{"id":31965,"date":"2025-07-01T02:39:04","date_gmt":"2025-06-30T18:39:04","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=31965"},"modified":"2025-07-01T02:39:04","modified_gmt":"2025-06-30T18:39:04","slug":"webthinker","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/webthinker\/","title":{"rendered":"WebThinker\uff1a\u652f\u6301\u81ea\u4e3b\u7f51\u9875\u641c\u7d22\u4e0e\u62a5\u544a\u64b0\u5199\u7684\u667a\u80fd\u63a8\u7406\u5de5\u5177"},"content":{"rendered":"<p>WebThinker \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u65e8\u5728\u589e\u5f3a\u5927\u578b\u63a8\u7406\u6a21\u578b\uff08LRMs\uff09\u7684\u81ea\u4e3b\u7814\u7a76\u80fd\u529b\u3002\u5b83\u5141\u8bb8\u6a21\u578b\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u72ec\u7acb\u8fdb\u884c\u7f51\u9875\u641c\u7d22\u3001\u5bfc\u822a\u548c\u4fe1\u606f\u63d0\u53d6\uff0c\u6700\u7ec8\u751f\u6210\u8be6\u7ec6\u7684\u62a5\u544a\u3002\u9879\u76ee\u7531\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u4fe1\u606f\u68c0\u7d22\u4e0e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5b9e\u9a8c\u5ba4\uff08RUC-NLPIR\uff09\u5f00\u53d1\uff0c\u57fa\u4e8e <a href=\"https:\/\/www.kdjingpai.com\/en\/xiaomoxingdanengba\/\">QwQ-32B<\/a> \u63a8\u7406\u6a21\u578b\u548c Qwen-32B-Instruct \u8f85\u52a9\u6a21\u578b\u3002WebThinker \u7a81\u7834\u4e86\u4f20\u7edf\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7684\u9650\u5236\uff0c\u6a21\u578b\u53ef\u4ee5\u76f4\u63a5\u6267\u884c\u641c\u7d22\u548c\u5bfc\u822a\u64cd\u4f5c\uff0c\u5b9e\u73b0\u7aef\u5230\u7aef\u7684\u4efb\u52a1\u5904\u7406\u3002\u5b83\u5728\u77e5\u8bc6\u5bc6\u96c6\u578b\u590d\u6742\u63a8\u7406\u4efb\u52a1\uff08\u5982 GPQA\u3001GAIA\u3001WebWalkerQA\u3001HLE\uff09\u548c\u5f00\u653e\u5f0f\u62a5\u544a\u751f\u6210\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u663e\u8457\u964d\u4f4e\u7814\u7a76\u8005\u7684\u4fe1\u606f\u6536\u96c6\u65f6\u95f4\u548c\u6210\u672c\u3002\u9879\u76ee\u91c7\u7528 MIT \u8bb8\u53ef\u8bc1\uff0c\u4ee3\u7801\u548c\u6587\u6863\u516c\u5f00\u5728 GitHub \u4e0a\uff0c\u9002\u5408\u7814\u7a76\u4eba\u5458\u548c\u5f00\u53d1\u8005\u4f7f\u7528\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-31966\" title=\"WebThinker\uff1a\u652f\u6301\u81ea\u4e3b\u7f51\u9875\u641c\u7d22\u4e0e\u62a5\u544a\u64b0\u5199\u7684\u667a\u80fd\u63a8\u7406\u5de5\u5177-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e5e997ea80b1e60.jpg\" alt=\"WebThinker\uff1a\u652f\u6301\u81ea\u4e3b\u7f51\u9875\u641c\u7d22\u4e0e\u62a5\u544a\u64b0\u5199\u7684\u667a\u80fd\u63a8\u7406\u5de5\u5177-1\" width=\"2048\" height=\"947\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e5e997ea80b1e60.