{"id":27903,"date":"2025-11-05T09:16:06","date_gmt":"2025-11-05T01:16:06","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=27903"},"modified":"2025-11-05T09:16:06","modified_gmt":"2025-11-05T01:16:06","slug":"deepanalyze%ef%bc%9a%e8%ae%a9%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%88%90%e4%b8%ba%e7%9c%9f%e6%ad%a3%e7%9a%84%e6%95%b0%e6%8d%ae%e7%a7%91%e5%ad%a6%e5%ae%b6","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/11\/05\/27903\/","title":{"rendered":"DeepAnalyze\uff1a\u8ba9\u5927\u6a21\u578b\u6210\u4e3a\u771f\u6b63\u7684\u6570\u636e\u79d1\u5b66\u5bb6"},"content":{"rendered":"<div><img data-dominant-color=\"c4c2c5\" data-has-transparency=\"false\" style=\"--dominant-color: #c4c2c5;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27905\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/d7da4e1654d48a619d7055481bca8a95489952-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/d7da4e1654d48a619d7055481bca8a95489952-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/d7da4e1654d48a619d7055481bca8a95489952-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div 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data-dominant-color=\"e5e4e8\" data-has-transparency=\"false\" style=\"--dominant-color: #e5e4e8;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27906\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/d4af05077f185284ae7172c5c940a74e45a666.png\" width=\"718\" height=\"412\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/d4af05077f185284ae7172c5c940a74e45a666.png 718w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/d4af05077f185284ae7172c5c940a74e45a666-300x172.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/d4af05077f185284ae7172c5c940a74e45a666-150x86.png 150w\" sizes=\"auto, (max-width: 718px) 100vw, 718px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>DeepAnalyze\uff1a\u4ece&#8221;\u52a9\u624b&#8221;\u5230&#8221;\u4e13\u5bb6&#8221;:DeepAnalyze\u662f\u9996\u4e2a\u4e13\u95e8\u4e3a\u81ea\u52a8\u6570\u636e\u79d1\u5b66\u8bbe\u8ba1\u7684&#8221;agent\u6a21\u578b&#8221;\u3002\u4e0e\u4f20\u7edf\u65b9\u6cd5\u6700\u5927\u7684\u4e0d\u540c\u5728\u4e8e\uff0c\u5b83\u5177\u5907\u4e24\u9879\u5173\u952e\u80fd\u529b\uff1a<\/p>\n<p>1. \u81ea\u4e3b\u7f16\u6392\u80fd\u529b\uff1a\u80fd\u7406\u89e3\u590d\u6742\u4efb\u52a1\u9700\u6c42\uff0c\u81ea\u52a8\u89c4\u5212\u5e76\u534f\u8c03\u4e00\u7cfb\u5217\u76f8\u4e92\u4f9d\u8d56\u7684\u64cd\u4f5c\uff0c\u800c\u4e0d\u9700\u8981\u4eba\u7c7b\u9884\u5148\u5b9a\u4e49\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n<p>2. 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https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/1225c19333640fb320165026d0d31d4b06cd88-300x289.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/1225c19333640fb320165026d0d31d4b06cd88-1024x986.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/1225c19333640fb320165026d0d31d4b06cd88-150x144.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/1225c19333640fb320165026d0d31d4b06cd88-768x740.