{"id":4780,"date":"2024-10-05T11:02:41","date_gmt":"2024-10-05T03:02:41","guid":{"rendered":"https:\/\/nullthought.net\/?p=4780"},"modified":"2025-02-23T11:09:46","modified_gmt":"2025-02-23T03:09:46","slug":"molmo%ef%bc%9a%e5%bc%80%e6%ba%90%e5%a4%9a%e6%a8%a1%e6%80%81%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=4780","title":{"rendered":"Molmo\uff1a\u5f00\u6e90\u591a\u6a21\u6001\u6a21\u578b"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/www.arxiv.org\/abs\/2409.17146v1\" target=\"_blank\" rel=\"noreferrer noopener\">Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Multimodal Models<\/a><\/strong>\u4e2d\uff0c\u4f5c\u8005\u901a\u8fc7\u63d0\u51fa\u4e00\u79cd\u5168\u65b0\u7684\u4eba\u7c7b\u8bed\u97f3\u6807\u6ce8\u56fe\u50cf\u63cf\u8ff0\u6570\u636e\u96c6\uff0c\u53ca\u4e00\u7cfb\u5217\u5f00\u6e90\u7684\u591a\u6a21\u6001\u6a21\u578b\uff0c\u6784\u5efa\u4e86\u4e00\u6574\u5957\u5177\u5907\u5148\u8fdb\u6027\u80fd\u7684\u5f00\u6e90\u591a\u6a21\u6001\u6a21\u578b\u5bb6\u65cf\uff0c\u540d\u4e3aMolmo\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u8fc7\u7ed3\u5408\u89c6\u89c9\u7f16\u7801\u5668\u548c\u8bed\u8a00\u6a21\u578b\uff0c\u80fd\u591f\u751f\u6210\u8be6\u7ec6\u7684\u56fe\u50cf\u63cf\u8ff0\u5e76\u56de\u7b54\u89c6\u89c9\u95ee\u9898\uff0c\u800c\u8fd9\u4e9b\u6570\u636e\u548c\u6a21\u578b\u5b8c\u5168\u4f9d\u8d56\u5f00\u6e90\u8d44\u6e90\uff0c\u6446\u8131\u4e86\u5bf9\u4e13\u6709\u7cfb\u7edf\u7684\u4f9d\u8d56\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"427\" height=\"510\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/10\/image-1.png\" alt=\"\" class=\"wp-image-4781\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/10\/image-1.png 427w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/10\/image-1-251x300.png 251w\" sizes=\"auto, (max-width: 427px) 100vw, 427px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/www.arxiv.org\/abs\/2409.17146v1\" target=\"_blank\" rel=\"noreferrer noopener\">Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Multimodal Models<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aMatt Deitke, Christopher Clark, Sangho Lee, Rohun Tripathi, Yue Yang, Jae Sung Park, Mohammadreza Salehi, Niklas Muennighoff, Kyle Lo, Luca Soldaini, Jiasen Lu, Taira Anderson, Erin Bransom, Kiana Ehsani, Huong Ngo, YenSung Chen, Ajay Patel, Mark Yatskar, Chris Callison-Burch, Andrew Head, Rose Hendrix, Favyen Bastani, Eli VanderBilt, Nathan Lambert, Yvonne Chou, Arnavi Chheda, Jenna Sparks, Sam Skjonsberg, Michael Schmitz, Aaron Sarnat, Byron Bischoff, Pete Walsh, Chris Newell, Piper Wolters, Tanmay Gupta, Kuo-Hao Zeng, Jon Borchardt, Dirk Groeneveld, Jen