{"id":18069,"date":"2025-01-11T16:32:13","date_gmt":"2025-01-11T08:32:13","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=18069"},"modified":"2025-01-11T16:35:17","modified_gmt":"2025-01-11T08:35:17","slug":"vdr-2b-multi-v1","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/vdr-2b-multi-v1\/","title":{"rendered":"LlamaIndex \u56e2\u961f\u63a8\u51fa\u65b0\u4e00\u4ee3\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u6a21\u578b vdr-2b-multi-v1"},"content":{"rendered":"<blockquote><p>\u6211\u4eec\u63a8\u51fa\u4e86\u00a0<a href=\"https:\/\/huggingface.co\/llamaindex\/vdr-2b-multi-v1\"><code>vdr-2b-multi-v1<\/code><\/a>\u00a0\uff0c\u8fd9\u662f\u7528\u4e8e\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u7684\u6700\u4f73\u591a\u8bed\u8a00\u5d4c\u5165\u6a21\u578b\u3002\u6211\u4eec\u8fd8\u53d1\u5e03\u4e86\u5b83\u7684\u7eaf\u82f1\u6587\u7248\u672c\u00a0<a href=\"https:\/\/huggingface.co\/llamaindex\/vdr-2b-v1\"><code>vdr-2b-v1<\/code><\/a>\u00a0\uff0c\u5e76\u5f00\u6e90\u4e86\u65b0\u7684\u00a0<a href=\"https:\/\/huggingface.co\/datasets\/llamaindex\/vdr-multilingual-train\"><code>vdr-multilingual-train<\/code><\/a>\u00a0\u6570\u636e\u96c6\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b 50 \u4e07\u4e2a\u9ad8\u8d28\u91cf\u6837\u672c\uff0c\u662f\u7528\u4e8e\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u7684\u6700\u5927\u5f00\u6e90\u591a\u8bed\u8a00\u5408\u6210\u6570\u636e\u96c6\u3002<\/p><\/blockquote>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-18070\" title=\"LlamaIndex \u56e2\u961f\u63a8\u51fa\u65b0\u4e00\u4ee3\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u6a21\u578b vdr-2b-multi-v1-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/36d9875666c29c8.jpg\" alt=\"LlamaIndex \u56e2\u961f\u63a8\u51fa\u65b0\u4e00\u4ee3\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u6a21\u578b vdr-2b-multi-v1-1\" width=\"741\" height=\"448\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/36d9875666c29c8.jpg 1177w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/36d9875666c29c8-300x181.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/36d9875666c29c8-1024x619.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/36d9875666c29c8-768x465.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/36d9875666c29c8-18x12.jpg 18w\" sizes=\"auto, (max-width: 741px) 100vw, 741px\" \/><\/p>\n<p>\u9686\u91cd\u63a8\u51fa\u00a0<a href=\"https:\/\/huggingface.co\/llamaindex\/vdr-2b-multi-v1\"><code>vdr-2b-multi-v1<\/code>\u00a0(\ud83e\udd17)<\/a>\u00a0\uff0c\u8fd9\u662f\u4e00\u6b3e\u4e3a\u8de8\u591a\u79cd\u8bed\u8a00\u548c\u9886\u57df\u7684\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u800c\u8bbe\u8ba1\u7684\u591a\u8bed\u8a00\u5d4c\u5165\u6a21\u578b\u3002\u6b64\u6a21\u578b\u65e8\u5728\u5c06\u6587\u6863\u9875\u9762\u622a\u56fe\u7f16\u7801\u4e3a\u5bc6\u96c6\u7684\u5355\u5411\u91cf\u8868\u793a\uff0c\u8fd9\u5c06\u6709\u6548\u5730\u5141\u8bb8\u641c\u7d22\u548c\u67e5\u8be2\u89c6\u89c9\u4e30\u5bcc\u7684\u591a\u8bed\u8a00\u6587\u6863\uff0c\u800c\u65e0\u9700\u4efb\u4f55 OCR\u3001\u6570\u636e\u63d0\u53d6\u7ba1\u9053\u3001\u5206\u5757&#8230;<\/p>\n<p><code>vdr-2b-multi-v1<\/code>\u00a0\u6a21\u578b\u57fa\u4e8e\u00a0<a href=\"https:\/\/huggingface.co\/MrLight\/dse-qwen2-2b-mrl-v1\"><code>MrLight\/dse-qwen2-2b-mrl-v1<\/code><\/a>\u00a0\uff0c\u5e76\u5728\u5927\u91cf\u81ea\u5236\u7684\u591a\u8bed\u8a00\u67e5\u8be2-\u56fe\u50cf\u5bf9\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002\u6b64\u6a21\u578b\u662f\u4e0e LlamaIndex \u5408\u4f5c\u6784\u5efa\u7684\uff0c\u662f\u00a0<a href=\"https:\/\/huggingface.co\/marco\/mcdse-2b-v1\"><code>mcdse-2b-v1<\/code><\/a>\u00a0\u7684\u4e0b\u4e00\u4e2a\u8fed\u4ee3\u7248\u672c\u3002\u6211\u4eec\u7684\u00a0<code>vdr-2b-multi-v1<\/code>\u00a0\u6269\u5c55\u5e76\u6539\u8fdb\u4e86\u7528\u4e8e\u8bad\u7ec3\u5b83\u7684\u5b66\u4e60\u548c\u65b9\u6cd5\uff0c\u4ece\u800c\u4ea7\u751f\u4e86\u4e00\u4e2a\u66f4\u5f3a\u5927\u3001\u66f4\u597d\u7684\u6a21\u578b\u3002<\/p>\n<ul>\n<li><strong>\u5728 \ud83c\uddee\ud83c\uddf9 \u610f\u5927\u5229\u8bed\u3001\ud83c\uddea\ud83c\uddf8 \u897f\u73ed\u7259\u8bed\u3001\ud83c\uddec\ud83c\udde7 \u82f1\u8bed\u3001\ud83c\uddeb\ud83c\uddf7 \u6cd5\u8bed\u548c \ud83c\udde9\ud83c\uddea \u5fb7\u8bed\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff1a<\/strong>\u00a0\u5b83\u4eec\u5171\u540c\u6784\u6210\u4e86\u4e00\u4e2a\u65b0\u7684\u5927\u578b\u5f00\u6e90\u591a\u8bed\u8a00\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u5305\u542b 50 \u4e07\u4e2a\u9ad8\u8d28\u91cf\u6837\u672c\u3002<\/li>\n<li><strong>\u4f4e\u663e\u5b58\u548c\u66f4\u5feb\u7684\u63a8\u7406\u901f\u5ea6<\/strong>\uff1a\u5728\u5408\u6210\u89c6\u89c9\u6587\u6863\u68c0\u7d22 (ViDoRe) \u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528 768 \u4e2a\u56fe\u50cf\u5757\u7684\u7eaf\u82f1\u6587\u6a21\u578b\u6bd4\u4f7f\u7528 2560 \u4e2a\u56fe\u50cf\u5757\u7684\u57fa\u7840\u6a21\u578b\u8868\u73b0\u66f4\u597d\u3002\u8fd9\u4f7f\u5f97\u63a8\u7406\u901f\u5ea6\u63d0\u9ad8\u4e86 3 \u500d\uff0c\u5e76\u5927\u5927\u964d\u4f4e\u4e86\u663e\u5b58\u4f7f\u7528\u91cf\u3002<\/li>\n<li><strong>\u8de8\u8bed\u8a00\u68c0\u7d22<\/strong>\uff1a\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u660e\u663e\u66f4\u597d\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u610f\u5927\u5229\u8bed\u67e5\u8be2\u641c\u7d22\u5fb7\u8bed\u6587\u6863\u3002<\/li>\n<li><strong>Matryoshka \u8868\u793a\u5b66\u4e60<\/strong>\uff1a\u60a8\u53ef\u4ee5\u5c06\u5411\u91cf\u5927\u5c0f\u7f29\u5c0f 3 \u500d\uff0c\u540c\u65f6\u4ecd\u4fdd\u6301 98% \u7684\u5d4c\u5165\u8d28\u91cf\u3002\u8fd9\u53ef\u4ee5\u5728\u964d\u4f4e\u5b58\u50a8\u6210\u672c\u7684\u540c\u65f6\u663e\u7740\u63d0\u9ad8\u68c0\u7d22\u901f\u5ea6\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u7528\u6cd5<\/h2>\n<blockquote><p>\ud83c\udfb2 \u7acb\u5373\u8bd5\u7528\u00a0<code>vdr-2b-multi-v1<\/code>\uff0c\u53ef\u5728\u00a0<a href=\"https:\/\/huggingface.co\/spaces\/llamaindex\/multimodal_vdr_demo\">Hugging Face Space<\/a>\u00a0\u4e0a\u627e\u5230\uff01<\/p><\/blockquote>\n<p>\u901a\u8fc7 SentenceTransformers \u548c LlamaIndex \u7684\u76f4\u63a5\u96c6\u6210\uff0c\u4f7f\u7528\u00a0<code>vdr-2b-multi-v1<\/code>\u00a0\u751f\u6210\u5d4c\u5165\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u66f4\u5bb9\u6613\u3002\u53ea\u9700\u51e0\u884c\u4ee3\u7801\u5373\u53ef\u5f00\u59cb\u4f7f\u7528\uff1a<\/p>\n<p><strong>\u901a\u8fc7 LlamaIndex<\/strong><\/p>\n<pre><code>pip install -U llama-index-embeddings-huggingface\r\n<\/code><\/pre>\n<pre><code>from llama_index.embeddings.huggingface import HuggingFaceEmbedding\r\nmodel = HuggingFaceEmbedding(\r\nmodel_name=\"llamaindex\/vdr-2b-multi-v1\",\r\ndevice=\"cpu\",  # \"mps\" for mac, \"cuda\" for nvidia GPUs\r\ntrust_remote_code=True,\r\n)\r\nimage_embedding = model.get_image_embedding(\"image.png\")\r\nquery_embedding = model.get_query_embedding(\"Chi ha inventato Bitcoin?\")\r\n<\/code><\/pre>\n<p><strong>\u901a\u8fc7 SentenceTransformers<\/strong><\/p>\n<pre><code>from sentence_transformers import SentenceTransformer\r\n\r\nmodel = SentenceTransformer(\r\n    model_name_or_path=\"llamaindex\/vdr-2b-multi-v1\",\r\n    device=\"cuda\",\r\n    trust_remote_code=True,\r\n    # These are the recommended kwargs for the model, but change them as needed if you don't have CUDA\r\n    model_kwargs={\r\n        \"torch_dtype\": torch.bfloat16, \r\n        \"device_map\": \"cuda:0\", \r\n        \"attn_implementation\": \"flash_attention_2\"\r\n    },\r\n)\r\n\r\nembeddings = model.encode(\"image.png\")\r\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h2>\u8bad\u7ec3\u6570\u636e\u96c6<\/h2>\n<p>\u4e3a\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u8bad\u7ec3\u826f\u597d\u7684\u5355\u5411\u91cf\u6a21\u578b\u9700\u8981\u9ad8\u8d28\u91cf\u7684\u6570\u636e\uff0c\u4f46\u662f\u5f53\u524d\u7684\u591a\u6a21\u6001\u73b0\u6210\u6570\u636e\u96c6\u975e\u5e38\u7a00\u7f3a\u4e14\u4e0d\u662f\u591a\u8bed\u8a00\u7684\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6211\u4eec\u82b1\u8d39\u4e86\u5927\u91cf\u65f6\u95f4\u4ece\u5934\u5f00\u59cb\u6784\u5efa\u5b83\u3002\u539f\u59cb\u6570\u636e\u96c6\u5305\u542b 50 \u4e07\u4e2a\u591a\u8bed\u8a00\u67e5\u8be2-\u56fe\u50cf\u6837\u672c\uff0c\u8fd9\u4e9b\u6837\u672c\u662f\u4f7f\u7528\u516c\u5171\u4e92\u8054\u7f51 PDF \u4ece\u5934\u6536\u96c6\u548c\u751f\u6210\u7684\u3002\u4e0e\u6bcf\u4e2a\u56fe\u50cf\u5173\u8054\u7684\u67e5\u8be2\u662f\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b (VLM) \u5408\u6210\u751f\u6210\u7684\u3002\u4f5c\u4e3a\u6bd4\u8f83\uff0c\u6211\u4eec\u7684\u6570\u636e\u96c6\u6bd4\u5148\u524d\u6700\u5927\u7684\u7528\u4e8e\u591a\u6a21\u6001\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u7684\u5f00\u6e90\u5408\u6210\u6570\u636e\u96c6\uff08\u5373\u4e3a\u00a0<a href=\"https:\/\/huggingface.co\/datasets\/vidore\/colpali_train_set\">ColPali \u8bad\u7ec3\u6570\u636e\u96c6<\/a>\u00a0\u751f\u6210\u7684\u5e9f\u5f03\u6587\u6863\uff09\u591a 10 \u500d\u6837\u672c\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18072\" title=\"LlamaIndex \u56e2\u961f\u63a8\u51fa\u65b0\u4e00\u4ee3\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u6a21\u578b vdr-2b-multi-v1-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7b7fee0ca5fb564.jpg\" alt=\"LlamaIndex \u56e2\u961f\u63a8\u51fa\u65b0\u4e00\u4ee3\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u6a21\u578b vdr-2b-multi-v1-1\" width=\"1177\" height=\"602\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7b7fee0ca5fb564.jpg 1177w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7b7fee0ca5fb564-300x153.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7b7fee0ca5fb564-1024x524.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7b7fee0ca5fb564-768x393.