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>\u4e94\u79cd\u6838\u5fc3\u52a8\u4f5c:DeepAnalyze\u8bbe\u8ba1\u4e86\u4e94\u79cd\u57fa\u672c\u52a8\u4f5c\u6765\u4e0e\u6570\u636e\u73af\u5883\u4e92\u52a8\uff1a<\/p>\n<p>\u2022\u5206\u6790\uff08Analyze\uff09\uff1a\u8fdb\u884c\u89c4\u5212\u3001\u63a8\u7406\u3001\u81ea\u6211\u9a8c\u8bc1<\/p>\n<p>\u2022\u7406\u89e3\uff08Understand\uff09\uff1a\u8bfb\u53d6\u548c\u7406\u89e3\u6570\u636e\u5e93\u3001\u8868\u683c\u7b49\u7ed3\u6784\u5316\u6570\u636e<\/p>\n<p>\u2022\u7f16\u7801\uff08Code\uff09\uff1a\u751f\u6210Python\u4ee3\u7801\u5904\u7406\u6570\u636e<\/p>\n<p>\u2022\u6267\u884c\uff08Execute\uff09\uff1a\u8fd0\u884c\u4ee3\u7801\u5e76\u6536\u96c6\u73af\u5883\u53cd\u9988<\/p>\n<p>\u2022\u56de\u7b54\uff08Answer\uff09\uff1a\u4ea7\u751f\u6700\u7ec8\u8f93\u51fa<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"dcdddd\" data-has-transparency=\"false\" style=\"--dominant-color: #dcdddd;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27908\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/f87045d169e7db2469b29122fc9ec2f31e4ca5.png\" width=\"1080\" height=\"623\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/f87045d169e7db2469b29122fc9ec2f31e4ca5.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/f87045d169e7db2469b29122fc9ec2f31e4ca5-300x173.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/f87045d169e7db2469b29122fc9ec2f31e4ca5-1024x591.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/f87045d169e7db2469b29122fc9ec2f31e4ca5-150x87.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/f87045d169e7db2469b29122fc9ec2f31e4ca5-768x443.png 768w\" sizes=\"auto, 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class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>\u6570\u636e\u5408\u6210\uff1a\u521b\u9020\u8bad\u7ec3\u6837\u672c\uff1a\u7531\u4e8e\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u79d1\u5b66\u8bad\u7ec3\u6570\u636e\u6781\u4e3a\u7a00\u7f3a\uff0c\u56e2\u961f\u5f00\u53d1\u4e86\u6570\u636e\u9a71\u52a8\u7684\u8f68\u8ff9\u5408\u6210\u6846\u67b6\uff1a<\/p>\n<p>\u2022\u63a8\u7406\u8f68\u8ff9\u5408\u6210\uff1a\u7528\u5148\u8fdb\u7684\u5927\u6a21\u578b\u6a21\u578b\u63d0\u53d6\u63a8\u7406\u8fc7\u7a0b\uff0c\u5e76\u901a\u8fc7\u5173\u952e\u8bcd\u5f15\u5bfc\u8fdb\u884c\u4f18\u5316<\/p>\n<p>\u2022\u4ea4\u4e92\u8f68\u8ff9\u5408\u6210\uff1a\u6784\u5efa\u591aagent\u7cfb\u7edf\uff08\u63d0\u95ee\u8005\u3001\u89e3\u51b3\u8005\u3001\u68c0\u67e5\u8005\uff09\uff0c\u81ea\u52a8\u751f\u6210\u5b8c\u6574\u7684\u95ee\u9898\u89e3\u51b3\u8fc7\u7a0b<\/p>\n<p>\u6700\u7ec8\u6784\u5efa\u4e86\u5305\u542b\u7ea650\u4e07\u6837\u672c\u7684\u8bad\u7ec3\u6570\u636e\u96c6DataScience-Instruct-500K\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\uff1a\u572812\u4e2a\u6570\u636e\u79d1\u5b66\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u4ec5\u670980\u4ebf\u53c2\u6570\u7684DeepAnalyze-8B\uff0c\u8d85\u8d8a\u4e86\u5927\u591a\u6570\u57fa\u4e8e\u6700\u5148\u8fdb\u5546\u4e1a\u6a21\u578b\uff08\u5982GPT-4-Turbo\u3001Claude 3.5 Sonnet\uff09\u7684\u7cfb\u7edf\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"eaeaea\" data-has-transparency=\"false\" style=\"--dominant-color: #eaeaea;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27911\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/6483832590a4310d0cd954e6336dfcbc6eaf59.png\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/6483832590a4310d0cd954e6336dfcbc6eaf59.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/6483832590a4310d0cd954e6336dfcbc6eaf59-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/6483832590a4310d0cd954e6336dfcbc6eaf59-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/6483832590a4310d0cd954e6336dfcbc6eaf59-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/6483832590a4310d0cd954e6336dfcbc6eaf59-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>\u7aef\u5230\u7aef\u6570\u636e\u79d1\u5b66\u6d41\u7a0b\uff1a\u5728DataSciBench\u6d4b\u8bd5\u4e2d\uff0cDeepAnalyze-8B\u7684\u8868\u73b0\u4ec5\u6b21\u4e8eGPT-4o\uff0c\u4f46\u4e0d\u9700\u8981\u4efb\u4f55\u5916\u90e8\u7f16\u6392\u6846\u67b6\u5c31\u80fd\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"ebebeb\" data-has-transparency=\"false\" style=\"--dominant-color: #ebebeb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27912\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b84b75f27d16692de49847d67addf6ac2ae933.png\" width=\"1080\" height=\"525\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b84b75f27d16692de49847d67addf6ac2ae933.