Dumas, Crystal Nam, Sophie Lebrecht, Caitlin Wittlif, Carissa Schoenick, Oscar Michel, Ranjay Krishna, Luca Weihs, Noah A. Smith, Hannaneh Hajishirzi, Ross Girshick, Ali Farhadi\u548cAniruddha Kembhavi\uff0c\u6765\u81eaAllen Institute for AI\u548cUniversity of Washington\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u4e3a\u8bba\u6587\u6982\u8981\u5185\u5bb9\uff1a<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e00\u3001\u7814\u7a76\u80cc\u666f\u4e0e\u73b0\u72b6<\/h5>\n\n\n\n<p>\u76ee\u524d\uff0c\u591a\u6a21\u6001\u6a21\u578b\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u4e2d\u5177\u6709\u663e\u8457\u7684\u8fdb\u5c55\uff0c\u7279\u522b\u662f\u5728\u80fd\u591f\u7406\u89e3\u56fe\u50cf\u4e0e\u6587\u672c\u7684\u540c\u65f6\u505a\u51fa\u63a8\u7406\u548c\u751f\u6210\u53cd\u5e94\u65b9\u9762\u3002\u7136\u800c\uff0c\u6700\u5148\u8fdb\u7684VLMs\uff08vision-language models\uff09\u5927\u591a\u662f\u4e13\u6709\u7684\uff0c\u4f8b\u5982GPT-4\u3001Claude 3.5\u7b49\uff0c\u7814\u7a76\u8005\u96be\u4ee5\u83b7\u53d6\u5176\u6743\u91cd\u3001\u6570\u636e\u96c6\u548c\u6a21\u578b\u67b6\u6784\uff0c\u65e0\u6cd5\u8fdb\u884c\u6df1\u5165\u7684\u7814\u7a76\u3002\u8fd9\u4f7f\u5f97\u5f00\u6e90\u793e\u533a\u5728\u7814\u7a76\u9ad8\u6027\u80fd\u591a\u6a21\u6001\u6a21\u578b\u65f6\u9762\u4e34\u8bf8\u591a\u9650\u5236\u3002<\/p>\n\n\n\n<p><strong>Molmo<\/strong>\u7684\u63d0\u51fa\u662f\u4e3a\u4e86\u586b\u8865\u8fd9\u4e00\u7a7a\u767d\uff0c\u901a\u8fc7\u6784\u5efa\u5b8c\u5168\u5f00\u6e90\u7684\u9ad8\u6027\u80fd\u591a\u6a21\u6001\u6a21\u578b\uff0c\u5e2e\u52a9\u5b66\u672f\u754c\u548c\u5f00\u53d1\u8005\u6446\u8131\u5bf9\u4e13\u6709\u7cfb\u7edf\u7684\u4f9d\u8d56\u3002\u5f53\u524d\u7684\u5f00\u6e90\u6a21\u578b\u5927\u591a\u4f9d\u8d56\u4e8e\u4e13\u6709\u6a21\u578b\u751f\u6210\u7684\u5408\u6210\u6570\u636e\uff0c\u800cMolmo\u7cfb\u5217\u5219\u662f\u901a\u8fc7\u5168\u65b0\u7684\u4eba\u7c7b\u6807\u6ce8\u6570\u636e\u96c6PixMo\u6765\u6784\u5efa\uff0c\u65e0\u9700\u501f\u52a9\u4e13\u6709\u7cfb\u7edf\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e8c\u3001Molmo\u6a21\u578b\u5bb6\u65cf\u7684\u521b\u65b0\u70b9<\/h5>\n\n\n\n<p><strong>Molmo<\/strong>\u5bb6\u65cf\u6a21\u578b\u7684\u4e3b\u8981\u521b\u65b0\u5728\u4e8e\u5176\u6784\u5efa\u65b9\u5f0f\u5b8c\u5168\u4f9d\u8d56\u5f00\u6e90\u6570\u636e\u548c\u6a21\u578b\u67b6\u6784\uff0c\u4e14\u4e0d\u4f7f\u7528\u4efb\u4f55\u4e13\u6709\u7cfb\u7edf\u7684\u5408\u6210\u6570\u636e\u3002\u4f5c\u8005\u901a\u8fc7\u7ed3\u5408\u72ec\u7acb\u9884\u8bad\u7ec3\u7684\u89c6\u89c9\u7f16\u7801\u5668\uff08\u5982OpenAI\u7684ViT-L\/14\u6a21\u578b\uff09\u548c\u8bed\u8a00\u6a21\u578b\uff08\u5982OLMo-7B\u3001Qwen2-7B\