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e5e997ea80b1e60-1536x710.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/e5e997ea80b1e60-18x8.jpg 18w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u81ea\u4e3b\u7f51\u9875\u641c\u7d22\uff1a\u6a21\u578b\u53ef\u6839\u636e\u4efb\u52a1\u9700\u6c42\uff0c\u81ea\u52a8\u53d1\u8d77\u641c\u7d22\u5e76\u63d0\u53d6\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n<li>\u6df1\u5ea6\u7f51\u9875\u5bfc\u822a\uff1a\u652f\u6301\u70b9\u51fb\u94fe\u63a5\u6216\u6309\u94ae\uff0c\u6df1\u5165\u63a2\u7d22\u7f51\u9875\u5185\u5bb9\u3002<\/li>\n<li>\u62a5\u544a\u81ea\u52a8\u751f\u6210\uff1a\u8fb9\u641c\u7d22\u8fb9\u64b0\u5199\u62a5\u544a\uff0c\u751f\u6210\u7ed3\u6784\u5316\u3001\u5b9a\u5236\u5316\u7684\u5185\u5bb9\u3002<\/li>\n<li>\u62a5\u544a\u7f16\u8f91\u4e0e\u68c0\u67e5\uff1a\u63d0\u4f9b\u5de5\u5177\u68c0\u67e5\u548c\u4fee\u6539\u62a5\u544a\uff0c\u786e\u4fdd\u5185\u5bb9\u51c6\u786e\u548c\u8fde\u8d2f\u3002<\/li>\n<li>\u652f\u6301\u591a\u79cd\u63a8\u7406\u6a21\u5f0f\uff1a\u901a\u8fc7\u811a\u672c\u8fd0\u884c\u4e0d\u540c\u4efb\u52a1\u6a21\u5f0f\uff0c\u9002\u5e94\u591a\u6837\u5316\u9700\u6c42\u3002<\/li>\n<li>\u96c6\u6210 <a href=\"https:\/\/www.kdjingpai.com\/en\/crawl4ai\/\">Crawl4AI<\/a> \u89e3\u6790\uff1a\u4f18\u5316 JavaScript \u6e32\u67d3\u7f51\u9875\u7684\u63d0\u53d6\u6548\u679c\u3002<\/li>\n<li>\u5f00\u6e90\u4e0e\u53ef\u6269\u5c55\uff1a\u4ee3\u7801\u5f00\u653e\uff0c\u5141\u8bb8\u7528\u6237\u81ea\u5b9a\u4e49\u6a21\u578b\u548c\u529f\u80fd\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>\u8981\u4f7f\u7528 WebThinker\uff0c\u7528\u6237\u9700\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u914d\u7f6e\u73af\u5883\u548c\u8fd0\u884c\u9879\u76ee\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u548c\u4f7f\u7528\u6307\u5357\uff0c\u786e\u4fdd\u7528\u6237\u80fd\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<h4>1. \u521b\u5efa\u5e76\u6fc0\u6d3b Conda \u73af\u5883<\/h4>\n<p>WebThinker \u4f9d\u8d56 Python 3.9 \u73af\u5883\uff0c\u63a8\u8350\u4f7f\u7528 Conda \u7ba1\u7406\u3002\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u521b\u5efa\u5e76\u6fc0\u6d3b\u73af\u5883\uff1a<\/p>\n<pre><code>conda