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7b7fee0ca5fb564-18x9.jpg 18w\" sizes=\"auto, (max-width: 1177px) 100vw, 1177px\" \/><\/p>\n<h3>\u6570\u636e\u6536\u96c6<\/h3>\n<p>\u5bf9\u4e8e\u6bcf\u79cd\u8bed\u8a00\uff0c\u6211\u4eec\u751f\u6210\u4e00\u4e2a\u6db5\u76d6\u8bb8\u591a\u4e0d\u540c\u4e3b\u9898\u7684\u957f\u67e5\u8be2\u5217\u8868\uff0c\u7136\u540e\u5c06\u5176\u7528\u4e8e\u641c\u7d22 PDF\u3002\u6211\u4eec\u4f7f\u7528\u641c\u7d22\u5f15\u64ce\u7684\u8bed\u8a00\u8fc7\u6ee4\u529f\u80fd\u6765\u6293\u53d6\u4ec5\u4f7f\u7528\u6307\u5b9a\u8bed\u8a00\u7684\u6587\u6863\u3002\u8fd9\u79cd\u201c\u6309\u4e3b\u9898\u641c\u7d22\u201d\u6280\u672f\u786e\u4fdd\u6a21\u578b\u5df2\u7ecf\u770b\u5230\u8bb8\u591a\u4e0d\u540c\u7684\u4e3b\u9898\u548c\u9886\u57df\uff0c\u5e76\u4e14\u5728\u73b0\u5b9e\u751f\u6d3b\u573a\u666f\u4e2d\u8868\u73b0\u826f\u597d\u3002<\/p>\n<p>\u6293\u53d6\u8fc7\u7a0b\u4ea7\u751f\u4e86\u7ea6 5 \u4e07\u4efd\u591a\u8bed\u8a00\u6587\u6863\u3002\u4e0e\u4e4b\u524d\u7684\u00a0<a href=\"https:\/\/huggingface.co\/marco\/mcdse-2b-v1\"><code>mcdse-2b-v1<\/code><\/a>\u00a0\u6a21\u578b\u4e2d\u4f7f\u7528\u7684\u65b9\u6cd5\u76f8\u53cd\uff0c\u9875\u9762\u4e0d\u662f\u968f\u673a\u63d0\u53d6\u7684\u3002\u76f8\u53cd\uff0c\u6bcf\u4e2a PDF \u7684\u6bcf\u4e2a\u9875\u9762\u90fd\u901a\u8fc7\u6587\u6863\u5e03\u5c40\u5206\u6790\u6a21\u578b\u8fd0\u884c\uff0c\u4ee5\u786e\u5b9a\u8be5\u9875\u9762\u5305\u542b\u66f4\u591a\u7684\u6587\u672c\u5143\u7d20\u8fd8\u662f\u89c6\u89c9\u5143\u7d20\u3002\u7ed3\u679c\u662f\u4e00\u4e2a\u5c06\u9875\u9762\u5206\u7c7b\u4e3a\u4ec5\u6587\u672c\u3001\u4ec5\u89c6\u89c9\u6216\u6df7\u5408\u7684\u6570\u5b57\u3002\u7136\u540e\u4f7f\u7528\u6b64\u6807\u8bb0\u6b65\u9aa4\u5bf9\u7ea6 10 \u4e07\u4e2a\u9875\u9762\u8fdb\u884c\u91c7\u6837\uff0c\u786e\u4fdd\u5b83\u4eec\u6309\u9875\u9762\u7c7b\u578b\u5747\u5300\u5206\u5e03\u3002<\/p>\n<h3>\u5408\u6210\u751f\u6210<\/h3>\n<p>\u7136\u540e\u4f7f\u7528 gemini-1.5-pro \u548c Qwen2-VL-72B \u751f\u6210\u67e5\u8be2\u3002\u4ed6\u4eec\u7684\u4efb\u52a1\u662f\u63d0\u51fa\u4e00\u4e2a\u5177\u4f53\u7684\u95ee\u9898\u548c\u4e00\u4e2a\u4e00\u822c\u7684\u95ee\u9898\u3002\u53ea\u6709\u5177\u4f53\u7684\u95ee\u9898\u624d\u7528\u4e8e\u8bad\u7ec3\u6a21\u578b\uff0c\u4f46\u662f\u8feb\u4f7f\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u533a\u5206\u4e24\u8005\u901a\u5e38\u4f1a\u5bfc\u81f4\u66f4\u5f3a\u5927\u7684\u5177\u4f53\u95ee\u9898\u7528\u4e8e\u4fe1\u606f\u68c0\u7d22\u8bad\u7ec3\u3002<\/p>\n<p>\u751f\u6210\u540e\uff0c\u8fdb\u4e00\u6b65\u7684\u6e05\u7406\u6b65\u9aa4\u53ef\u786e\u4fdd\u95ee\u9898\u8db3\u4ee5\u8fdb\u884c\u8bad\u7ec3\u3002\u8fd9\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u786e\u4fdd\u8bed\u8a00\u6b63\u786e<\/li>\n<li>\u4fee\u590d\u683c\u5f0f\u95ee\u9898<\/li>\n<li>\u5220\u9664 markdown<\/li>\n<li>\u786e\u4fdd\u53ea\u63d0\u51fa\u4e00\u4e2a\u95ee\u9898<\/li>\n<li>\u5220\u9664\u57fa\u7840\u77ed\u8bed\uff08\u4f8b\u5982\uff0c\u201c\u6839\u636e\u56fe 1\u201d\u3001\u201c\u672c\u6587\u6863\u201d\u3001&#8230;\uff09<\/li>\n<\/ul>\n<h3>\u8fc7\u6ee4\u548c\u786c\u8d1f\u4f8b\u6316\u6398<\/h3>\n<p>\u6b64\u6e05\u7406\u6b65\u9aa4\u786e\u4fdd\u67e5\u8be2\u5728\u8bed\u6cd5\u4e0a\u6b63\u786e\u5e76\u9075\u5faa\u4e00\u4e9b\u4e25\u683c\u7684\u51c6\u5219\u3002\u4f46\u8fd9\u4ecd\u7136\u4e0d\u80fd\u786e\u4fdd\u67e5\u8be2\u8db3\u4ee5\u7528\u4e8e\u4fe1\u606f\u68c0\u7d22\u3002<\/p>\n<p>\u4e3a\u4e86\u8fc7\u6ee4\u6389\u4e0d\u597d\u7684\u95ee\u9898\uff0c\u6211\u4eec\u4f7f\u7528 voyage-3 \u5d4c\u5165\u6a21\u578b\u5d4c\u5165\u5e76\u7d22\u5f15\u4e86\u6bcf\u4e2a\u5e7f\u6cdb\u7684\u67e5\u8be2\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u5177\u4f53\u7684\u95ee\u9898\uff0c\u6211\u4eec\u641c\u7d22\u7d22\u5f15\u3002\u5982\u679c\u5176\u76f8\u5173\u7684\u5e7f\u6cdb\u95ee\u9898\u51fa\u73b0\u5728\u524d 100 \u4e2a\u7ed3\u679c\u4e2d\uff0c\u5219\u8be5\u67e5\u8be2\u88ab\u6807\u8bb0\u4e3a\u201c\u826f\u597d\u201d\u3002\u6b64\u65b9\u6cd5\u5220\u9664\u4f4e\u71b5\u3001\u91cd\u590d\u6216\u592a\u76f8\u4f3c\u7684\u95ee\u9898\u3002\u5e73\u5747\u800c\u8a00\uff0c\u6bcf\u4e2a\u8bed\u8a00\u6570\u636e\u96c6\u4e2d\u5220\u9664\u4e86 40% \u7684\u67e5\u8be2\u3002<\/p>\n<p>\u7136\u540e\u4ec5\u5728\u5177\u6709 0.75 \u56fa\u5b9a\u9608\u503c\u7684\u7279\u5b9a\u95ee\u9898\u4e0a\u4f7f\u7528 voyage-3 \u6316\u6398\u786c\u8d1f\u4f8b\u3002\u8fd8\u4f7f\u7528\u4e86\u5982\u00a0<a href=\"https:\/\/huggingface.co\/nvidia\/NV-Retriever-v1\">nvidia\/NV-Retriever-v1<\/a>\u00a0\u4e2d\u6240\u8ff0\u7684\u6b63\u4f8b\u611f\u77e5\u8d1f\u4f8b\u6316\u6398\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u4f46\u662f\u5728\u6b64\u6570\u636e\u96c6\u4e0a\uff0c\u5b83\u4f3c\u4e4e\u4ea7\u751f\u4e86\u8fc7\u4e8e\u5bb9\u6613\/\u9065\u8fdc\u7684\u8d1f\u4f8b\u3002<\/p>\n<h3>\u4e0b\u8f7d<\/h3>\n<p>\uff08<a href=\"https:\/\/huggingface.co\/datasets\/llamaindex\/vdr-multilingual-train\">vdr-multilingual-train \ud83e\udd17<\/a>\uff09\u8bad\u7ec3\u6570\u636e\u96c6\u73b0\u5728\u662f\u5f00\u6e90\u7684\uff0c\u53ef\u76f4\u63a5\u5728 