u7b49\uff09\uff0c\u6784\u5efa\u4e86\u4e00\u5957\u53ef\u4ee5\u5728\u591a\u6a21\u6001\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u5f02\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0cMolmo\u7684\u8bad\u7ec3\u6570\u636e\u4e3b\u8981\u6765\u81ea\u4e00\u4e2a\u5168\u65b0\u7684\u4eba\u7c7b\u8bed\u97f3\u6807\u6ce8\u6570\u636e\u96c6\u2014\u2014<strong>PixMo<\/strong>\u3002\u4e0e\u4f20\u7edf\u7684\u6587\u5b57\u6807\u6ce8\u65b9\u5f0f\u4e0d\u540c\uff0cPixMo\u6570\u636e\u96c6\u901a\u8fc7\u8ba9\u6807\u6ce8\u8005\u7528\u8bed\u97f3\u63cf\u8ff0\u56fe\u50cf\u7684\u65b9\u5f0f\uff0c\u751f\u6210\u4e86\u66f4\u8be6\u7ec6\u4e14\u4e30\u5bcc\u7684\u56fe\u50cf\u63cf\u8ff0\u3002\u8fd9\u4e00\u201c\u8bed\u97f3\u63cf\u8ff0\u201d\u521b\u65b0\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u6570\u636e\u7684\u8d28\u91cf\u548c\u6536\u96c6\u6548\u7387\uff0c\u907f\u514d\u4e86\u6807\u6ce8\u8005\u5728\u4f20\u7edf\u7684\u6587\u5b57\u63cf\u8ff0\u4e2d\u53ef\u80fd\u5ffd\u7565\u7ec6\u8282\u6216\u590d\u5236\u4e13\u6709\u6a21\u578b\u8f93\u51fa\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e09\u3001Molmo\u6a21\u578b\u67b6\u6784\u8bbe\u8ba1<\/h5>\n\n\n\n<p>Molmo\u6a21\u578b\u67b6\u6784\u91c7\u53d6\u4e86\u6807\u51c6\u7684\u591a\u6a21\u6001\u8bbe\u8ba1\uff0c\u7ed3\u5408\u4e86\u89c6\u89c9\u7f16\u7801\u5668\u548c\u8bed\u8a00\u6a21\u578b\u3002\u6a21\u578b\u5305\u542b\u4ee5\u4e0b\u56db\u4e2a\u4e3b\u8981\u7ec4\u4ef6\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u9884\u5904\u7406\u6a21\u5757<\/strong>\uff1a\u5c06\u8f93\u5165\u56fe\u50cf\u8f6c\u6362\u4e3a\u591a\u5c3a\u5ea6\u3001\u591a\u88c1\u526a\u7684\u56fe\u50cf\u96c6\u3002<\/li>\n\n\n\n<li><strong>\u89c6\u89c9\u7f16\u7801\u5668<\/strong>\uff1a\u72ec\u7acb\u5904\u7406\u6bcf\u4e00\u5f20\u56fe\u50cf\uff0c\u5e76\u5c06\u5176\u6620\u5c04\u4e3a\u4e00\u7ec4\u89c6\u89c9\u6807\u8bb0\uff08vision tokens\uff09\u3002<\/li>\n\n\n\n<li><strong>\u8fde\u63a5\u5668<\/strong>\uff1a\u5c06\u89c6\u89c9\u6807\u8bb0\u6295\u5f71\u5230\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u5165\u7ef4\u5ea6\uff0c\u5e76\u901a\u8fc7\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u8fdb\u884c\u5904\u7406\uff0c\u51cf\u5c11\u6807\u8bb0\u6570\u91cf\u3002<\/li>\n\n\n\n<li><strong>\u89e3\u7801\u5668<\/strong>\uff1a\u4f7f\u7528\u57fa\u4e8eTransformer\u67b6\u6784\u7684\u89e3\u7801\u5668\uff08\u5982GPT\u7c7b\u6a21\u578b\uff09\u751f\u6210\u6700\u7ec8\u7684\u6587\u672c\u63cf\u8ff0\u3002<\/li>\n<\/ol>\n\n\n\n<p>Molmo\u5bb6\u65cf\u6a21\u578b\u7684\u6784\u5efa\u57fa\u4e8e\u4e0d\u540c\u7684\u89c6\u89c9\u7f16\u7801\u5668\u548c\u8bed\u8a00\u6a21\u578b\u7ec4\u5408\u3002\u6240\u6709\