create -n webthinker python=3.9\r\nconda activate webthinker\r\n<\/code><\/pre>\n<p>\u8fd9\u4f1a\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a\u00a0<code>webthinker<\/code>\u00a0\u7684\u865a\u62df\u73af\u5883\uff0c\u786e\u4fdd\u4f9d\u8d56\u9694\u79bb\u3002<\/p>\n<h4>2. \u514b\u9686\u9879\u76ee\u5e76\u5b89\u88c5\u4f9d\u8d56<\/h4>\n<p>\u4ece GitHub \u514b\u9686 WebThinker \u4ed3\u5e93\uff0c\u5e76\u5b89\u88c5\u5fc5\u8981\u7684 Python \u5305\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/RUC-NLPIR\/WebThinker.git\r\ncd WebThinker-main\r\npip install -r requirements.txt\r\n<\/code><\/pre>\n<p><code>requirements.txt<\/code>\u00a0\u5305\u542b\u9879\u76ee\u6240\u9700\u7684\u6240\u6709\u4f9d\u8d56\u5305\uff0c\u5982 <a href=\"https:\/\/www.kdjingpai.com\/en\/vllm\/\">vLLM<\/a> \u548c Crawl4AI\u3002\u786e\u4fdd\u7f51\u7edc\u8fde\u63a5\u7a33\u5b9a\uff0c\u4ee5\u5b8c\u6210\u5b89\u88c5\u3002<\/p>\n<h4>3. \u914d\u7f6e\u63a8\u7406\u6a21\u578b\u4e0e\u8f85\u52a9\u6a21\u578b<\/h4>\n<p>WebThinker \u9700\u8981\u4e00\u4e2a\u63a8\u7406\u6a21\u578b\u548c\u4e00\u4e2a\u8f85\u52a9\u6a21\u578b\u3002\u5b98\u65b9\u63a8\u8350\u4f7f\u7528 QwQ-32B \u4f5c\u4e3a\u63a8\u7406\u6a21\u578b\uff0cQwen-32B-Instruct \u4f5c\u4e3a\u8f85\u52a9\u6a21\u578b\uff0c\u5206\u522b\u7528\u4e8e\u6838\u5fc3\u63a8\u7406\u548c\u7f51\u9875\u9605\u8bfb\u3001\u62a5\u544a\u64b0\u5199\u7b49\u4efb\u52a1\u3002\u7528\u6237\u9700\u901a\u8fc7 vLLM \u90e8\u7f72\u8fd9\u4e9b\u6a21\u578b\u3002\u8fd0\u884c\u524d\uff0c\u9700\u786e\u4fdd\u6a21\u578b\u5df2\u4e0b\u8f7d\u5e76\u5728\u672c\u5730\u6216\u670d\u52a1\u5668\u4e0a\u542f\u52a8\u3002\u5177\u4f53\u90e8\u7f72\u6b65\u9aa4\u53ef\u53c2\u8003\u5b98\u65b9\u6587\u6863\uff08\u94fe\u63a5\u5728 GitHub \u4ed3\u5e93\u7684 README \u4e2d\uff09\u3002<\/p>\n<h4>4. \u8bbe\u7f6e\u7f51\u9875\u89e3\u6790\u5ba2\u6237\u7aef<\/h4>\n<p>\u4e3a\u63d0\u5347\u7f51\u9875\u722c\u53d6\u6548\u679c\uff0c\u5efa\u8bae\u5728\u00a0<code>&lt;WebThinker-main&gt;\/scripts\/search\/bing_search.py<\/code>\u00a0\u4e2d\u914d\u7f6e Crawl4AI \u5ba2\u6237\u7aef\u3002Crawl4AI \u80fd\u5904\u7406 JavaScript \u6e32\u67d3\u7684\u52a8\u6001\u7f51\u9875\u5185\u5bb9\uff0c\u63d0\u9ad8\u4fe1\u606f\u63d0\u53d6\u7684\u53ef\u9760\u6027\u3002\u7528\u6237\u9700\u6ce8\u518c Crawl4AI \u670d\u52a1\u5e76\u83b7\u53d6 API \u5bc6\u94a5\uff0c\u7136\u540e\u6309\u6587\u6863\u8bf4\u660e\u914d\u7f6e\u3002<\/p>\n<h4>5. \u8fd0\u884c