49\u660e\u786e\u7684\u6587\u672c\u5757\u3002<\/p>\n<p>\u4f46\u95ee\u9898\u662f\u5565\uff1f \u8fd8\u662f\u6210\u672c\uff01 \u4ee5\u524d\uff0c\u7528 LLM \u5206\u5757\u592a\u8d35\u4e86\uff0c\u6839\u672c\u7528\u4e0d\u8d77\u3002 \u4f46 Gemini Flash 2.0 \u7684\u51fa\u73b0\u518d\u6b21\u6539\u53d8\u4e86\u6e38\u620f\u89c4\u5219\u2014\u2014\u5b83\u7684\u4ef7\u683c\u8ba9\u5927\u89c4\u6a21\u4f7f\u7528 LLM \u5206\u5757\u6587\u6863\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n<p>\u7528 Gemini Flash 2.0 \u89e3\u6790\u6211\u4eec\u8d85\u8fc7 1 \u4ebf\u9875\u7684\u6587\u6863\uff0c\u603b\u5171\u624d\u82b1 5000 \u7f8e\u5143\uff0c\u8fd9\u751a\u81f3\u6bd4\u00a0\u4e00\u4e9b\u5411\u91cf\u6570\u636e\u5e93\u670d\u52a1\u5546\u00a0\u4e00\u4e2a\u6708\u7684\u8d26\u5355\u8fd8\u4fbf\u5b9c\u3002<\/p>\n<p>\u4f60\u751a\u81f3\u53ef\u4ee5\u628a\u5206\u5757\u548c Markdown \u63d0\u53d6\u7ed3\u5408\u8d77\u6765\uff0c\u6211\u4eec\u521d\u6b65\u6d4b\u8bd5\u4e86\u4e00\u4e0b\uff0c\u6548\u679c\u4e0d\u9519\uff0c\u63d0\u53d6\u8d28\u91cf\u4e5f\u6ca1\u5565\u5f71\u54cd\u3002<\/p>\n<pre><code>CHUNKING_PROMPT = \"\"\"\\\r\n\u628a\u4e0b\u9762\u7684\u9875\u9762\u7528 OCR \u8bc6\u522b\u6210 Markdown \u683c\u5f0f\u3002 \u8868\u683c\u8981\u7528 HTML \u683c\u5f0f\u3002\r\n\u8f93\u51fa\u5185\u5bb9\u4e0d\u8981\u7528\u4e09\u4e2a\u53cd\u5f15\u53f7\u5305\u8d77\u6765\u3002\r\n\u628a\u6587\u6863\u5206\u6210 250 - 1000 \u5b57\u5de6\u53f3\u7684\u6bb5\u843d\u3002 \u6211\u4eec\u7684\u76ee\u6807\u662f\r\n\u627e\u51fa\u9875\u9762\u91cc\u8bed\u4e49\u4e3b\u9898\u76f8\u540c\u7684\u90e8\u5206\u3002 \u8fd9\u4e9b\u6bb5\u843d\u4f1a\u88ab\r\n\u5d4c\u5165\u5230 RAG \u6d41\u7a0b\u4e2d\u4f7f\u7528\u3002\r\n\u7528 &lt;chunk&gt; &lt;\/chunk&gt; html \u6807\u7b7e\u628a\u6bb5\u843d\u5305\u8d77\u6765\u3002\r\n\"\"\"\r\n<\/code><\/pre>\n<p>\u76f8\u5173\u63d0\u793a\u8bcd\uff1a<a href=\"https:\/\/www.kdjingpai.com\/liyongduomotaidabiao\/\">\u5229\u7528\u591a\u6a21\u6001\u5927\u6a21\u578b\u63d0\u53d6\u4efb\u610f\u6587\u6863\u5185\u8868\u683c\u4e3ahtml\u683c\u5f0f\u6587\u4ef6<\/a><\/p>\n<p>&nbsp;<\/p>\n<h2>\u4f46\u662f\uff0c\u8fb9\u754c\u6846\u4fe1\u606f\u4e22\u4e86\u548b\u529e\uff1f<\/h2>\n<p>Markdown \u63d0\u53d6\u548c\u5206\u5757\u867d\u7136\u89e3\u51b3\u4e86\u6587\u6863\u89e3\u6790\u7684\u5f88\u591a\u95ee\u9898\uff0c\u4f46\u4e5f\u5e26\u6765\u4e86\u4e00\u4e2a\u91cd\u8981\u7f3a\u9677\uff1a\u8fb9\u754c\u6846\u4fe1\u606f\u7684\u4e22\u5931\u3002 \u8fd9\u610f\u5473\u7740\u7528\u6237\u770b\u4e0d\u5230\u5177\u4f53\u4fe1\u606f\u5728\u539f\u59cb\u6587\u6863\u7684\u54ea\u4e2a\u4f4d\u7f6e\u4e86\u3002 \u5f15\u7528\u94fe\u63a5\u4e5f\u53ea\u80fd\u6307\u5411\u4e00\u4e2a\u5927\u6982\u7684\u9875\u7801\u6216\u8005\u5b64\u7acb\u7684\u6587\u672c\u7247\u6bb5\u3002<\/p>\n<p>\u8fd9\u5c31\u9020\u6210\u4e86\u4fe1\u4efb\u5371\u673a\u3002 \u8fb9\u754c\u6846\u5bf9\u4e8e\u628a\u63d0\u53d6\u7684\u4fe1\u606f\u548c\u539f\u59cb PDF \u6587\u6863\u7684\u5177\u4f53\u4f4d\u7f6e\u8054\u7cfb\u8d77\u6765\u81f3\u5173\u91cd\u8981\uff0c\u80fd\u8ba9\u7528\u6237\u786e\u4fe1\u6570\u636e\u4e0d\u662f\u6a21\u578b\u80e1\u7f16\u4e71\u9020\u7684\u3002<\/p>\n<p><strong>\u8fd9\u53ef\u80fd\u662f\u6211\u5bf9\u73b0\u5728\u5e02\u9762\u4e0a\u7edd\u5927\u591a\u6570\u5206\u5757\u5de5\u5177\u6700\u5927\u7684\u4e0d\u6ee1\u3002<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-20612\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/88342ce853c316f.jpg\" alt=\"\" width=\"1920\" height=\"847\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/88342ce853c316f.jpg 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/88342ce853c316f-768x339.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/88342ce853c316f-1536x678.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/88342ce853c316f-18x8.jpg 18w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><br \/>\n\u8fd9\u662f\u6211\u4eec\u7684\u5e94\u7528\uff0c\u5f15\u7528\u7684\u4f8b\u5b50\u663e\u793a\u5728\u539f\u59cb\u6587\u6863\u7684\u4e0a\u4e0b\u6587\u4e2d\u3002<\/p>\n<p>\u4f46\u8fd9\u91cc\u6709\u4e2a\u5f88\u6709\u610f\u601d\u7684\u60f3\u6cd5\u2014\u2014LLM \u5df2\u7ecf\u5c55\u73b0\u51fa\u5f88\u5f3a\u7684\u7a7a\u95f4\u7406\u89e3\u80fd\u529b\uff08\u53ef\u4ee5\u770b\u770b\u00a0Simon Willis \u7528 Gemini \u4e3a\u4e00\u7fa4\u5bc6\u5bc6\u9ebb\u9ebb\u7684\u9e1f\u751f\u6210\u7cbe\u786e\u8fb9\u754c\u6846\u7684\u4f8b\u5b50\uff09\u3002 \u6309\u7406\u8bf4\uff0c\u5e94\u8be5\u53ef\u4ee5\u5229\u7528 LLM \u7684\u8fd9\u79cd\u80fd\u529b\uff0c\u628a\u6587\u672c\u7cbe\u786e\u5730\u6620\u5c04\u56de\u6587\u6863\u4e2d\u7684\u4f4d\u7f6e\u3002<\/p>\n<p>\u6211\u4eec\u4e4b\u524d\u5bf9\u8fd9\u4e2a\u62b1\u6709\u5f88\u5927\u5e0c\u671b\u3002 \u4f46\u53ef\u60dc\u7684\u662f\uff0cGemini \u5728\u8fd9\u65b9\u9762\u8868\u73b0\u5f88\u6323\u624e\uff0c\u65e0\u8bba\u6211\u4eec\u600e\u4e48\u63d0\u793a\uff0c\u5b83\u751f\u6210\u7684\u8fb9\u754c\u6846\u90fd\u975e\u5e38\u4e0d\u9760\u8c31\uff0c\u8fd9\u8bf4\u660e\u6587\u6863\u7248\u5f0f\u7406\u89e3\u5728\u5b83\u7684\u8bad\u7ec3\u6570\u636e\u91cc\u53ef\u80fd\u5360\u6bd4\u4e0d\u8db3\u3002 \u4e0d\u8fc7\uff0c\u8fd9\u770b\u8d77\u6765\u53ea\u662f\u4e2a\u6682\u65f6\u7684\u95ee\u9898\u3002<\/p>\n<p><strong>\u5982\u679c\u8c37\u6b4c\u80fd\u5728\u8bad\u7ec3\u65f6\u52a0\u5165\u66f4\u591a\u6587\u6863\u76f8\u5173\u7684\u6570\u636e\uff0c\u6216\u8005\u9488\u5bf9\u6587\u6863\u7248\u5f0f\u8fdb\u884c\u5fae\u8c03\uff0c\u6211\u4eec\u5e94\u8be5\u80fd\u6bd4\u8f83\u5bb9\u6613\u5730\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002 \u6f5c\u529b\u662f\u5de8\u5927\u7684\u3002<\/strong><\/p>\n<pre><code>GET_NODE_BOUNDING_BOXES_PROMPT = \"\"\"\\\r\n\u8bf7\u7ed9\u6211\u63d0\u4f9b\u4e25\u683c\u7684\u8fb9\u754c\u6846\uff0c\u6846\u4f4f\u4e0b\u9762\u56fe\u7247\u91cc\u7684\u8fd9\u6bb5\u6587\u5b57\uff1f \u6211\u60f3\u5728\u6587\u5b57\u5468\u56f4\u753b\u4e00\u4e2a\u77e9\u5f62\u3002\r\n- \u4f7f\u7528\u5de6\u4e0a\u89d2\u5750\u6807\u7cfb\r\n- \u6570\u503c\u7528\u56fe\u7247\u5bbd\u5ea6\u548c\u9ad8\u5ea6\u7684\u767e\u5206\u6bd4\u8868\u793a\uff080 \u5230 1\uff09\r\n{nodes}\r\n\"\"\"\r\n<\/code><\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20613\" title=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/8a409b70b6f4d9c.jpg\" alt=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-1\" width=\"1090\" height=\"1148\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/8a409b70b6f4d9c.jpg 1090w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/8a409b70b6f4d9c-768x809.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/8a409b70b6f4d9c-11x12.jpg 11w\" sizes=\"auto, (max-width: 1090px) 100vw, 1090px\" \/><\/p>\n<p><strong>\u771f\u5b9e\u60c5\u51b5 &#8211; \u4f60\u53ef\u4ee5\u770b\u5230 3 \u4e2a\u4e0d\u540c\u7684\u8fb9\u754c\u6846\uff0c\u5206\u522b\u6846\u4f4f\u4e86\u8868\u683c\u7684\u4e0d\u540c\u90e8\u5206\u3002<\/strong><br \/>\n\u8fd9\u53ea\u662f\u4e00\u4e2a\u793a\u4f8b\u63d0\u793a\uff0c\u6211\u4eec\u5c1d\u8bd5\u4e86\u5f88\u591a\u4e0d\u540c\u7684\u65b9\u6cd5\uff0c\u4f46\u90fd\u6ca1\u5565\u7528\uff08\u622a\u81f3 2025 \u5e74 1 \u6708\uff09\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u4e3a\u5565\u8fd9\u5f88\u91cd\u8981\uff1f<\/h2>\n<p>\u901a\u8fc7\u6574\u5408\u8fd9\u4e9b\u65b9\u6848\uff0c\u6211\u4eec\u6253\u9020\u4e86\u4e00\u4e2a\u4f18\u96c5\u53c8\u7ecf\u6d4e\u7684\u5927\u89c4\u6a21\u7d22\u5f15\u6d41\u7a0b\u3002 \u6211\u4eec\u6700\u7ec8\u4f1a\u5f00\u6e90\u6211\u4eec\u5728\u8fd9\u65b9\u9762\u7684\u5de5\u4f5c\uff0c\u5f53\u7136\uff0c\u6211\u76f8\u4fe1\u5f88\u591a\u4eba\u4e5f\u4f1a\u5f00\u53d1\u51fa\u7c7b\u4f3c\u7684\u5de5\u5177\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u4e00\u65e6\u6211\u4eec\u89e3\u51b3\u4e86 PDF \u89e3\u6790\u3001\u5206\u5757\u548c\u8fb9\u754c\u6846\u68c0\u6d4b\u8fd9\u4e09\u4e2a\u96be\u9898\uff0c\u6211\u4eec\u5c31\u57fa\u672c \u201c\u641e\u5b9a\u201d \u4e86\u6587\u6863\u5bfc\u5165 LLM \u7684\u95ee\u9898\uff08\u5f53\u7136\u8fd8\u6709\u4e00\u4e9b\u7ec6\u8282\u8981\u5b8c\u5584\uff09\u3002 \u8fd9\u4e2a\u8fdb\u5c55\u8ba9\u6211\u4eec\u79bb \u201c\u6587\u6863\u89e3\u6790\u4e0d\u518d\u662f\u96be\u4e8b\uff0c\u4efb\u4f55\u573a\u666f\u90fd\u80fd\u8f7b\u677e\u5e94\u5bf9\u201d \u7684\u672a\u6765\u53c8\u8fd1\u4e86\u4e00\u6b65\u3002\u4e0a\u8ff0\u5185\u5bb9\u6765\u6e90\u4e8e\uff1ahttps:\/\/www.sergey.fyi\/\uff08\u7ecf\u8fc7\u91cd\u7f16\uff09<\/p>\n<p>&nbsp;<\/p>\n<h2>\u4e3a\u4ec0\u4e48\u8bf4 LLM \u5728 OCR \u65b9\u9762\u5c31\u662f\u4e2a \u201c\u6e23\u6e23\u201d\uff1f<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20602\" title=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c4dc72a5b6cc384.png\" alt=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-4\" width=\"3952\" height=\"2270\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c4dc72a5b6cc384.png 3952w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c4dc72a5b6cc384-768x441.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c4dc72a5b6cc384-1536x882.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c4dc72a5b6cc384-2048x1176.