Hugging Face \u4e0a\u83b7\u53d6\u3002\u8bad\u7ec3\u6570\u636e\u96c6\u5305\u542b 496,167 \u4e2a PDF \u9875\u9762\uff0c\u5176\u4e2d\u53ea\u6709 280,679 \u4e2a\u9875\u9762\u4e0e\u8fc7\u6ee4\u540e\u7684\u67e5\u8be2\u76f8\u5173\u8054\uff08\u4f7f\u7528\u4e0a\u8ff0\u65b9\u6cd5\uff09\u3002\u5176\u4f59\u6ca1\u6709\u67e5\u8be2\u7684\u56fe\u50cf\u4ecd\u7136\u7528\u4f5c\u786c\u8d1f\u4f8b\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th align=\"right\">\u8bed\u8a00<\/th>\n<th align=\"right\"># \u5df2\u8fc7\u6ee4\u67e5\u8be2<\/th>\n<th align=\"right\"># \u672a\u8fc7\u6ee4\u67e5\u8be2<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"right\">\u82f1\u8bed<\/td>\n<td align=\"right\">53,512<\/td>\n<td align=\"right\">94,225<\/td>\n<\/tr>\n<tr>\n<td align=\"right\">\u897f\u73ed\u7259\u8bed<\/td>\n<td align=\"right\">58,738<\/td>\n<td align=\"right\">102,685<\/td>\n<\/tr>\n<tr>\n<td align=\"right\">\u610f\u5927\u5229\u8bed<\/td>\n<td align=\"right\">54,942<\/td>\n<td align=\"right\">98,747<\/td>\n<\/tr>\n<tr>\n<td align=\"right\">\u5fb7\u8bed<\/td>\n<td align=\"right\">58,217<\/td>\n<td align=\"right\">100,713<\/td>\n<\/tr>\n<tr>\n<td align=\"right\">\u6cd5\u8bed<\/td>\n<td align=\"right\">55,270<\/td>\n<td align=\"right\">99,797<\/td>\n<\/tr>\n<tr>\n<td align=\"right\"><strong>\u603b\u8ba1<\/strong><\/td>\n<td align=\"right\"><strong>280,679<\/strong><\/td>\n<td align=\"right\"><strong>496,167<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8be5\u6570\u636e\u96c6\u7531 5 \u4e2a\u4e0d\u540c\u7684\u5b50\u96c6\u7ec4\u6210\uff0c\u6bcf\u4e2a\u5b50\u96c6\u5bf9\u5e94\u4e00\u79cd\u8bed\u8a00\u3002\u60a8\u53ef\u4ee5\u5728\u6b64\u5904\u76f4\u63a5\u6d4f\u89c8\u5b83\uff1a<\/p>\n<p>\u6570\u636e\u96c6\u7531 5 \u4e2a\u4e0d\u540c\u7684\u5b50\u96c6\u7ec4\u6210\uff0c\u6bcf\u4e2a\u5b50\u96c6\u5bf9\u5e94\u4e00\u79cd\u8bed\u8a00\u3002\u60a8\u53ef\u4ee5\u5728\u8fd9\u91cc\u76f4\u63a5\u63a2\u7d22\u5b83\uff1a<\/p>\n<p><iframe loading=\"lazy\" src=\"https:\/\/huggingface.co\/datasets\/llamaindex\/vdr-multilingual-train\/embed\/viewer\/default\/train\" width=\"100%\" height=\"560px\" frameborder=\"0\" data-mce-fragment=\"1\"><\/iframe><\/p>\n<p>&nbsp;<\/p>\n<p>\u6216\u8005\uff0c\u60a8\u53ef\u4ee5\u5728\u00a0<a href=\"https:\/\/huggingface.co\/docs\/datasets\/main\/en\/package_reference\/loading_methods#datasets.load_dataset\"><code>load_dataset<\/code><\/a>\u00a0\u4e2d\u6307\u5b9a\u8bed\u8a00\u5b50\u96c6\uff0c\u5355\u72ec\u4e0b\u8f7d\u8bed\u8a00\uff1a<\/p>\n<pre><code>from datasets import load_dataset\r\nitalian_dataset = load_dataset(\"llamaindex\/vdr-multilingual-train\", \"it\", split=\"train\")\r\nenglish_dataset = load_dataset(\"llamaindex\/vdr-multilingual-train\", \"en\", split=\"train\")\r\nfrench_dataset = load_dataset(\"llamaindex\/vdr-multilingual-train\", \"fr\", split=\"train\")\r\ngerman_dataset = load_dataset(\"llamaindex\/vdr-multilingual-train\", \"de\", split=\"train\")\r\nspanish_dataset = load_dataset(\"llamaindex\/vdr-multilingual-train\", \"es\", split=\"train\")\r\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h2>\u8bc4\u4f30<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-18073\" title=\"LlamaIndex \u56e2\u961f\u63a8\u51fa\u65b0\u4e00\u4ee3\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u6a21\u578b vdr-2b-multi-v1-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/869dff10bd5fbcb.jpg\" alt=\"LlamaIndex \u56e2\u961f\u63a8\u51fa\u65b0\u4e00\u4ee3\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u6a21\u578b vdr-2b-multi-v1-1\" width=\"970\" height=\"587\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/869dff10bd5fbcb.jpg 1177w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/869dff10bd5fbcb-300x181.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/869dff10bd5fbcb-1024x619.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/869dff10bd5fbcb-768x465.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/869dff10bd5fbcb-18x12.jpg 18w\" sizes=\"auto, (max-width: 970px) 100vw, 970px\" \/><\/p>\n<p>\u8be5\u6a21\u578b\u5df2\u5728 ViDoRe \u57fa\u51c6\u6d4b\u8bd5\u548c\u81ea\u5b9a\u4e49\u6784\u5efa\u7684\u8bc4\u4f30\u96c6\u4e0a\u8fdb\u884c\u4e86\u8bc4\u4f30\uff0c\u8fd9\u4e9b\u8bc4\u4f30\u96c6\u5141\u8bb8\u6d4b\u8bd5\u5176\u5728\u4ec5\u6587\u672c\u3001\u4ec5\u89c6\u89c9\u548c\u6df7\u5408\u9875\u9762\u5c4f\u5e55\u622a\u56fe\u4e0a\u7684\u591a\u8bed\u8a00\u529f\u80fd\u3002\u8bc4\u4f30\u6570\u636e\u96c6\u4e5f\u53ef\u5728 Hugging Face \u4e0a\u516c\u5f00\u83b7\u53d6\uff08<a href=\"https:\/\/huggingface.co\/datasets\/llamaindex\/vdr-multilingual-test\">vdr-multilingual-test \ud83e\udd17<\/a>\uff09\u3002<\/p>\n<p>\u6211\u4eec\u786e\u4fdd\u8fd9\u4e9b\u6570\u636e\u96c6\u4e2d\u7684\u4efb\u4f55\u9875\u9762\u90fd\u4e0d\u4f1a\u51fa\u73b0\u5728\u8bad\u7ec3\u96c6\u4e2d\uff0c\u4ee5\u907f\u514d\u4efb\u4f55\u8bc4\u4f30\u6c61\u67d3\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u7684\u6536\u96c6\u548c\u751f\u6210\u65b9\u6cd5\u4e0e\u8bad\u7ec3\u6570\u636e\u96c6\u76f8\u540c\uff0c\u4f46\u6837\u672c\u91cf\u8f83\u5c0f\u3002\u8fc7\u6ee4\u6b65\u9aa4\u5168\u90e8\u624b\u52a8\u5b8c\u6210\uff1a\u5bf9\u6bcf\u4e2a\u67e5\u8be2\u8fdb\u884c\u8bc4\u4f30\u3001\u6574\u7406\u548c\u6539\u8fdb\uff08\u5982\u6709\u5fc5\u8981\uff09\uff0c\u4ee5\u786e\u4fdd\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u3002<\/p>\n<p>\u6240\u6709\u8bc4\u4f30\u5747\u901a\u8fc7\u4f7f\u7528\u00a0<strong>1536 \u7ef4<\/strong>\u5411\u91cf\u548c\u53ef\u4ee5\u4f7f\u7528\u00a0<strong>\u6700\u591a 768 \u4e2a Token<\/strong>\u00a0\u8868\u793a\u7684\u56fe\u50cf\u5206\u8fa8\u7387\u6765\u8ba1\u7b97\u00a0<strong>NDCG@5<\/strong>\u00a0\u5206\u6570\u6765\u6267\u884c\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>\u5e73\u5747<\/th>\n<th>\u6cd5\u8bed (\u6587\u672c)<\/th>\n<th>\u6cd5\u8bed (\u89c6\u89c9)<\/th>\n<th>\u6cd5\u8bed (\u6df7\u5408)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>dse-qwen2-2b-mrl-v1<\/td>\n<td>93.5<\/td>\n<td>94.7<\/td>\n<td>90.8<\/td>\n<td>95.1<\/td>\n<\/tr>\n<tr>\n<td>vdr-2b-multi-v1<\/td>\n<td><strong>95.6<\/strong><\/td>\n<td><strong>95.6<\/strong><\/td>\n<td><strong>93.3<\/strong><\/td>\n<td><strong>97.9<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><strong>+2.2%<\/strong><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>\u5e73\u5747<\/th>\n<th>\u5fb7\u8bed (\u6587\u672c)<\/th>\n<th>\u5fb7\u8bed (\u89c6\u89c9)<\/th>\n<th>\u5fb7\u8bed (\u6df7\u5408)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>dse-qwen2-2b-mrl-v1<\/td>\n<td>93.0<\/td>\n<td>93.4<\/td>\n<td>90.0<\/td>\n<td>95.5<\/td>\n<\/tr>\n<tr>\n<td>vdr-2b-multi-v1<\/td>\n<td><strong>96.2<\/strong><\/td>\n<td><strong>94.8<\/strong><\/td>\n<td><strong>95.7<\/strong><\/td>\n<td><strong>98.1<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><strong>+3.4%<\/strong><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>\u5e73\u5747<\/th>\n<th>\u610f\u5927\u5229\u8bed (\u6587\u672c)<\/th>\n<th>\u610f\u5927\u5229\u8bed (\u89c6\u89c9)<\/th>\n<th>\u610f\u5927\u5229\u8bed (\u6df7\u5408)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>dse-qwen2-2b-mrl-v1<\/td>\n<td>95.1<\/td>\n<td>95.1<\/td>\n<td>94.0<\/td>\n<td>96.2<\/td>\n<\/tr>\n<tr>\n<td>vdr-2b-multi-v1<\/td>\n<td><strong>97.0<\/strong><\/td>\n<td><strong>96.4<\/strong><\/td>\n<td><strong>96.3<\/strong><\/td>\n<td><strong>98.4<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><strong>+2%<\/strong><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>\u5e73\u5747<\/th>\n<th>\u897f\u73ed\u7259\u8bed (\u6587\u672c)<\/th>\n<th>\u897f\u73ed\u7259\u8bed (\u89c6\u89c9)<\/th>\n<th>\u897f\u73ed\u7259\u8bed (\u6df7\u5408)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>dse-qwen2-2b-mrl-v1<\/td>\n<td>96.7<\/td>\n<td>97.2<\/td>\n<td>94.7<\/td>\n<td>98.2<\/td>\n<\/tr>\n<tr>\n<td>vdr-2b-multi-v1<\/td>\n<td><strong>98.1<\/strong><\/td>\n<td><strong>98.3<\/strong><\/td>\n<td><strong>96.9<\/strong><\/td>\n<td><strong>99.1<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><strong>+1.4%<\/strong><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>\u5e73\u5747<\/th>\n<th>\u82f1\u8bed (\u6587\u672c)<\/th>\n<th>\u82f1\u8bed (\u89c6\u89c9)<\/th>\n<th>\u82f1\u8bed (\u6df7\u5408)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>dse-qwen2-2b-mrl-v1<\/td>\n<td>98.0<\/td>\n<td><strong>98.3<\/strong><\/td>\n<td>98.5<\/td>\n<td>97.1<\/td>\n<\/tr>\n<tr>\n<td>vdr-2b-multi-v1<\/td>\n<td><strong>98.1<\/strong><\/td>\n<td>97.9<\/td>\n<td><strong>99.1<\/strong><\/td>\n<td><strong>97.3<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><strong>+0.1%<\/strong><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u591a\u8bed\u8a00\u6a21\u578b\u5728\u6bcf\u79cd\u8bed\u8a00\u548c\u6bcf\u79cd\u9875\u9762\u7c7b\u578b\u4e0a\u7684\u8868\u73b0\u90fd\u4f18\u4e8e\u57fa\u7840\u6a21\u578b\uff0c\u5e73\u5747\u63d0\u9ad8\u4e86 +2.3%\u3002\u5728 ViDoRe \u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5b83\u7684\u8868\u73b0\u4e5f\u7565\u597d (+0.5%)\u3002\u6211\u4eec\u5fae\u8c03\u7684\u00a0<code>vdr-2b-multi-v1<\/code>\u00a0\u5728\u6027\u80fd\u65b9\u9762\u53d6\u5f97\u4e86\u5de8\u5927\u98de\u8dc3\uff0c\u5c24\u5176\u662f\u5728\u975e\u82f1\u8bed\u7684\u7eaf\u89c6\u89c9\u6216\u6df7\u5408\u9875\u9762\u65b9\u9762\u3002\u4f8b\u5982\uff0c\u8bf7\u53c2\u9605\u5fb7\u8bed\u7eaf\u89c6\u89c9\u68c0\u7d22\u76f8\u6bd4\u57fa\u7840\u6a21\u578b\u63d0\u9ad8\u4e86 +6.33% \u7684 NDCG@5\u3002<\/p>\n<p>\u6211\u4eec\u8fd8\u5728\u82f1\u8bed\u5b50\u96c6\u4e0a\u8bad\u7ec3\u4e86\u4e00\u4e2a\u7248\u672c\uff08<a href=\"https:\/\/huggingface.co\/llamaindex\/vdr-2b-v1\">vdr-2b-v1 \ud83e\udd17<\/a>\uff09\u3002\u5728\u5b8c\u6574\u7684 ViDoRe \u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff08\u4f7f\u7528 768 \u4e2a\u56fe\u50cf <a