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u548c\u8bad\u7ec3\u6d41\u7a0b\u57fa\u672c\u4e00\u81f4\uff0c\u533a\u522b\u4e3b\u8981\u5728\u4e8e\u4f18\u5316\u5668\u7684\u5b66\u4e60\u7387\u4ee5\u53ca\u6240\u9009\u7684\u6a21\u578b\u89c4\u6a21\u3002\u89c6\u89c9\u7f16\u7801\u5668\u91c7\u7528\u4e86OpenAI\u7684ViT-L\/14\u6a21\u578b\uff0c\u8bed\u8a00\u6a21\u578b\u5219\u63d0\u4f9b\u591a\u79cd\u9009\u9879\uff0c\u8986\u76d6\u4e0d\u540c\u7684\u89c4\u6a21\u548c\u5f00\u653e\u6027\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u5b8c\u5168\u5f00\u6e90\u7684OLMo-7B\u6a21\u578b\u6216Qwen2 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class=\"wp-block-list\">\n<li>\u4f7f\u7528PixMo\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\uff0cPixMo\u7684\u6570\u636e\u96c6\u5b8c\u5168\u7531\u4eba\u7c7b\u6ce8\u91ca\u8005\u901a\u8fc7\u8bed\u97f3\u63cf\u8ff0\u56fe\u50cf\u751f\u6210\u3002\u8fd9\u4e9b\u56fe\u50cf\u6765\u81ea\u4e92\u8054\u7f51\u4e0a\u7684\u5404\u79cd\u7c7b\u578b\u7684\u56fe\u7247\uff0c\u6db5\u76d6\u4e8670\u591a\u4e2a\u4e0d\u540c\u7684\u4e3b\u9898\uff08\u5982\u8857\u5934\u6807\u5fd7\u3001\u6a21\u7cca\u7684\u7167\u7247\u7b49\uff09\u3002\u6bcf\u5f20\u56fe\u50cf\u90fd\u6709\u81f3\u5c11\u4e09\u4f4d\u6807\u6ce8\u8005\u8fdb\u884c\u8bed\u97f3\u63cf\u8ff0\uff0c\u63cf\u8ff0\u65f6\u957f\u572860\u523090\u79d2\u4e4b\u95f4\u3002<\/li>\n\n\n\n<li>\u6807\u6ce8\u8005\u88ab\u5f15\u5bfc\u56de\u7b54\u4e00\u7cfb\u5217\u95ee\u9898\uff0c\u5305\u62ec\u201c\u56fe\u50cf\u4e2d\u7684\u7269\u4f53\u662f\u4ec0\u4e48\uff1f\u201d\u3001\u201c\u6709\u591a\u5c11\u4e2a\u7269\u4f53\uff1f\u201d\u3001\u201c\u8fd9\u4e9b\u7269\u4f53\u7684\u4f4d\u7f6e\u5982\u4f55\uff1f\u201d\u3001\u201c\u80cc\u666f\u6709\u4ec0\u4e48\uff1f\u201d\u7b49\uff0c\u4ee5\u786e\u4fdd\u56fe\u50cf\u63cf\u8ff0\u7684\u5168\u9762\u6027\u548c\u7ec6\u8282\u3002<\/li>\n\n\n\n<li>\u6536\u96c6\u5230\u7684\u8bed\u97f3\u901a\u8fc7\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u7cfb\u7edf\u8f6c\u6362\u4e3a\u6587\u672c\uff0c\u518d\u901a\u8fc7\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u540e\u5904\u7406\uff0c\u4ee5\u786e\u4fdd\u6587\u672c\u7684\u8d28\u91cf\u548c\u4e00\u81f4\u6027\u3002\u6bcf\u5f20\u56fe\u50cf\u7684\u6700\u7ec8\u63cf\u8ff0\u4e3a\u4e09\u4f4d\u6807\u6ce8\u8005\u7684\u8f6c\u5f55\u63cf\u8ff0\uff0c\u4ee5\u53ca\u8bed\u8a00\u6a21\u578b\u5bf9\u8fd9\u4e9b\u8f6c\u5f55\u7684\u603b\u7ed3\u3002<\/li>\n\n\n\n<li>\u6700\u7ec8\uff0cPixMo\u6570\u636e\u96c6\u5305\u542b71.2\u4e07\u5f20\u56fe\u50cf\u548c\u7ea6130\u4e07\u6761\u63cf\u8ff0\uff0c\u6210\u4e3aMolmo\u6a21\u578b\u7684\u6838\u5fc3\u8bad\u7ec3\u6570\u636e\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u76d1\u7763\u5fae\