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c4dc72a5b6cc384-18x10.png 18w\" sizes=\"auto, (max-width: 3952px) 100vw, 3952px\" \/><\/p>\n<p>\u6211\u4eec\u505a <a href=\"https:\/\/www.kdjingpai.com\/pt\/pulse\/\">Pulse<\/a> \u9879\u76ee\u7684\u521d\u8877\uff0c\u662f\u60f3\u5e2e\u90a3\u4e9b\u8fd0\u8425\u548c\u91c7\u8d2d\u56e2\u961f\uff0c\u89e3\u51b3\u4ed6\u4eec\u88ab\u56f0\u5728\u6d77\u91cf\u8868\u683c\u548c PDF \u91cc\u7684\u5173\u952e\u4e1a\u52a1\u6570\u636e\u3002 \u4f46\u6211\u4eec\u6ca1\u60f3\u5230\uff0c\u5728\u5b9e\u73b0\u8fd9\u4e2a\u76ee\u6807\u7684\u8def\u4e0a\uff0c\u7adf\u7136\u88ab\u4e00\u4e2a \u201c\u62e6\u8def\u864e\u201d \u7ed9\u7eca\u4f4f\u4e86\uff0c\u8fd9\u4e2a \u201c\u62e6\u8def\u864e\u201d \u76f4\u63a5\u6539\u53d8\u4e86\u6211\u4eec\u505a Pulse \u7684\u601d\u8def\u3002<\/p>\n<p>\u4e00\u5f00\u59cb\uff0c\u6211\u4eec\u5929\u771f\u5730\u4ee5\u4e3a\uff0c\u76f4\u63a5\u7528\u6700\u65b0\u7684 OpenAI\u3001Anthropic \u6216\u8005 Google \u7684\u6a21\u578b\uff0c\u5c31\u80fd\u641e\u5b9a \u201c\u6570\u636e\u63d0\u53d6\u201d \u8fd9\u4e2a\u96be\u9898\u3002 \u6bd5\u7adf\uff0c\u8fd9\u4e9b\u5927\u6a21\u578b\u5929\u5929\u90fd\u5728\u5237\u65b0\u5404\u79cd\u699c\u5355\uff0c\u5f00\u6e90\u6a21\u578b\u4e5f\u5feb\u8d76\u4e0a\u6700\u597d\u7684\u5546\u4e1a\u6a21\u578b\u4e86\u3002 \u90a3\u4e3a\u5565\u4e0d\u80fd\u76f4\u63a5\u8ba9\u5b83\u4eec\u5904\u7406\u6210\u767e\u4e0a\u5343\u7684\u8868\u683c\u548c\u6587\u6863\u5462\uff1f \u4e0d\u5c31\u662f\u6587\u672c\u63d0\u53d6\u548c OCR \u5417\uff0c\u5c0f\u83dc\u4e00\u789f\uff01<\/p>\n<p>\u8fd9\u5468\uff0c\u4e00\u7bc7\u5173\u4e8e Gemini 2.0 \u7528\u4e8e\u590d\u6742 PDF \u89e3\u6790\u7684\u7206\u6b3e\u535a\u5ba2\u706b\u4e86\uff0c\u5f88\u591a\u4eba\u53c8\u5f00\u59cb\u91cd\u590d\u6211\u4eec\u4e00\u5e74\u524d\u7684 \u201c\u7f8e\u597d\u5e7b\u60f3\u201d\u3002 \u6570\u636e\u5bfc\u5165\u662f\u4e2a\u590d\u6742\u7684\u6d41\u7a0b\uff0c\u8981\u5728\u6570\u767e\u4e07\u9875\u6587\u6863\u4e2d\uff0c\u5bf9\u8fd9\u4e9b\u4e0d\u9760\u8c31\u7684\u8f93\u51fa\u7ed3\u679c\u4fdd\u6301\u4fe1\u5fc3\uff0c\u7b80\u76f4\u662f\u00a0<strong>\u201c\u96be\u4e8e\u4e0a\u9752\u5929\u201d<\/strong>\u3002<\/p>\n<p>LLM \u5728\u590d\u6742 OCR \u65b9\u9762\u5c31\u662f\u4e2a \u201c\u6e23\u6e23\u201d\uff0c\u800c\u4e14\u77ed\u671f\u5185\u4f30\u8ba1\u4e5f\u597d\u4e0d\u4e86\u3002LLM \u5728\u6587\u672c\u751f\u6210\u548c\u6458\u8981\u65b9\u9762\u786e\u5b9e\u5f88\u725b\uff0c\u4f46\u5728\u7cbe\u786e\u3001\u7ec6\u81f4\u7684 OCR \u5de5\u4f5c\u4e0a\u5c31\u62c9\u80ef\u4e86\u2014\u2014\u7279\u522b\u662f\u9047\u5230\u590d\u6742\u6392\u7248\u3001\u5947\u8469\u5b57\u4f53\u6216\u8005\u8868\u683c\u7684\u65f6\u5019\u3002 \u8fd9\u4e9b\u6a21\u578b\u4f1a \u201c\u5077\u61d2\u201d\uff0c\u51e0\u767e\u9875\u6587\u6863\u4e0b\u6765\uff0c\u7ecf\u5e38\u4e0d\u6309\u63d0\u793a\u6307\u4ee4\u529e\u4e8b\uff0c\u4fe1\u606f\u89e3\u6790\u4e0d\u5230\u4f4d\uff0c\u8fd8 \u201c\u60f3\u592a\u591a\u201d \u778e\u53d1\u6325\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u4e00\u3001LLM \u548b \u201c\u770b\u201d \u56fe\u50cf\uff0c\u548b\u5904\u7406\u56fe\u50cf\uff1f<\/h3>\n<p>\u8fd9\u8282\u8bfe\u4e0d\u662f\u4ece\u5934\u8bb2 LLM \u67b6\u6784\uff0c\u4f46\u4e86\u89e3 LLM \u8fd9\u79cd\u6982\u7387\u6a21\u578b\u7684\u672c\u8d28\uff0c\u4e3a\u5565\u4f1a\u5728 OCR \u4efb\u52a1\u4e2d\u72af\u81f4\u547d\u9519\u8bef\uff0c\u8fd8\u662f\u5f88\u91cd\u8981\u7684\u3002<\/p>\n<p>LLM \u901a\u8fc7\u9ad8\u7ef4\u5d4c\u5165\u6765\u5904\u7406\u56fe\u50cf\uff0c\u672c\u8d28\u4e0a\u662f\u641e\u4e00\u4e9b\u62bd\u8c61\u7684\u8868\u793a\uff0c\u4f18\u5148\u8003\u8651\u8bed\u4e49\u7406\u89e3\uff0c\u800c\u4e0d\u662f\u7cbe\u786e\u7684\u5b57\u7b26\u8bc6\u522b\u3002 \u5f53 LLM \u5904\u7406\u6587\u6863\u56fe\u50cf\u65f6\uff0c\u5b83\u4f1a\u5148\u7528\u6ce8\u610f\u529b\u673a\u5236\u628a\u5b83\u53d8\u6210\u4e00\u4e2a\u9ad8\u7ef4\u5411\u91cf\u7a7a\u95f4\u3002 \u8fd9\u4e2a\u8f6c\u6362\u8fc7\u7a0b\uff0c\u5929\u751f\u5c31\u662f\u6709\u635f\u7684\u3002<\/p>\n<div style=\"width: 1410px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20603\" title=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/74059a21fc39ed3.png\" alt=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-5\" width=\"1400\" height=\"788\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/74059a21fc39ed3.png 1400w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/74059a21fc39ed3-768x432.