WebThinker<\/h4>\n<p>\u5b8c\u6210\u4e0a\u8ff0\u914d\u7f6e\u540e\uff0c\u7528\u6237\u53ef\u901a\u8fc7\u63d0\u4f9b\u7684\u811a\u672c\u8fd0\u884c\u4e0d\u540c\u63a8\u7406\u6a21\u5f0f\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code>python scripts\/run_inference.py --mode report_generation\r\n<\/code><\/pre>\n<p>\u6b64\u547d\u4ee4\u542f\u52a8\u62a5\u544a\u751f\u6210\u6a21\u5f0f\u3002\u5176\u4ed6\u6a21\u5f0f\uff08\u5982\u590d\u6742\u63a8\u7406\u4efb\u52a1\uff09\u53ef\u5728\u811a\u672c\u4e2d\u6307\u5b9a\u3002\u8fd0\u884c\u524d\uff0c\u8bf7\u786e\u4fdd\u6a21\u578b\u670d\u52a1\u5df2\u542f\u52a8\u3002<\/p>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c<\/h3>\n<p>WebThinker \u7684\u6838\u5fc3\u5728\u4e8e\u81ea\u4e3b\u641c\u7d22\u548c\u62a5\u544a\u751f\u6210\u3002\u4ee5\u4e0b\u662f\u4e3b\u8981\u529f\u80fd\u7684\u8be6\u7ec6\u64cd\u4f5c\u6d41\u7a0b\uff1a<\/p>\n<h4>\u81ea\u4e3b\u7f51\u9875\u641c\u7d22<\/h4>\n<p>\u7528\u6237\u8f93\u5165\u7814\u7a76\u95ee\u9898\u540e\uff0cWebThinker \u4f1a\u81ea\u52a8\u8c03\u7528\u641c\u7d22\u5de5\u5177\uff08\u5982 Bing \u641c\u7d22\uff09\u83b7\u53d6\u76f8\u5173\u7f51\u9875\u3002\u6a21\u578b\u5206\u6790\u521d\u59cb\u641c\u7d22\u7ed3\u679c\uff0c\u63d0\u53d6\u5173\u952e\u8bcd\uff0c\u5e76\u51b3\u5b9a\u662f\u5426\u9700\u8981\u8fdb\u4e00\u6b65\u641c\u7d22\u3002\u4f8b\u5982\uff0c\u82e5\u7528\u6237\u8be2\u95ee\u201c\u6700\u65b0 AI \u7814\u7a76\u8d8b\u52bf\u201d\uff0cWebThinker \u4f1a\u641c\u7d22\u76f8\u5173\u5b66\u672f\u6587\u7ae0\u548c\u65b0\u95fb\uff0c\u7b5b\u9009\u9ad8\u8d28\u91cf\u5185\u5bb9\u3002<\/p>\n<h4>\u6df1\u5ea6\u7f51\u9875\u5bfc\u822a<\/h4>\n<p>WebThinker \u7684 Deep Web Explorer \u6a21\u5757\u5141\u8bb8\u6a21\u578b\u70b9\u51fb\u7f51\u9875\u4e2d\u7684\u94fe\u63a5\u6216\u6309\u94ae\uff0c\u6df1\u5165\u6316\u6398\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u5728\u8bbf\u95ee\u5b66\u672f\u7f51\u7ad9\u65f6\uff0c\u6a21\u578b\u53ef\u70b9\u51fb\u201c\u4e0b\u4e00\u9875\u201d\u6216\u201c\u4e0b\u8f7d PDF\u201d\u6309\u94ae\uff0c\u83b7\u53d6\u66f4\u8be6\u7ec6\u7684\u6570\u636e\u3002\u7528\u6237\u65e0\u9700\u624b\u52a8\u5e72\u9884\uff0c\u6a21\u578b\u4f1a\u81ea\u52a8\u5224\u65ad\u54ea\u4e9b\u94fe\u63a5\u6700\u76f8\u5173\u3002<\/p>\n<h4>\u62a5\u544a\u751f\u6210\u4e0e\u7f16\u8f91<\/h4>\n<p>WebThinker \u63d0\u4f9b\u4e09\u9879\u62a5\u544a\u76f8\u5173\u5de5\u5177\uff1a<\/p>\n<ul>\n<li><strong>\u7ae0\u8282\u5185\u5bb9\u64b0\u5199<\/strong>\uff1a\u6a21\u578b\u6839\u636e\u641c\u7d22\u7ed3\u679c\uff0c\u81ea\u52a8\u751f\u6210\u62a5\u544a\u7684\u7279\u5b9a\u7ae0\u8282\uff0c\u5982\u201c\u80cc\u666f\u4ecb\u7ecd\u201d\u6216\u201c\u6570\u636e\u5206\u6790\u201d\u3002\u7528\u6237\u53ef\u6307\u5b9a\u62a5\u544a\u7ed3\u6784\uff0c\u6a21\u578b\u4f1a\u6309\u9700\u586b\u5145\u5185\u5bb9\u3002<\/li>\n<li><strong>\u62a5\u544a\u68c0\u67e5<\/strong>\uff1a\u6a21\u578b\u4f1a\u68c0\u67e5\u62a5\u544a\u7684\u903b\u8f91\u6027\u548c\u5b8c\u6574\u6027\uff0c\u6807\u8bb0\u7f3a\u5931\u4fe1\u606f\u6216\u4e0d\u4e00\u81f4\u90e8\u5206\u3002<\/li>\n<li><strong>\u62a5\u544a\u7f16\u8f91<\/strong>\uff1a\u7528\u6237\u53ef\u901a\u8fc7\u811a\u672c\u8c03\u7528\u7f16\u8f91\u529f\u80fd\uff0c\u8c03\u6574\u62a5\u544a\u5185\u5bb9\u3002\u4f8b\u5982\uff0c\u8fd0\u884c\uff1a\n<pre><code>python scripts\/edit_report.py --report_path .\/outputs\/report.txt\r\n<\/code><\/pre>\n<p>\u6b64\u547d\u4ee4\u5141\u8bb8\u6a21\u578b\u4f18\u5316\u6307\u5b9a\u62a5\u544a\u7684\u63aa\u8f9e\u548c\u7ed3\u6784\u3002<\/li>\n<\/ul>\n<h4>\u4f7f\u7528 Crawl4AI \u4f18\u5316\u722c\u53d6<\/h4>\n<p>\u5728\u52a8\u6001\u7f51\u9875\uff08\u5982\u5305\u542b JavaScript \u7684\u65b0\u95fb\u9875\u9762\uff09\u4e0a\uff0cCrawl4AI \u80fd\u89e3\u6790\u590d\u6742\u5185\u5bb9\u3002\u7528\u6237\u9700\u5728\u00a0<code>bing_search.py<\/code>\u00a0\u4e2d\u914d\u7f6e API \u5bc6\u94a5\uff0c\u5e76\u786e\u4fdd\u7f51\u7edc\u8fde\u63a5\u3002\u914d\u7f6e\u5b8c\u6210\u540e\uff0c\u6a21\u578b\u4f1a\u81ea\u52a8\u8c03\u7528 Crawl4AI \u63d0\u53d6\u7f51\u9875\u6587\u672c\u3001\u56fe\u7247\u6216\u5176\u4ed6\u5143\u7d20\u3002<\/p>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li><strong>\u786c\u4ef6\u8981\u6c42<\/strong>\uff1a\u8fd0\u884c\u5927\u578b\u6a21\u578b\u5982 QwQ-32B \u9700\u9ad8\u6027\u80fd GPU\uff08\u5982 NVIDIA A100\uff09\u3002\u786e\u4fdd\u786c\u4ef6\u652f\u6301 vLLM \u63a8\u7406\u3002<\/li>\n<li><strong>\u7f51\u7edc\u73af\u5883<\/strong>\uff1a\u641c\u7d22\u548c\u722c\u53d6\u529f\u80fd\u9700\u7a33\u5b9a\u7f51\u7edc\u3002\u5efa\u8bae\u4f7f\u7528\u4ee3\u7406\u6216 VPN \u5904\u7406\u53ef\u80fd\u7684\u5730\u7f18\u9650\u5236\u3002<\/li>\n<li><strong>\u6a21\u578b\u9009\u62e9<\/strong>\uff1a\u7528\u6237\u53ef\u5c1d\u8bd5\u5176\u4ed6\u6307\u4ee4\u5fae\u8c03\u6a21\u578b\uff08\u5982 LLaMA\uff09\u4f5c\u4e3a\u8f85\u52a9\u6a21\u578b\uff0c\u4f46\u9700\u786e\u4fdd\u517c\u5bb9\u6027\u3002<\/li>\n<li><strong>\u8f93\u51fa\u67e5\u770b<\/strong>\uff1a\u751f\u6210\u7684\u62a5\u544a\u4fdd\u5b58\u5728\u00a0<code>&lt;WebThinker-main&gt;\/outputs\/<\/code>\u00a0\u76ee\u5f55\u4e0b\uff0c\u5305\u542b\u4e0e