u8c03<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5728\u56fe\u50cf\u63cf\u8ff0\u751f\u6210\u9884\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u6a21\u578b\u8fdb\u5165\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\u3002\u5fae\u8c03\u6570\u636e\u6765\u81ea\u5b66\u672f\u754c\u5e7f\u6cdb\u4f7f\u7528\u7684\u591a\u4e2a\u6570\u636e\u96c6\uff0c\u540c\u65f6\u4f5c\u8005\u4e5f\u5f00\u53d1\u4e86\u591a\u79cd\u65b0\u6570\u636e\u96c6\uff0c\u5305\u62ec\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>PixMo-AskModelAnything<\/strong>\uff1a\u7528\u4e8e\u6a21\u62df\u73b0\u5b9e\u4e16\u754c\u4e2d\u7528\u6237\u53ef\u80fd\u63d0\u51fa\u7684\u5404\u79cd\u95ee\u9898\uff0c\u5171\u6536\u96c6\u4e8616.2\u4e07\u5bf9\u95ee\u9898-\u7b54\u6848\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>PixMo-Points<\/strong>\uff1a\u8fd9\u4e00\u6570\u636e\u96c6\u4e13\u6ce8\u4e8e\u8bad\u7ec3\u6a21\u578b\u7406\u89e3\u548c\u64cd\u4f5c\u4e8c\u7ef4\u70b9\u3002\u901a\u8fc7\u4eba\u7c7b\u6807\u6ce8\u8005\u5728\u56fe\u50cf\u4e2d\u6307\u51fa\u7279\u5b9a\u4f4d\u7f6e\u5e76\u8fdb\u884c\u63cf\u8ff0\uff0c\u8bad\u7ec3\u6a21\u578b\u901a\u8fc7\u201c\u6307\u5411\u201d\u65b9\u5f0f\u8fdb\u884c\u56de\u7b54\u548c\u63a8\u7406\uff0c\u8fd9\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u8ba1\u6570\u80fd\u529b\u548c\u89e3\u91ca\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>PixMo-CapQA<\/strong>\uff1a\u57fa\u4e8ePixMo\u7684\u56fe\u50cf\u63cf\u8ff0\uff0c\u751f\u6210\u4e8621.4\u4e07\u5bf9\u95ee\u9898-\u7b54\u6848\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>PixMo-Clocks<\/strong>\uff1a\u4e00\u4e2a\u4e13\u95e8\u9488\u5bf9\u6a21\u62df\u65f6\u949f\u7684\u5408\u6210\u6570\u636e\u96c6\uff0c\u7528\u4e8e\u8bad\u7ec3\u6a21\u578b\u8bfb\u53d6\u65f6\u949f\u65f6\u95f4\u7684\u80fd\u529b\uff0c\u5305\u542b82.6\u4e07\u4e2a\u793a\u4f8b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e94\u3001Molmo\u6a21\u578b\u7684\u8bc4\u4f30\u4e0e\u6027\u80fd<\/h5>\n\n\n\n<p>Molmo\u5bb6\u65cf\u7684\u6a21\u578b\u572811\u4e2a\u5e38\u7528\u7684\u5b66\u672f\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8fdb\u884c\u4e86\u8bc4\u4f30\uff0c\u5e76\u4e14\u8fdb\u884c\u4e86\u5927\u89c4\u6a21\u7684\u4eba\u7c7b\u504f\u597d\u6d4b\u8bd5\u3002\u51761B\u53c2\u6570\u7684<strong>MolmoE-1B<\/strong>\u6a21\u578b\u5728\u6027\u80fd\u4e0a\u63a5\u8fd1GPT-4V\uff0c\u8868\u73b0\u6781\u4e3a\u4f18\u5f02\u3002<\/p>\n\n\n\n<p>\u5728\u5b66\u672f\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cMolmo-72B\u6a21\u578b\u8868\u73b0\u6700\u4f73\uff0c\u8d85\u8fc7\u4e86\u8bb8\u591a\u4e13\u6709\u7cfb\u7edf\uff0c\u5982Claude 3.5\u548cGemini 