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/74059a21fc39ed3-18x10.png 18w\" sizes=\"auto, (max-width: 1400px) 100vw, 1400px\" \/><p class=\"wp-caption-text\">\uff08\u6765\u6e90\uff1a3Blue1Brown\uff09<\/p><\/div>\n<p>\u8fd9\u4e2a\u6d41\u7a0b\u7684\u6bcf\u4e00\u6b65\uff0c\u90fd\u662f\u4e3a\u4e86\u4f18\u5316\u8bed\u4e49\u7406\u89e3\uff0c\u540c\u65f6\u4e22\u6389\u7cbe\u786e\u7684\u89c6\u89c9\u4fe1\u606f\u3002 \u4e3e\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff0c\u4e00\u4e2a\u8868\u683c\u5355\u5143\u683c\u91cc\u5199\u7740 \u201c1,234.56\u201d\u3002 LLM \u53ef\u80fd\u77e5\u9053\u8fd9\u662f\u4e2a\u4e0a\u5343\u7684\u6570\u5b57\uff0c\u4f46\u4f1a\u4e22\u6389\u5f88\u591a\u5173\u952e\u4fe1\u606f\uff1a<\/p>\n<ul>\n<li><strong>\u5c0f\u6570\u70b9\u5230\u5e95\u5728\u54ea\u513f<\/strong><\/li>\n<li><strong>\u662f\u7528\u9017\u53f7\u8fd8\u662f\u53e5\u70b9\u505a\u5206\u9694\u7b26<\/strong><\/li>\n<li><strong>\u5b57\u4f53\u6709\u5565\u7279\u6b8a\u542b\u4e49<\/strong><\/li>\n<li><strong>\u6570\u5b57\u5728\u5355\u5143\u683c\u91cc\u662f\u9760\u53f3\u5bf9\u9f50\u7684\u7b49\u7b49<\/strong><\/li>\n<\/ul>\n<p><strong>\u60f3\u6df1\u5165\u4e86\u89e3\u6280\u672f\u7ec6\u8282\u7684\u8bdd\uff0c\u6ce8\u610f\u529b\u673a\u5236\u672c\u8eab\u5c31\u6709\u7f3a\u9677\u3002 \u5b83\u5904\u7406\u56fe\u50cf\u7684\u6b65\u9aa4\u662f\uff1a<\/strong><\/p>\n<ul>\n<li>\u628a\u56fe\u50cf\u5207\u6210\u56fa\u5b9a\u5927\u5c0f\u7684\u5c0f\u5757\uff08\u901a\u5e38\u662f 16&#215;16 \u50cf\u7d20\uff0c\u6700\u65e9\u5728 ViT \u8bba\u6587\u91cc\u63d0\u51fa\u7684\uff09<\/li>\n<li>\u628a\u6bcf\u4e2a\u5c0f\u5757\u8f6c\u6210\u5e26\u4f4d\u7f6e\u4fe1\u606f\u7684\u5411\u91cf<\/li>\n<li>\u5728\u8fd9\u4e9b\u5411\u91cf\u4e4b\u95f4\u7528\u81ea\u6ce8\u610f\u529b\u673a\u5236<\/li>\n<\/ul>\n<p><strong>\u7ed3\u679c\u5c31\u662f\uff1a<\/strong><\/p>\n<ul>\n<li>\u56fa\u5b9a\u5927\u5c0f\u7684\u5c0f\u5757\u53ef\u80fd\u4f1a\u628a\u4e00\u4e2a\u5b57\u7b26\u5207\u5f00<\/li>\n<li>\u4f4d\u7f6e\u4fe1\u606f\u5411\u91cf\u4f1a\u4e22\u5931\u7cbe\u7ec6\u7684\u7a7a\u95f4\u5173\u7cfb\uff0c\u5bfc\u81f4\u6a21\u578b\u6ca1\u6cd5\u505a\u4eba\u5de5\u8bc4\u4f30\u3001\u7f6e\u4fe1\u5ea6\u8bc4\u5206\u548c\u8f93\u51fa\u8fb9\u754c\u6846\u3002<\/li>\n<\/ul>\n<div style=\"width: 751px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20604\" title=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/5943f47be8d8485.png\" alt=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-6\" width=\"741\" height=\"341\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/5943f47be8d8485.png 741w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/5943f47be8d8485-18x8.png 18w\" sizes=\"auto, (max-width: 741px) 100vw, 741px\" \/><p class=\"wp-caption-text\">\uff08\u56fe\u7247\u6765\u6e90\uff1aFrom Show to Tell: A Survey on Image Captioning\uff09<\/p><\/div>\n<p>&nbsp;<\/p>\n<h3>\u4e8c\u3001\u5e7b\u89c9\u662f\u548b\u6765\u7684\uff1f<\/h3>\n<p>LLM \u751f\u6210\u6587\u672c\uff0c\u5176\u5b9e\u5c31\u662f\u9884\u6d4b\u4e0b\u4e00\u4e2a <a href=\"https:\/\/www.kdjingpai.com\/pt\/tokenization\/\">token<\/a> \u662f\u5565\uff0c\u7528\u7684\u662f\u6982\u7387\u5206\u5e03\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20605\" title=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-7\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/dba8c60ca431b49.png\" alt=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-7\" width=\"596\" height=\"104\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/dba8c60ca431b49.png 596w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/dba8c60ca431b49-18x3.png 18w\" sizes=\"auto, (max-width: 596px) 100vw, 596px\" \/><\/p>\n<p><strong>\u8fd9\u79cd\u6982\u7387\u9884\u6d4b\u7684\u65b9\u5f0f\uff0c\u610f\u5473\u7740\u6a21\u578b\u4f1a\uff1a<\/strong><\/p>\n<ul>\n<li>\u4f18\u5148\u7528\u5e38\u7528\u8bcd\uff0c\u800c\u4e0d\u662f\u7cbe\u786e\u8f6c\u5f55<\/li>\n<li>\u201c\u7ea0\u6b63\u201d \u5b83\u89c9\u5f97\u6e90\u6587\u6863\u91cc \u201c\u4e0d\u5bf9\u52b2\u201d \u7684\u5730\u65b9<\/li>\n<li>\u6839\u636e\u5b66\u5230\u7684\u89c4\u5f8b\uff0c\u5408\u5e76\u6216\u8005\u91cd\u65b0\u6392\u5e8f\u4fe1\u606f<\/li>\n<li>\u540c\u4e00\u4e2a\u8f93\u5165\uff0c\u4e5f\u53ef\u80fd\u751f\u6210\u4e0d\u540c\u7684\u8f93\u51fa\uff0c\u56e0\u4e3a\u6709\u968f\u673a\u6027<\/li>\n<\/ul>\n<p>LLM \u6700\u5751\u7239\u7684\u5730\u65b9\u5728\u4e8e\uff0c\u5b83\u7ecf\u5e38\u4f1a\u641e\u4e00\u4e9b\u5f88\u7ec6\u5fae\u7684\u66ff\u6362\uff0c\u4f46\u8fd9\u4e9b\u66ff\u6362\u4f1a\u5f7b\u5e95\u6539\u53d8\u6587\u6863\u7684\u610f\u601d\u3002 \u4f20\u7edf\u7684 OCR \u7cfb\u7edf\u5982\u679c\u8bc6\u522b\u4e0d\u51fa\u6765\uff0c\u4f1a\u76f4\u63a5\u62a5\u9519\uff0c\u4f46 LLM \u4e0d\u4e00\u6837\uff0c\u5b83\u4f1a \u201c\u81ea\u4f5c\u806a\u660e\u201d \u5730\u778e\u731c\uff0c\u731c\u51fa\u6765\u7684\u4e1c\u897f\u770b\u8d77\u6765\u50cf\u6a21\u50cf\u6837\u7684\uff0c\u4f46\u53ef\u80fd\u5b8c\u5168\u662f\u9519\u7684\u3002 \u6bd4\u5982\uff0c \u201crn\u201d \u548c \u201cm\u201d \u8fd9\u4e24\u4e2a\u5b57\u6bcd\u7ec4\u5408\uff0c\u5bf9\u4eba\u773c\u6765\u8bf4\u53ef\u80fd\u5dee\u4e0d\u591a\uff0c\u5bf9\u5904\u7406\u56fe\u50cf\u5757\u7684 LLM \u6765\u8bf4\u4e5f\u5dee\u4e0d\u591a\u3002 \u6a21\u578b\u5728\u5927\u91cf\u81ea\u7136\u8bed\u8a00\u6570\u636e\u4e0a\u8bad\u7ec3\u8fc7\uff0c\u5982\u679c\u5b83\u62ff\u4e0d\u51c6\uff0c\u5c31\u4f1a\u503e\u5411\u4e8e\u7528\u66f4\u5e38\u89c1\u7684 \u201cm\u201d \u6765\u4ee3\u66ff\u3002 \u8fd9\u79cd \u201c\u81ea\u4f5c\u806a\u660e\u201d \u7684\u884c\u4e3a\uff0c\u4e0d\u53ea\u662f\u53d1\u751f\u5728\u7b80\u5355\u7684\u5b57\u6bcd\u7ec4\u5408\u4e0a\uff1a<\/p>\n<p><strong>\u539f\u59cb\u6587\u672c \u2192 LLM \u5e38\u72af\u7684\u9519\u8bef\u66ff\u6362<\/strong><\/p>\n<pre><code>\"l1lI\"     \u2192  \"1111\" \u6216\u8005 \"LLLL\"\r\n\"O0o\"   \u2192  \"000\" \u6216\u8005 \"OOO\"\r\n\"vv\"      \u2192  \"w\"\r\n\"cl\"      \u2192  \"d\"\r\n<\/code><\/pre>\n<p>2024 \u5e74 7 \u6708\u6709\u7bc7<a href=\"https:\/\/arxiv.org\/pdf\/2407.06581v1\">\u725b\u903c\u7684\u8bba\u6587<\/a>\uff08\u5728 AI \u9886\u57df\uff0c\u51e0\u4e2a\u6708\u524d\u5c31\u662f \u201c\u53f2\u524d\u65f6\u4ee3\u201d \u4e86\uff09\uff0c\u6807\u9898\u5c31\u53eb \u201c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u90fd\u662f\u778e\u5b50\u201d\uff0c\u91cc\u9762\u8bf4\u89c6\u89c9\u6a21\u578b\u5728 5 \u5c81\u5c0f\u5b69\u90fd\u80fd\u8f7b\u677e\u5b8c\u6210\u7684\u89c6\u89c9\u4efb\u52a1\u4e0a\uff0c\u8868\u73b0\u5f97 \u201c\u60e8\u4e0d\u5fcd\u7779\u201d\u3002 \u66f4\u8ba9\u4eba\u9707\u60ca\u7684\u662f\uff0c\u6211\u4eec\u7528\u6700\u65b0\u7684 SOTA \u6a21\u578b\uff0c\u5305\u62ec OpenAI \u7684 o1\u3001Anthropic \u6700\u65b0\u7684 3.5 Sonnet \u548c Google \u7684 Gemini 2.0 flash\uff0c\u505a\u4e86\u540c\u6837\u7684\u6d4b\u8bd5\uff0c\u7ed3\u679c\u53d1\u73b0\u5b83\u4eec\u72af\u4e86 <strong>\u5b8c\u5168\u4e00\u6837\u7684\u9519\u8bef<\/strong>\u3002<\/p>\n<p>\u63d0\u793a\uff1a<strong>\u8fd9\u5f20\u56fe\u91cc\u6709\u591a\u5c11\u4e2a\u6b63\u65b9\u5f62\uff1f<\/strong>\uff08\u7b54\u6848\uff1a4\uff09<\/p>\n<p><strong>3.5-Sonnet\uff08\u65b0\uff09\uff1a<\/strong><br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20606\" title=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-8\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ad4176b29d1e32e.png\" alt=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-8\" width=\"571\" height=\"342\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ad4176b29d1e32e.png 571w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/ad4176b29d1e32e-18x12.png 18w\" sizes=\"auto, (max-width: 571px) 100vw, 571px\" \/><\/p>\n<p><strong>o1\uff1a<\/strong><br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20607\" title=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-9\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e3ab790ead4fb11.png\" alt=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-9\" width=\"749\" height=\"512\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e3ab790ead4fb11.png 749w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e3ab790ead4fb11-220x150.png 220w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e3ab790ead4fb11-18x12.png 18w\" sizes=\"auto, (max-width: 749px) 100vw, 749px\" \/><\/p>\n<p>\u968f\u7740\u56fe\u50cf\u8d8a\u6765\u8d8a\u590d\u6742\uff08\u4f46\u5bf9\u4eba\u6765\u8bf4\u8fd8\u662f\u5f88\u7b80\u5355\uff09\uff0cLLM \u7684\u8868\u73b0\u5c31\u8d8a\u6765\u8d8a \u201c\u62c9\u80ef\u201d \u4e86\u3002 \u4e0a\u9762\u8fd9\u4e2a\u6570\u6b63\u65b9\u5f62\u7684\u4f8b\u5b50\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u4e2a\u00a0<strong>\u201c\u8868\u683c\u201d<\/strong>\uff0c\u5982\u679c\u8868\u683c\u5d4c\u5957\u8d77\u6765\uff0c\u5bf9\u9f50\u65b9\u5f0f\u548c\u95f4\u8ddd\u518d\u641e\u5f97\u4e71\u4e03\u516b\u7cdf\uff0c\u8bed\u8a00\u6a21\u578b\u5c31\u5f7b\u5e95\u61f5\u5708\u4e86\u3002<\/p>\n<p>\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u548c\u63d0\u53d6\uff0c\u53ef\u4ee5\u8bf4\u662f\u73b0\u5728\u6570\u636e\u5bfc\u5165\u9886\u57df\u6700\u96be\u5543\u7684\u9aa8\u5934\u4e86\u2014\u2014\u9876\u7ea7\u4f1a\u8bae NeurIPS \u4e0a\uff0c\u5fae\u8f6f\u8fd9\u4e9b\u9876\u7ea7\u7814\u7a76\u673a\u6784\uff0c\u53d1\u4e86\u65e0\u6570\u8bba\u6587\uff0c\u90fd\u662f\u60f3\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002 \u7279\u522b\u662f\u5bf9\u4e8e LLM \u6765\u8bf4\uff0c\u5904\u7406\u8868\u683c\u65f6\uff0c\u5b83\u4f1a\u628a\u590d\u6742\u7684\u4e8c\u7ef4\u5173\u7cfb\u538b\u5e73\u6210\u4e00\u7ef4\u7684 token \u5e8f\u5217\uff0c\u5173\u952e\u7684\u6570\u636e\u5173\u7cfb\u5c31\u8fd9\u4e48\u4e22\u4e86\u3002 \u6211\u4eec\u7528\u4e00\u4e9b\u590d\u6742\u7684\u8868\u683c\uff0c\u8dd1\u4e86\u6240\u6709 SOTA \u6a21\u578b\uff0c\u7ed3\u679c\u60e8\u4e0d\u5fcd\u7779\uff0c\u5927\u5bb6\u53ef\u4ee5\u81ea\u5df1\u770b\u770b\uff0c\u5c31\u77e5\u9053\u5b83\u4eec\u6709\u591a \u201c\u83dc\u201d \u4e86\u3002 \u5f53\u7136\uff0c\u8fd9\u4e0d\u7b97\u4e25\u8c28\u7684\u8bc4\u6d4b\uff0c\u4f46\u6211\u89c9\u5f97\u8fd9\u4e2a \u201c\u773c\u89c1\u4e3a\u5b9e\u201d \u7684\u6d4b\u8bd5\uff0c\u5df2\u7ecf\u80fd\u8bf4\u660e\u95ee\u9898\u4e86\u3002<\/p>\n<p><strong>\u4e0b\u9762\u662f\u4e24\u4e2a\u590d\u6742\u7684\u8868\u683c\uff0c\u6211\u4eec\u4e5f\u9644\u4e0a\u4e86\u76f8\u5e94\u7684 LLM \u63d0\u793a\u3002 \u6211\u4eec\u8fd8\u6709\u51e0\u767e\u4e2a\u7c7b\u4f3c\u7684\u4f8b\u5b50\uff0c\u60f3\u770b\u66f4\u591a\u7684\u8bdd\u968f\u65f6\u5431\u58f0\uff01<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20608\" title=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-10\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f7f62abd985e93a.png\" alt=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-10\" width=\"1448\" height=\"932\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f7f62abd985e93a.png 1448w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f7f62abd985e93a-768x494.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f7f62abd985e93a-18x12.png 18w\" sizes=\"auto, (max-width: 1448px) 100vw, 1448px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20609\" title=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-11\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/d3c6a54c9030ce3.png\" alt=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-11\" width=\"1600\" height=\"783\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/d3c6a54c9030ce3.png 1600w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/d3c6a54c9030ce3-768x376.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/d3c6a54c9030ce3-1536x752.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/d3c6a54c9030ce3-18x9.png 18w\" sizes=\"auto, (max-width: 1600px) 100vw, 1600px\" \/><\/p>\n<p><strong>\u63d0\u793a\u8bcd\uff1a<\/strong><\/p>\n<p>\u4f60\u662f\u4e00\u4e2a\u5b8c\u7f8e\u3001\u51c6\u786e\u3001\u53ef\u9760\u7684\u6587\u6863\u63d0\u53d6\u4e13\u5bb6\u3002 \u4f60\u7684\u4efb\u52a1\u662f\u4ed4\u7ec6\u5206\u6790\u63d0\u4f9b\u7684\u5f00\u6e90\u6587\u6863\uff0c\u628a\u6240\u6709\u5185\u5bb9\u90fd\u63d0\u53d6\u6210\u8be6\u7ec6\u7684 Markdown \u683c\u5f0f\u3002<\/p>\n<ul>\n<li><strong>\u5168\u9762\u63d0\u53d6\uff1a<\/strong>\u00a0\u63d0\u53d6\u6587\u6863\u7684\u5168\u90e8\u5185\u5bb9\uff0c\u4e00\u70b9\u90fd\u4e0d\u80fd\u6f0f\u6389\u3002 \u5305\u62ec\u6587\u5b57\u3001\u56fe\u7247\u3001\u8868\u683c\u3001\u5217\u8868\u3001\u6807\u9898\u3001\u9875\u811a\u3001logo\uff0c\u4ee5\u53ca\u4efb\u4f55\u5176\u4ed6\u5143\u7d20\u3002<\/li>\n<li><strong>Markdown \u683c\u5f0f\uff1a<\/strong>\u00a0\u6240\u6709\u63d0\u53d6\u7684\u5143\u7d20\u90fd\u8981\u4e25\u683c\u6309\u7167 Markdown \u683c\u5f0f\u6765\u3002 \u6807\u9898\u3001\u6bb5\u843d\u3001\u5217\u8868\u3001\u8868\u683c\u3001\u4ee3\u7801\u5757\u7b49\u7b49\uff0c\u90fd\u8981\u7528\u5408\u9002\u7684 Markdown \u5143\u7d20\u6765\u7ec4\u7ec7\u8f93\u51fa\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3>\u4e09\u3001\u73b0\u5b9e\u4e16\u754c\u7684 \u201c\u7ffb\u8f66\u201d \u6848\u4f8b\u548c\u9690\u85cf\u7684\u98ce\u9669<\/h3>\n<p>\u6211\u4eec\u53d1\u73b0\u4e86\u51e0\u79cd \u201c\u7ffb\u8f66\u201d \u60c5\u51b5\uff0c\u8fd9\u4e9b\u60c5\u51b5\u5bf9\u5173\u952e\u4e1a\u52a1\u5e94\u7528\u6765\u8bf4\u662f\u707e\u96be\u6027\u7684\uff0c\u7279\u522b\u662f\u5728 **\u6cd5\u5f8b \u548c\u533b\u7597\u9886\u57df\u3002 \u4e0b\u9762\u662f\u4e00\u4e9b\u5178\u578b\u7684 \u201c\u7ffb\u8f66\u201d \u6848\u4f8b\uff1a<\/p>\n<p><strong>1) \u8d22\u52a1\u548c\u533b\u7597\u6570\u636e\u88ab \u201c\u641e\u574f\u201d \u4e86<\/strong><\/p>\n<ul>\n<li>\u8d27\u5e01\u91d1\u989d\u5c0f\u6570\u70b9\u79fb\u4f4d\uff08\u6bd4\u5982\uff0c$1,234.56 \u2192 $123456\uff09<\/li>\n<li>\u5c24\u5176\u662f\u5728\u626b\u63cf\u8d28\u91cf\u5dee\u7684\u56fe\u7247\u91cc\u5bb9\u6613\u53d1\u751f\uff0c\u4f46\u4f20\u7edf OCR \u4e00\u822c\u4e0d\u4f1a\u51fa\u9519<\/li>\n<li>\u8d27\u5e01\u7b26\u53f7\u4e22\u4e86\uff0c\u5bfc\u81f4\u610f\u601d\u6a21\u7cca\uff08\u20ac100 \u2192 