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b84b75f27d16692de49847d67addf6ac2ae933-300x146.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b84b75f27d16692de49847d67addf6ac2ae933-1024x498.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b84b75f27d16692de49847d67addf6ac2ae933-150x73.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/b84b75f27d16692de49847d67addf6ac2ae933-768x373.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>\u6df1\u5ea6\u6570\u636e\u7814\u7a76\uff1a\u7814\u7a76\u56e2\u961f\u6784\u5efa\u4e86\u65b0\u57fa\u51c6DABStep-Research\u6765\u8bc4\u4f30\u6df1\u5ea6\u7814\u7a76\u80fd\u529b\u3002\u7ed3\u679c\u663e\u793a\uff0cDeepAnalyze-8B\u5728\u4e94\u7c7b\u4efb\u52a1\uff08\u6570\u636e\u51c6\u5907\u3001\u5206\u6790\u3001\u6d1e\u5bdf\u63d0\u53d6\u3001\u62a5\u544a\u751f\u6210\u3001\u5f00\u653e\u5f0f\u7814\u7a76\uff09\u4e2d\u5168\u9762\u9886\u5148\u6240\u6709\u5bf9\u6bd4\u7cfb\u7edf\u3002<\/p>\n<p>\u7279\u522b\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5546\u4e1a\u6a21\u578b\u5728\u5f00\u653e\u5f0f\u7814\u7a76\u4efb\u52a1\u4e0a\u8868\u73b0\u660e\u663e\u4e0b\u6ed1\uff0c\u800cDeepAnalyze-8B\u5728\u6ca1\u6709\u660e\u786e\u6307\u5bfc\u7684\u60c5\u51b5\u4e0b\u4ecd\u80fd\u51fa\u8272\u5b8c\u6210\u3002\u5b83\u751f\u6210\u7684\u62a5\u544a\u5728\u5185\u5bb9\u6df1\u5ea6\u548c\u7ed3\u6784\u5316\u5448\u73b0\u4e0a\uff0c\u5df2\u7ecf\u63a5\u8fd1\u4e13\u4e1a\u5206\u6790\u5e08\u7684\u6c34\u5e73\u3002<\/p>\n<p>\u5176\u4ed6\u80fd\u529b\u8868\u73b0<\/p>\n<p>\u2022\u4ee3\u7801\u751f\u6210\uff1a\u5728DS-1000\u57fa\u51c6\u4e0a\u8d85\u8d8aGPT-4-Turbo<\/p>\n<p>\u2022\u8868\u683c\u95ee\u7b54\uff1a\u8d85\u8d8a\u6b64\u524d\u6700\u4f73\u6a21\u578bReasoning-Table<\/p>\n<p>\u2022\u6570\u636e\u5206\u6790\u548c\u5efa\u6a21\uff1a\u5728DSBench\u4e0a\u8fbe\u5230\u4e0e\u57fa\u4e8e\u591a\u79cd\u5148\u8fdb\u5546\u4e1a\u6a21\u578b\u7684\u7cfb\u7edf\u76f8\u5f53\u7684\u6027\u80fd<\/p>\n<p>DeepAnalyze\u6807\u5fd7\u7740\u6570\u636e\u79d1\u5b66\u9886\u57df\u4ece&#8221;\u57fa\u4e8e\u5de5\u4f5c\u6d41\u7684\u52a9\u624b&#8221;\u5411&#8221;agent\u6a21\u578b&#8221;\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\u5b83\u4e0d\u53ea\u662f\u6267\u884c\u9884\u8bbe\u6b65\u9aa4\u7684\u5de5\u5177\uff0c\u800c\u662f\u80fd\u591f\u81ea\u4e3b\u601d\u8003\u3001\u63a2\u7d22\u548c\u4f18\u5316\u7684\u5927\u6a21\u578b\u6570\u636e\u79d1\u5b66\u5bb6\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u9879\u5de5\u4f5c\u5b9e\u73b0\u4e86\u6570\u636e\u79d1\u5b66\u754c\u957f\u671f\u4ee5\u6765\u7684\u76ee\u6807\uff1a\u4ece\u539f\u59cb\u6570\u636e\u81ea\u52a8\u63d0\u53d6\u53ef\u64cd\u4f5c\u7684\u6d1e\u5bdf\u3002\u7814\u7a76\u56e2\u961f\u5df2\u5f00\u6e90\u6a21\u578b\u3001\u4ee3\u7801\u548c\u8bad\u7ec3\u6570\u636e\uff0c\u4e3a\u4e0b\u4e00\u4ee3\u667a\u80fd\u6570\u636e\u7cfb\u7edf\uff08\u5305\u62ec\u6570\u636e\u53d1\u73b0\u3001\u6570\u636e\u6cbb\u7406\u3001\u6570\u636e\u751f\u6001\u7cfb\u7edf\u548c\u6570\u636e\u7ba1\u7406\uff09\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/p>\n<p>\u8bba\u6587\u6807\u9898\uff1aDeepAnalyze: 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