1.5\u3002\u4f5c\u8005\u8fd8\u5f15\u5165\u4e86\u4eba\u7c7b\u504f\u597d\u6d4b\u8bd5\uff0c\u901a\u8fc7\u5bf9\u591a\u8fbe27\u4e2a\u591a\u6a21\u6001\u6a21\u578b\u8fdb\u884c\u5bf9\u6bd4\uff0cMolmo-72B\u83b7\u5f97\u4e86\u7528\u6237\u7684\u9ad8\u5ea6\u8bc4\u4ef7\uff0c\u6210\u4e3a\u4ec5\u6b21\u4e8eGPT-4o\u7684\u6700\u53d7\u6b22\u8fce\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u516d\u3001Molmo\u7684\u5f00\u653e\u6027\u4e0e\u672a\u6765\u53d1\u5e03\u8ba1\u5212<\/h5>\n\n\n\n<p>Molmo\u7684\u53e6\u4e00\u4e2a\u91cd\u8981\u7279\u6027\u5728\u4e8e\u5176\u5168\u9762\u7684\u5f00\u653e\u6027\u3002\u8be5\u9879\u76ee\u4e0d\u4ec5\u5f00\u653e\u4e86\u6a21\u578b\u6743\u91cd\u3001\u6570\u636e\u96c6\uff0c\u8fd8\u8ba1\u5212\u5f00\u653e\u6240\u6709\u7684\u8bad\u7ec3\u4e0e\u8bc4\u4f30\u4ee3\u7801\u3002\u4e0e\u8bb8\u591a\u4e13\u6709\u6a21\u578b\u6216\u4f9d\u8d56\u4e8e\u4e13\u6709\u6570\u636e\u7684\u5f00\u6e90\u6a21\u578b\u4e0d\u540c\uff0cMolmo\u6a21\u578b\u5b8c\u5168\u57fa\u4e8e\u5f00\u6e90\u7684\u6570\u636e\u4e0e\u67b6\u6784\uff0c\u8fd9\u4e3a\u5b66\u672f\u754c\u548c\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u8d44\u6e90\u3002<\/p>\n\n\n\n<p>\u6839\u636e\u8bba\u6587\uff0c\u4f5c\u8005\u8ba1\u5212\u5728\u672a\u6765\u9010\u6b65\u53d1\u5e03\u66f4\u591a\u6280\u672f\u62a5\u544a\u548cPixMo\u6570\u636e\u96c6\u7684\u8be6\u7ec6\u7248\u672c\uff0c\u8fdb\u4e00\u6b65\u63a8\u52a8\u591a\u6a21\u6001\u6a21\u578b\u7684\u5f00\u6e90\u7814\u7a76\u548c\u5e94\u7528\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Molmo Demo: <a href=\"https:\/\/molmo.allenai.org.\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/molmo.allenai.org<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587Molmo and PixMo: Open Weights and Open Data for State [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8],"tags":[39,95,90,80],"class_list":["post-4780","post","type-post","status-publish","format-standard","hentry","category-tech","tag-ai","tag-transformer","tag-multimodal","tag-cv"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a>","rttpg_excerpt":"\u8bba\u6587Molmo and PixMo: Open Weights and Open Data for State&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4780","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4780"}],"version-history":[{"count":1,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4780\/revisions"}],"predecessor-version":[{"id":4782,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4780\/revisions\/4782"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4780"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4780"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4780"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}