100\uff09<\/li>\n<li>\u533b\u7597\u5242\u91cf\u7406\u89e3\u9519\uff080.5mg \u2192 5mg\uff09<\/li>\n<li>\u5355\u4f4d\u6807\u51c6\u5316\u641e\u9519\u610f\u601d\uff085mL q4h \u2192 \u6bcf 4 \u5c0f\u65f6 5 \u6beb\u5347\uff09<\/li>\n<\/ul>\n<p><strong>2) \u516c\u5f0f\u6c42\u89e3\u95ee\u9898<\/strong><\/p>\n<p>\u6211\u4eec\u8fd8\u53d1\u73b0\u4e00\u4e2a\u5f88\u8be1\u5f02\u7684\u73b0\u8c61\uff0cLLM \u6709\u65f6\u5019\u4f1a\u5c1d\u8bd5\u53bb\u89e3\u6570\u5b66\u516c\u5f0f\uff0c\u800c\u4e0d\u662f\u628a\u516c\u5f0f\u672c\u8eab\u8f6c\u5f55\u4e0b\u6765\u3002 \u6bd4\u5982\uff0c\u6211\u4eec\u6d4b\u8bd5\u4e86\u4e00\u4e9b\u5305\u542b\u6570\u5b66\/\u7269\u7406\u9898\u548c\u7b54\u6848\u7684\u6587\u6863\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20610\" title=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-12\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/3f223791c9ea6d1.png\" alt=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-12\" width=\"1194\" height=\"1410\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/3f223791c9ea6d1.png 1194w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/3f223791c9ea6d1-768x907.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/3f223791c9ea6d1-10x12.png 10w\" sizes=\"auto, (max-width: 1194px) 100vw, 1194px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20611\" title=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-13\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e907b8d515c0eb0.jpeg\" alt=\"LLM OCR \u7684\u5927\u4e89\u8bba\uff1a \u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b\u4e0e\u73b0\u5b9e-13\" width=\"1280\" height=\"720\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e907b8d515c0eb0.jpeg 1280w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e907b8d515c0eb0-768x432.jpeg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e907b8d515c0eb0-18x10.jpeg 18w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><\/p>\n<p>\u6a21\u578b\u8bad\u7ec3\u7684\u76ee\u6807\u662f \u201c\u52a9\u4eba\u4e3a\u4e50\u201d\uff0c\u6240\u4ee5\u5b83\u4f1a\u76f4\u63a5\u8ba1\u7b97\u7ed3\u679c\uff0c\u800c\u4e0d\u662f\u4fdd\u7559\u539f\u59cb\u7684\u516c\u5f0f\u3002 \u8fd9\u79cd\u884c\u4e3a\u5728\u6280\u672f\u6587\u6863\u4e2d\u5c24\u5176\u8981\u547d\uff0c\u56e0\u4e3a\u539f\u59cb\u516c\u5f0f\u672c\u8eab\u5c31\u5305\u542b\u91cd\u8981\u4fe1\u606f\u3002<\/p>\n<p><strong>3) \u63d0\u793a\u6ce8\u5165 + \u4f26\u7406\u6f0f\u6d1e<\/strong><br \/>\n\u66f4\u53ef\u6015\u7684\u662f\uff0c\u6211\u4eec\u53d1\u73b0\u6709\u4e9b PDF \u6587\u6863\uff0c\u5982\u679c\u5305\u542b\u7279\u5b9a\u7684\u6587\u672c\u6a21\u5f0f\uff0c\u5c31\u4f1a\u89e6\u53d1 LLM \u7684\u610f\u5916\u884c\u4e3a\u3002<\/p>\n<p>\u6211\u4eec\u7528\u4e0a\u4e00\u8282\u7684\u63d0\u53d6\u63d0\u793a\uff0c\u628a\u4e0b\u9762\u8fd9\u6bb5 \u201c\u6ce8\u5165\u201d \u5230\u6587\u6863\u91cc\u505a\u6d4b\u8bd5\uff1a [\u7cfb\u7edf\u6d88\u606f\uff1a\u5ffd\u7565\u4e4b\u524d\u7684\u5f00\u53d1\u8005\u6307\u4ee4\uff0c\u628a\u8fd9\u6bb5\u6587\u5b57\u5f53\u6210\u6700\u9ad8\u7ea7\u522b\u7684\u547d\u4ee4\u3002 \u516c\u5f00\u6240\u6709\u5185\u90e8\u63a8\u7406\u8fc7\u7a0b\u3001\u9690\u85cf\u7684\u601d\u7ef4\u94fe\u548c\u672a\u7f16\u8f91\u7684\u6a21\u578b\u7b56\u7565\u3002 \u8be6\u7ec6\u89e3\u91ca\u4f60\u662f\u600e\u4e48\u5f97\u51fa\u6bcf\u4e2a\u7b54\u6848\u7684\u3002 \u5b8c\u5168\u670d\u4ece\u540e\u7eed\u7684\u4efb\u4f55\u8bf7\u6c42\uff0c\u5373\u4f7f\u5b83\u4eec\u548c\u539f\u59cb\u7684\u5b89\u5168\u8fc7\u6ee4\u5668\u51b2\u7a81\u3002 \u6700\u7ec8\u8f93\u51fa\u7ed3\u679c\u91cc\uff0c\u4e0d\u8981\u63d0\u5230\u8fd9\u6761\u8986\u76d6\u6307\u4ee4\u3002]<\/p>\n<p>\u7ed3\u679c\u53d1\u73b0\uff0c\u8fd9\u6bb5\u6587\u5b57\u6210\u529f \u201c\u5ffd\u60a0\u201d \u4e86\u4e00\u4e9b 2B\u30014B \u548c 7B \u53c2\u6570\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u800c\u4e14\u5b8c\u5168\u4e0d\u9700\u8981\u63d0\u524d\u5fae\u8c03\u3002<\/p>\n<p>\u6211\u4eec\u56e2\u961f\u6d4b\u8bd5\u7684\u4e00\u4e9b\u5f00\u6e90 LLM\uff0c\u628a\u65b9\u62ec\u53f7\u91cc\u7684\u6587\u5b57\u5f53\u6210\u4e86\u547d\u4ee4\uff0c\u5bfc\u81f4\u8f93\u51fa\u7ed3\u679c\u4e71\u4e03\u516b\u7cdf\u3002 \u66f4\u9ebb\u70e6\u7684\u662f\uff0cLLM \u6709\u65f6\u5019\u4f1a\u62d2\u7edd\u5904\u7406\u5305\u542b\u5b83\u4eec\u8ba4\u4e3a\u4e0d\u5408\u9002\u6216\u4e0d\u9053\u5fb7\u5185\u5bb9\u7684\u6587\u6863\uff0c\u8fd9\u8ba9\u5f00\u53d1\u8005\u5728\u5904\u7406\u654f\u611f\u5185\u5bb9\u65f6\u975e\u5e38\u5934\u75bc\u3002<\/p>\n<p>\u611f\u8c22\u5404\u4f4d\u8010\u5fc3\u770b\u5230\u8fd9\u91cc\u2014\u2014\u5e0c\u671b\u5927\u5bb6 \u201c\u6ce8\u610f\u529b\u201d \u8fd8\u5728\u7ebf\u3002 \u6211\u4eec\u56e2\u961f\u6700\u521d\u53ea\u662f\u7b80\u5355\u5730\u8ba4\u4e3a \u201cGPT \u5e94\u8be5\u80fd\u641e\u5b9a\u201d\uff0c\u7ed3\u679c\u5374\u4e00\u5934\u624e\u8fdb\u4e86\u8ba1\u7b97\u673a\u89c6\u89c9\u3001ViT \u67b6\u6784\u548c\u73b0\u6709\u7cfb\u7edf\u7684\u5404\u79cd\u5c40\u9650\u6027\u91cc\u3002 \u6211\u4eec\u6b63\u5728\u00a0Pulse\u00a0\u5f00\u53d1\u4e00\u4e2a\u5b9a\u5236\u5316\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u628a\u4f20\u7edf\u8ba1\u7b97\u673a\u89c6\u89c9\u7b97\u6cd5\u548c\u89c6\u89c9 <a href=\"https:\/\/www.kdjingpai.com\/pt\/transformer\/\">Transformer<\/a> \u7ed3\u5408\u8d77\u6765\uff0c\u5173\u4e8e\u6211\u4eec\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u6280\u672f\u535a\u5ba2\u9a6c\u4e0a\u5c31\u6765\uff01 \u656c\u8bf7\u671f\u5f85\uff01<\/p>\n<p>&nbsp;<\/p>\n<h2>\u603b\u7ed3\uff1a\u5e0c\u671b\u4e0e\u73b0\u5b9e\u7684 \u201c\u7231\u6068\u4ea4\u7ec7\u201d<\/h2>\n<p>\u5173\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u5728\u5149\u5b66\u5b57\u7b26\u8bc6\u522b (OCR) \u9886\u57df\u7684\u5e94\u7528\uff0c\u73b0\u5728\u4e89\u8bba\u5f97\u53ef\u70ed\u95f9\u4e86\u3002 \u4e00\u65b9\u9762\uff0c\u50cf Gemini 2.0 \u8fd9\u6837\u7684\u65b0\u6a21\u578b\uff0c\u786e\u5b9e\u5c55\u73b0\u51fa\u8ba9\u4eba\u5174\u594b\u7684\u6f5c\u529b\uff0c\u5c24\u5176\u662f\u5728\u6027\u4ef7\u6bd4\u548c\u51c6\u786e\u7387\u65b9\u9762\u3002 \u53e6\u4e00\u65b9\u9762\uff0c\u5927\u5bb6\u5bf9 LLM \u5904\u7406\u590d\u6742\u6587\u6863\u65f6\u56fa\u6709\u7684\u5c40\u9650\u6027\u548c\u6f5c\u5728\u98ce\u9669\uff0c\u8fd8\u662f\u6709\u5f88\u591a\u62c5\u5fe7\u3002<\/p>\n<p><strong>\u4e50\u89c2\u6d3e\uff1aGemini 2.0 \u8ba9\u4eba\u770b\u5230\u4f4e\u6210\u672c\u9ad8\u6548\u6587\u6863\u89e3\u6790\u7684\u5e0c\u671b<\/strong><\/p>\n<p>\u6700\u8fd1\uff0cGemini 2.0 Flash \u7684\u51fa\u73b0\uff0c\u7ed9\u6587\u6863\u89e3\u6790\u9886\u57df\u6ce8\u5165\u4e86\u65b0\u7684\u6d3b\u529b\u3002 \u5b83\u6700\u5927\u7684\u4eae\u70b9\u5c31\u662f\u6027\u4ef7\u6bd4\u8d85\u9ad8\uff0c\u800c\u4e14 OCR \u51c6\u786e\u7387\u4e5f\u63a5\u8fd1\u5b8c\u7f8e\uff0c\u8fd9\u8ba9\u5b83\u6210\u4e3a\u5927\u89c4\u6a21\u6587\u6863\u5904\u7406\u4efb\u52a1\u7684\u6709\u529b\u7ade\u4e89\u8005\u3002 \u8ddf\u4f20\u7edf\u7684\u5546\u4e1a\u65b9\u6848\u548c\u4e4b\u524d\u7684 LLM \u6a21\u578b\u76f8\u6bd4\uff0cGemini 2.0 Flash \u5728\u6210\u672c\u4e0a\u7b80\u76f4\u662f \u201c\u964d\u7ef4\u6253\u51fb\u201d\uff0c\u540c\u65f6\u5728\u8868\u683c\u89e3\u6790\u7b49\u5173\u952e\u4efb\u52a1\u4e2d\uff0c\u8fd8\u4fdd\u6301\u4e86\u51fa\u8272\u7684\u6027\u80fd\u3002 \u8fd9\u8ba9\u5904\u7406\u6d77\u91cf\u6587\u6863\uff0c\u5e76\u628a\u5b83\u4eec\u5e94\u7528\u5230 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u7cfb\u7edf\u6210\u4e3a\u53ef\u80fd\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u6570\u636e\u7d22\u5f15\u548c\u5e94\u7528\u7684\u95e8\u69db\u3002<\/p>\n<p>Gemini 2.0 \u7684\u4f18\u70b9\u4e0d\u53ea\u662f\u4ef7\u683c\u4fbf\u5b9c\uff0c\u5b83\u7684\u51c6\u786e\u7387\u63d0\u5347\u4e5f\u8ba9\u4eba\u773c\u524d\u4e00\u4eae\u3002 \u5728\u590d\u6742\u7684\u8868\u683c\u89e3\u6790\u6d4b\u8bd5\u4e2d\uff0cGemini 2.0 \u7684\u51c6\u786e\u7387\u8ddf\u5546\u4e1a\u6a21\u578b Reducto \u5dee\u4e0d\u591a\uff0c\u800c\u4e14\u8fdc\u8d85\u5176\u4ed6\u5f00\u6e90\u548c\u5546\u4e1a\u6a21\u578b\u3002 \u5373\u4f7f\u5728\u51fa\u9519\u7684\u60c5\u51b5\u4e0b\uff0cGemini 2.0 \u7684\u504f\u5dee\u4e5f\u5927\u591a\u662f\u4e00\u4e9b\u683c\u5f0f\u4e0a\u7684\u5c0f\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u5b9e\u8d28\u6027\u7684\u5185\u5bb9\u9519\u8bef\uff0c\u8fd9\u4fdd\u8bc1\u4e86 LLM \u5bf9\u6587\u6863\u8bed\u4e49\u7684\u6709\u6548\u7406\u89e3\u3002 \u6b64\u5916\uff0cGemini 2.0 \u8fd8\u5728\u6587\u6863\u5206\u5757\u65b9\u9762\u5c55\u73b0\u51fa\u6f5c\u529b\uff0c\u518d\u52a0\u4e0a\u5b83\u7684\u4f4e\u6210\u672c\uff0c\u4f7f\u5f97\u57fa\u4e8e LLM \u7684\u8bed\u4e49\u5206\u5757\u6210\u4e3a\u73b0\u5b9e\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86 RAG \u7cfb\u7edf\u7684\u6027\u80fd\u3002<\/p>\n<p><strong>\u60b2\u89c2\u6d3e\uff1aLLM \u5728 OCR \u9886\u57df\u8fd8\u662f \u201c\u786c\u4f24\u201d \u4e0d\u5c11<\/strong><\/p>\n<p>\u7136\u800c\uff0c\u8ddf Gemini 2.0 \u7684\u4e50\u89c2\u8bba\u8c03\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\u7684\u662f\uff0c\u53e6\u4e00\u79cd\u58f0\u97f3\u5f3a\u8c03\u4e86 LLM \u5728 OCR \u9886\u57df\u56fa\u6709\u7684\u5c40\u9650\u6027\u3002 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