href=\"https:\/\/www.kdjingpai.com\/ja\/tokenization\/\">Token<\/a> \u8fdb\u884c\u8bc4\u4f30\uff09\uff0c\u591a\u8bed\u8a00\u7248\u672c\u548c\u7eaf\u82f1\u6587\u7248\u672c\u7684\u6027\u80fd\u90fd\u4f18\u4e8e\u57fa\u7840\u6a21\u578b\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th><strong>\u5e73\u5747<\/strong><\/th>\n<th><strong>shiftproject<\/strong><\/th>\n<th><strong>government<\/strong><\/th>\n<th><strong>healthcare<\/strong><\/th>\n<th><strong>energy<\/strong><\/th>\n<th><strong>ai<\/strong><\/th>\n<th><strong>docvqa<\/strong><\/th>\n<th><strong>arxivqa<\/strong><\/th>\n<th><strong>tatdqa<\/strong><\/th>\n<th><strong>infovqa<\/strong><\/th>\n<th><strong>tabfquad<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>dse-qwen2-2b-mrl-v1<\/td>\n<td>83.6<\/td>\n<td>79.8<\/td>\n<td>95.7<\/td>\n<td>96.9<\/td>\n<td>92.0<\/td>\n<td>98.2<\/td>\n<td>56.3<\/td>\n<td><strong>85.2<\/strong><\/td>\n<td>53.9<\/td>\n<td>87.5<\/td>\n<td>90.3<\/td>\n<\/tr>\n<tr>\n<td>vdr-2b-multi-v1<\/td>\n<td>84.0<\/td>\n<td>82.4<\/td>\n<td>95.5<\/td>\n<td>96.5<\/td>\n<td>91.2<\/td>\n<td><strong>98.5<\/strong><\/td>\n<td><strong>58.5<\/strong><\/td>\n<td>84.7<\/td>\n<td>53.6<\/td>\n<td>87.1<\/td>\n<td><strong>92.2<\/strong><\/td>\n<\/tr>\n<tr>\n<td>vdr-2b-v1<\/td>\n<td><strong>84.3<\/strong><\/td>\n<td><strong>83.4<\/strong><\/td>\n<td><strong>96.9<\/strong><\/td>\n<td><strong>97.2<\/strong><\/td>\n<td><strong>92.6<\/strong><\/td>\n<td>96.8<\/td>\n<td>57.4<\/td>\n<td>85.1<\/td>\n<td><strong>54.1<\/strong><\/td>\n<td><strong>87.9<\/strong><\/td>\n<td>91.3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u66f4\u5feb\u7684\u63a8\u7406<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-18074\" title=\"LlamaIndex \u56e2\u961f\u63a8\u51fa\u65b0\u4e00\u4ee3\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u6a21\u578b vdr-2b-multi-v1-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c1539cd298d287c.jpg\" alt=\"LlamaIndex \u56e2\u961f\u63a8\u51fa\u65b0\u4e00\u4ee3\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u6a21\u578b vdr-2b-multi-v1-1\" width=\"893\" height=\"528\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c1539cd298d287c.jpg 1177w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c1539cd298d287c-300x177.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c1539cd298d287c-1024x606.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c1539cd298d287c-768x454.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/c1539cd298d287c-18x12.jpg 18w\" sizes=\"auto, (max-width: 893px) 100vw, 893px\" \/><\/p>\n<p>\u7eaf\u82f1\u6587\u00a0<code>vdr-2b-v1<\/code>\u00a0\u6a21\u578b\u5728 ViDoRe \u57fa\u51c6\u5408\u6210\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u4e5f\u4e0e\u57fa\u7840\u6a21\u578b\u76f8\u5339\u914d\uff0c\u540c\u65f6\u4ec5\u4f7f\u7528 30% \u7684\u56fe\u50cf Token\uff08768 \u4e2a\u5bf9\u6bd4 2560 \u4e2a\uff09\u3002\u8fd9\u6709\u6548\u5730\u4f7f\u63a8\u7406\u901f\u5ea6\u63d0\u9ad8\u4e86 3 \u500d\uff0c\u5e76\u5927\u5927\u964d\u4f4e\u4e86\u663e\u5b58\u4f7f\u7528\u91cf\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>\u5e73\u5747<\/th>\n<th>shiftproject<\/th>\n<th>government<\/th>\n<th>healthcare<\/th>\n<th>energy<\/th>\n<th>ai<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>dse-qwen2-2b-mrl-v1 (2560 \u4e2a\u56fe\u50cf Token)<\/td>\n<td>93.0<\/td>\n<td>82<\/td>\n<td>96<\/td>\n<td>96.4<\/td>\n<td><strong>92.9<\/strong><\/td>\n<td><strong>97.5<\/strong><\/td>\n<\/tr>\n<tr>\n<td>vdr-2b-v1 (768 \u4e2a\u56fe\u50cf Token)<\/td>\n<td><strong>93.4<\/strong><\/td>\n<td><strong>83.4<\/strong><\/td>\n<td><strong>96.9<\/strong><\/td>\n<td><strong>97.2<\/strong><\/td>\n<td>92.6<\/td>\n<td>96.8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u8de8\u8bed\u8a00\u68c0\u7d22<\/h3>\n<p>\u5c3d\u7ba1\u8be5\u6a21\u578b\u662f\u5206\u522b\u5728\u6bcf\u79cd\u8bed\u8a00\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u4f46\u5b83\u5728\u8de8\u8bed\u8a00\u68c0\u7d22\u65b9\u9762\u4e5f\u6709\u6240\u6539\u8fdb\u3002\u4e3a\u4e86\u6d4b\u8bd5\u6b64\u80fd\u529b\uff0c\u4f7f\u7528 DeepL \u5c06\u5fb7\u8bed\u8bc4\u4f30\u96c6\u67e5\u8be2\u7ffb\u8bd1\u6210\u610f\u5927\u5229\u8bed\u3002\u6587\u6863\u9875\u9762\u622a\u56fe\u4fdd\u7559\u4e3a\u539f\u59cb\u5fb7\u8bed\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>\u5e73\u5747<\/th>\n<th>\u610f\u5927\u5229\u8bed -&gt; \u5fb7\u8bed (\u6587\u672c)<\/th>\n<th>\u610f\u5927\u5229\u8bed -&gt; \u5fb7\u8bed (\u89c6\u89c9)<\/th>\n<th>\u610f\u5927\u5229\u8bed -&gt; \u5fb7\u8bed (\u6df7\u5408)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>dse-qwen2-2b-mrl-v1<\/td>\n<td>93.1<\/td>\n<td>92.6<\/td>\n<td>93.5<\/td>\n<td>93.3<\/td>\n<\/tr>\n<tr>\n<td>vdr-2b-multi-v1<\/td>\n<td><strong>95.3<\/strong><\/td>\n<td><strong>95.0<\/strong><\/td>\n<td><strong>95.8<\/strong><\/td>\n<td><strong>95.1<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><strong>+2.3%<\/strong><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8be5\u6a21\u578b\u5728\u6240\u6709\u6587\u6863\u7c7b\u578b\u4e0a\u7684\u8868\u73b0\u90fd\u660e\u663e\u66f4\u597d\uff0c\u5e73\u5747\u63d0\u9ad8\u4e86 +2.3%\u3002\u8fd9\u4e9b\u68c0\u7d22\u80fd\u529b\u5bf9\u4e8e\u73b0\u5b9e\u4e16\u754c\u7684\u7528\u4f8b\u81f3\u5173\u91cd\u8981\uff0c\u5c24\u5176\u662f\u5728\u6b27\u6d32\u7b49\u8bed\u8a00\u5206\u6563\u7684\u5730\u533a\u3002\u4f8b\u5982\uff0c\u5b83\u53ef\u4ee5\u5728\u590d\u6742\u7684\u6b27\u6d32\u7ea6\u675f\u6027\u51b3\u5b9a\u3001\u8bf4\u660e\u624b\u518c\u3001\u91d1\u878d\u8d44\u4ea7 KID\u3001\u836f\u54c1\u5305\u88c5\u8bf4\u660e\u4e66\u7b49\u590d\u6742\u7684\u591a\u8bed\u8a00\u6765\u6e90\u4e0a\u5b9e\u73b0\u4e0e\u8bed\u8a00\u65e0\u5173\u7684\u641c\u7d22\u3002<\/p>\n<h3>MRL \u548c\u4e8c\u8fdb\u5236\u5d4c\u5165<\/h3>\n<p>\u6b64\u6a21\u578b\u4f7f\u7528 Matryoshka \u8868\u793a\u5b66\u4e60 (MRL) \u8fdb\u884c\u8bad\u7ec3\u3002\u8bad\u7ec3\u671f\u95f4\u4f7f\u7528\u7684\u635f\u5931\u51fd\u6570\u7ecf\u8fc7\u6821\u51c6\uff0c\u53ef\u4ee5\u8ddf\u8e2a\u6240\u6709\u8fd9\u4e9b\u7ef4\u5ea6\u4e0a\u7684\u6027\u80fd\uff0c\u4ece\u800c\u4f7f\u6a21\u578b\u80fd\u591f\u9884\u5148\u52a0\u8f7d\u6700\u91cd\u8981\u7684\u8bc6\u522b\u4fe1\u606f\u3002\u8fd9\u4f7f\u60a8\u53ef\u4ee5\u6839\u636e\u89c4\u6a21\u548c\u9884\u7b97\u6709\u6548\u5730\u7f29\u5c0f\u5d4c\u5165\u7ef4\u5ea6\u3002\u8981\u4e86\u89e3\u6709\u5173 MRL \u7684\u66f4\u591a\u4fe1\u606f\uff0cHugging Face \u7684<a href=\"https:\/\/huggingface.co\/blog\/matryoshka\">\u6b64\u535a\u5ba2\u6587\u7ae0<\/a>\u5bf9\u6b64\u8fdb\u884c\u4e86\u5f88\u597d\u7684\u89e3\u91ca\u3002<\/p>\n<p>\u4e3a\u4e86\u6d4b\u8bd5\u6a21\u578b\u5728\u4e0d\u540c\u5411\u91cf\u7ef4\u5ea6\u4e0b\u7684\u68c0\u7d22\u80fd\u529b\uff0c\u5728\u610f\u5927\u5229\u8bed -&gt; \u5fb7\u8bed\u8de8\u8bed\u8a00\u57fa\u51c6\u4e2d\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n<h4>NDCG@5\uff08\u6d6e\u70b9\u6570\uff09<\/h4>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th><strong>\u5e73\u5747<\/strong><\/th>\n<th><strong>\u610f\u5927\u5229\u8bed -&gt; \u5fb7\u8bed (\u6587\u672c)<\/strong><\/th>\n<th><strong>\u610f\u5927\u5229\u8bed -&gt; \u5fb7\u8bed (\u89c6\u89c9)<\/strong><\/th>\n<th><strong>\u610f\u5927\u5229\u8bed -&gt; \u5fb7\u8bed (\u6df7\u5408)<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><em><strong>1536 \u7ef4<\/strong><\/em><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>dse-qwen2-2b-mrl-v1<\/td>\n<td>93.1<\/td>\n<td>92.6<\/td>\n<td>93.5<\/td>\n<td>93.3<\/td>\n<\/tr>\n<tr>\n<td>vdr-2b-multi-v1<\/td>\n<td><strong>95.3<\/strong><\/td>\n<td><strong>95.0<\/strong><\/td>\n<td><strong>95.9<\/strong><\/td>\n<td><strong>95.1<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><strong>+2.3%<\/strong><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><em><strong>1024 \u7ef4<\/strong><\/em><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>dse-qwen2-2b-mrl-v1<\/td>\n<td>92.2<\/td>\n<td>90.9<\/td>\n<td>92.3<\/td>\n<td>93.5<\/td>\n<\/tr>\n<tr>\n<td>vdr-2b-multi-v1<\/td>\n<td><strong>94.6<\/strong><\/td>\n<td><strong>93.1<\/strong><\/td>\n<td><strong>95.7<\/strong><\/td>\n<td><strong>95.1<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><strong>+2.5%<\/strong><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><em><strong>512 \u7ef4<\/strong><\/em><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>dse-qwen2-2b-mrl-v1<\/td>\n<td>89.8<\/td>\n<td>87.9<\/td>\n<td>89.4<\/td>\n<td>92.2<\/td>\n<\/tr>\n<tr>\n<td>vdr-2b-multi-v1<\/td>\n<td><strong>93.0<\/strong><\/td>\n<td><strong>91.1<\/strong><\/td>\n<td><strong>93.4<\/strong><\/td>\n<td><strong>94.5<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><strong>+3.4%<\/strong><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>NDCG@5\uff08\u4e8c\u8fdb\u5236\uff09<\/h4>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th><strong>\u5e73\u5747<\/strong><\/th>\n<th><strong>\u610f\u5927\u5229\u8bed -&gt; \u5fb7\u8bed (\u6587\u672c)<\/strong><\/th>\n<th><strong>\u610f\u5927\u5229\u8bed -&gt; \u5fb7\u8bed (\u89c6\u89c9)<\/strong><\/th>\n<th><strong>\u610f\u5927\u5229\u8bed -&gt; \u5fb7\u8bed (\u6df7\u5408)<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><em><strong>1536 \u7ef4<\/strong><\/em><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>dse-qwen2-2b-mrl-v1<\/td>\n<td>89.8<\/td>\n<td>88.2<\/td>\n<td>90.3<\/td>\n<td>90.8<\/td>\n<\/tr>\n<tr>\n<td>vdr-2b-multi-v1<\/td>\n<td><strong>92.3<\/strong><\/td>\n<td><strong>89.6<\/strong><\/td>\n<td><strong>94.1<\/strong><\/td>\n<td><strong>93.3<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><strong>+2.8%<\/strong><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><em><strong>1024 \u7ef4<\/strong><\/em><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>dse-qwen2-2b-mrl-v1<\/td>\n<td>86.7<\/td>\n<td>84.9<\/td>\n<td>88.2<\/td>\n<td>86.9<\/td>\n<\/tr>\n<tr>\n<td>vdr-2b-multi-v1<\/td>\n<td><strong>90.8<\/strong><\/td>\n<td><strong>87.0<\/strong><\/td>\n<td><strong>92.6<\/strong><\/td>\n<td><strong>92.8<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><strong>+4.6%<\/strong><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><em><strong>512 \u7ef4<\/strong><\/em><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>dse-qwen2-2b-mrl-v1<\/td>\n<td>79.2<\/td>\n<td><strong>80.6<\/strong><\/td>\n<td>81.7<\/td>\n<td>75.4<\/td>\n<\/tr>\n<tr>\n<td>vdr-2b-multi-v1<\/td>\n<td><strong>82.6<\/strong><\/td>\n<td>77.7<\/td>\n<td><strong>86.7<\/strong><\/td>\n<td><strong>83.3<\/strong><\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td><strong>+4.0%<\/strong><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>1024 \u7ef4\u6d6e\u70b9\u5411\u91cf\u5728\u8d28\u91cf\u548c\u5927\u5c0f\u4e4b\u95f4\u63d0\u4f9b\u4e86\u975e\u5e38\u597d\u7684\u5e73\u8861\u3002\u5b83\u4eec\u5c0f\u7ea6 30%\uff0c\u4f46\u4ecd\u4fdd\u7559\u4e86 99% \u7684\u68c0\u7d22\u6027\u80fd\u30021536 \u7ef4\u4e8c\u8fdb\u5236\u5411\u91cf\u4e5f\u662f\u5982\u6b64\uff0c\u6bcf\u4e2a\u5411\u91cf\u7684\u5b57\u8282\u6570\u51cf\u5c11\u4e86 10 \u500d\uff0c\u4f46\u4ecd\u4fdd\u7559\u4e86 97% \u7684\u68c0\u7d22\u8d28\u91cf\u3002\u6709\u8da3\u7684\u662f\uff0c1536 \u4e2a\u4e8c\u8fdb\u5236\u5411\u91cf\u51e0\u4e4e\u4e0e\u57fa\u7840\u6a21\u578b\u7684 1536 \u4e2a\u6d6e\u70b9\u5411\u91cf\u7684\u6027\u80fd\u76f8\u5339\u914d\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u7ed3\u8bba\u548c\u4e0b\u4e00\u6b65<\/h2>\n<p>\u6211\u4eec\u76f8\u4fe1\u00a0<a href=\"https:\/\/huggingface.co\/llamaindex\/vdr-2b-multi-v1\"><code>vdr-2b-multi-v1<\/code><\/a>\u00a0\u548c\u00a0<a href=\"https:\/\/huggingface.co\/llamaindex\/vdr-2b-v1\"><code>vdr-2b-v1<\/code><\/a>\u00a0\u5c06\u88ab\u8bc1\u660e\u5bf9\u8bb8\u591a\u7528\u6237\u6709\u7528\u3002<\/p>\n<p>\u6211\u4eec\u7684\u591a\u8bed\u8a00\u6a21\u578b\u662f\u540c\u7c7b\u4e2d\u7684\u7b2c\u4e00\u4e2a\uff0c\u5b83\u663e\u7740\u63d0\u9ad8\u4e86\u591a\u8bed\u8a00\u548c\u8de8\u8bed\u8a00\u573a\u666f\u4e2d\u7684\u6027\u80fd\uff0c\u5e76\u4e14\u7531\u4e8e MRL \u548c\u4e8c\u8fdb\u5236\u91cf\u5316\uff0c\u68c0\u7d22\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u66f4\u52a0\u9ad8\u6548\u548c\u5feb\u901f\u3002\u6211\u4eec\u8ba4\u4e3a\u8fd9\u5c06\u5f00\u542f\u65b0\u7684\u7528\u4f8b\u548c\u673a\u4f1a\uff0c\u5c24\u5176\u662f\u5728\u6b27\u6d32\u7b49\u8bed\u8a00\u5206\u6563\u7684\u5730\u533a\u3002<\/p>\n<p>\u5b83\u7684\u7eaf\u82f1\u6587\u7248\u672c\u4ee3\u8868\u4e86\u5bf9\u57fa\u7840\u6a21\u578b\u7684\u91cd\u5927\u6539\u8fdb\uff0c\u73b0\u5728\u80fd\u591f\u4ee5 3 \u500d\u7684\u901f\u5ea6\u5d4c\u5165\u6587\u6863\uff0c\u540c\u65f6\u51cf\u5c11\u4e86\u663e\u5b58\u5e76\u4fdd\u6301\u76f8\u540c\uff08\u6216\u66f4\u597d\uff09\u7684\u68c0\u7d22\u8d28\u91cf\u3002<\/p>\n<p>\u8fd9\u4e00\u5207\u90fd\u5f52\u529f\u4e8e\u65b0\u7684\u00a0<a href=\"https:\/\/huggingface.co\/datasets\/llamaindex\/vdr-multilingual-train\"><code>vdr-multilingual-train<\/code><\/a>\u00a0\u6570\u636e\u96c6\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b 50 \u4e07\u4e2a\u9ad8\u8d28\u91cf\u6837\u672c\uff0c\u662f\u7528\u4e8e\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u7684\u6700\u5927\u591a\u8bed\u8a00\u5f00\u6e90\u5408\u6210\u6570\u636e\u96c6\u3002<\/p>\n<p>\u672a\u6765\u7684\u5de5\u4f5c\u5c06\u63a2\u7d22\u6211\u4eec\u7684\u6a21\u578b\u5728\u9002\u5e94\u65b0\u7684\u548c\u7279\u5b9a\u9886\u57df\u65f6\u7684\u8868\u73b0\u3002\u8fd9\u4ecd\u5904\u4e8e\u5f00\u53d1\u7684\u65e9\u671f\u9636\u6bb5\uff0c\u5728\u53d1\u5e03\u7ed3\u679c\u4e4b\u524d\u8fd8\u9700\u8981\u505a\u66f4\u591a\u7684\u5de5\u4f5c\uff0c\u4f46\u65e9\u671f\u6d4b\u8bd5\u4f3c\u4e4e\u5df2\u7ecf\u8868\u660e\uff0c\u4ee5<strong>\u975e\u5e38<\/strong>\u5c11\u7684\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\u5b9e\u73b0\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u68c0\u7d22\u589e\u76ca\u3002<\/p>\n<p>\u8bf7\u7ee7\u7eed\u5173\u6ce8\u672a\u6765\u7684\u66f4\u65b0\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6211\u4eec\u63a8\u51fa\u4e86\u00a0vdr-2b-multi-v1\u00a0\uff0c\u8fd9\u662f\u7528\u4e8e\u89c6\u89c9\u6587\u6863\u68c0\u7d22\u7684\u6700\u4f73\u591a\u8bed\u8a00\u5d4c\u5165\u6a21\u578b\u3002\u6211\u4eec\u8fd8\u53d1\u5e03\u4e86\u5b83\u7684\u7eaf\u82f1\u6587\u7248\u672c\u00a0vdr-2b-v1\u00a0\uff0c\u5e76\u5f00\u6e90\u4e86\u65b0\u7684\u00a0vdr-multilingual-train\u00a0\u6570\u636e\u96c6\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b 50 \u4e07\u4e2a\u9ad8\u8d28\u91cf\u6837\u672c&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[46],"tags":[],"class_list":["post-18069","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/18069","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=18069"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/18069\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=18069"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=18069"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=18069"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}