Grok3 DeepSearch \u548c <a href=\"https:\/\/www.kdjingpai.com\/en\/geminibardgubu\/\">Gemini<\/a> 2.0 Deep Research \u7684\u5bf9\u6bd4\u62a5\u544a\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u7528\u6237\u53ef\u8f7b\u677e\u90e8\u7f72 WebThinker \u5e76\u4f7f\u7528\u5176\u641c\u7d22\u4e0e\u62a5\u544a\u751f\u6210\u529f\u80fd\u3002\u9879\u76ee\u6587\u6863\u8be6\u7ec6\uff0c\u9002\u5408\u6709\u4e00\u5b9a\u6280\u672f\u80cc\u666f\u7684\u7528\u6237\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u5b66\u672f\u7814\u7a76<\/strong><br \/>\n\u7814\u7a76\u4eba\u5458\u9700\u5feb\u901f\u6536\u96c6\u67d0\u4e00\u9886\u57df\u7684\u6700\u65b0\u8fdb\u5c55\u3002WebThinker \u53ef\u81ea\u52a8\u641c\u7d22\u5b66\u672f\u8bba\u6587\u3001\u65b0\u95fb\u548c\u535a\u5ba2\uff0c\u751f\u6210\u5305\u542b\u5f15\u6587\u548c\u5206\u6790\u7684\u62a5\u544a\u3002\u4f8b\u5982\uff0c\u8f93\u5165\u201c\u91cf\u5b50\u8ba1\u7b97\u6700\u65b0\u8fdb\u5c55\u201d\uff0c\u6a21\u578b\u4f1a\u641c\u7d22 arXiv \u548c Google Scholar\uff0c\u6574\u7406\u51fa\u7ed3\u6784\u5316\u62a5\u544a\u3002<\/li>\n<li><strong>\u5e02\u573a\u5206\u6790<\/strong><br \/>\n\u4f01\u4e1a\u5206\u6790\u5e08\u9700\u4e86\u89e3\u7ade\u4e89\u5bf9\u624b\u52a8\u6001\u3002WebThinker \u53ef\u641c\u7d22\u884c\u4e1a\u65b0\u95fb\u3001\u516c\u53f8\u5b98\u7f51\u548c\u793e\u4ea4\u5a92\u4f53\uff0c\u751f\u6210\u5e02\u573a\u8d8b\u52bf\u62a5\u544a\uff0c\u8282\u7701\u624b\u52a8\u6536\u96c6\u65f6\u95f4\u3002<\/li>\n<li><strong>\u6280\u672f\u5f00\u53d1<\/strong><br \/>\n\u5f00\u53d1\u8005\u9700\u7814\u7a76\u65b0\u6280\u672f\u6587\u6863\u3002WebThinker \u53ef\u5bfc\u822a\u6280\u672f\u535a\u5ba2\u548c GitHub \u4ed3\u5e93\uff0c\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u5e76\u751f\u6210\u6280\u672f\u603b\u7ed3\uff0c\u52a9\u529b\u9879\u76ee\u5f00\u53d1\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>WebThinker \u652f\u6301\u54ea\u4e9b\u6a21\u578b\uff1f<\/strong><br \/>\n\u5b98\u65b9\u63a8\u8350 QwQ-32B\uff08\u63a8\u7406\u6a21\u578b\uff09\u548c Qwen-32B-Instruct\uff08\u8f85\u52a9\u6a21\u578b\uff09\u3002\u7528\u6237\u53ef\u5c1d\u8bd5\u5176\u4ed6\u6307\u4ee4\u5fae\u8c03\u6a21\u578b\uff0c\u4f46\u9700\u786e\u4fdd vLLM \u517c\u5bb9\u3002<\/li>\n<li><strong>\u5982\u4f55\u5904\u7406\u52a8\u6001\u7f51\u9875\u5185\u5bb9\uff1f<\/strong><br \/>\n\u914d\u7f6e Crawl4AI \u5ba2\u6237\u7aef\uff0c\u7f16\u8f91\u00a0<code>&lt;WebThinker-main&gt;\/scripts\/search\/bing_search.py<\/code>\uff0c\u6dfb\u52a0 API \u5bc6\u94a5\u3002Crawl4AI \u53ef\u89e3\u6790 JavaScript \u6e32\u67d3\u5185\u5bb9\u3002<\/li>\n<li><strong>\u62a5\u544a\u751f\u6210\u9700\u8981\u591a\u957f\u65f6\u95f4\uff1f<\/strong><br \/>\n\u53d6\u51b3\u4e8e\u4efb\u52a1\u590d\u6742\u5ea6\u548c\u7f51\u7edc\u901f\u5ea6\u3002\u7b80\u5355\u62a5\u544a\u7ea6\u9700 5-10 \u5206\u949f\uff0c\u590d\u6742\u4efb\u52a1\u53ef\u80fd\u9700 30 \u5206\u949f\u4ee5\u4e0a\u3002<\/li>\n<li><strong>\u662f\u5426\u9700\u8981\u7f16\u7a0b\u7ecf\u9a8c\uff1f<\/strong><br \/>\n\u90e8\u7f72 WebThinker \u9700\u57fa\u7840 Python \u548c Conda \u77e5\u8bc6\u3002\u4f7f\u7528\u9884\u914d\u7f6e\u811a\u672c\u7684\u64cd\u4f5c\u8f83\u4e3a\u7b80\u5355\uff0c\u9002\u5408\u521d\u5b66\u8005\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>WebThinker \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u65e8\u5728\u589e\u5f3a\u5927\u578b\u63a8\u7406\u6a21\u578b\uff08LRMs\uff09\u7684\u81ea\u4e3b\u7814\u7a76\u80fd\u529b\u3002\u5b83\u5141\u8bb8\u6a21\u578b\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u72ec\u7acb\u8fdb\u884c\u7f51\u9875\u641c\u7d22\u3001\u5bfc\u822a\u548c\u4fe1\u606f\u63d0\u53d6\uff0c\u6700\u7ec8\u751f\u6210\u8be6\u7ec6\u7684\u62a5\u544a\u3002\u9879\u76ee\u7531\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u4fe1\u606f\u68c0\u7d22\u4e0e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5b9e\u9a8c\u5ba4\uff08RUC-NLPIR\uff09\u5f00\u53d1\uff0c\u57fa\u4e8e&#8230;<\/p>\n","protected":false},"author":1,"featured_media":62353,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20,419,427],"tags":[230,389],"class_list":["post-31965","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","category-ai-learning","category-research-assistant","tag-aikaiyuanxiangmu","tag-shengchengshenduyanjiuao"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/31965","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=31965"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/31965\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media\/62353"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=31965"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=31965"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=31965"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}