{"id":4796,"date":"2026-01-18T22:33:30","date_gmt":"2026-01-18T14:33:30","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4796"},"modified":"2026-01-18T22:33:30","modified_gmt":"2026-01-18T14:33:30","slug":"202601-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-hawkeyeefficient-reasoning-with-model-collaboration","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202601-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-hawkeyeefficient-reasoning-with-model-collaboration\/","title":{"rendered":"202601 \u8bba\u6587\u7814\u8bfb-Hawkeye:Efficient Reasoning with Model Collaboration"},"content":{"rendered":"\n<p>\u6765\u6e90\uff1aCOLM 2025<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1aMBZUAI\u3001UCLA\u3001\u65af\u5766\u798f\u5927\u5b66<\/p>\n\n\n\n<p>\u4f5c\u8005\uff1aJianshu She, Zhuohao Li, Zhemin Huang, Qi Li, Peiran X,<br>Haonan Li, Qirong Ho<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u80cc\u666f<\/strong><\/p>\n\n\n\n<p>\u601d\u7ef4\u94fe ( CoT 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\/><\/figure>\n\n\n\n<p>HAWKEYE \u7684\u6574\u4f53\u8bbe\u8ba1\u540c\u65f6\u8986\u76d6\u540e\u8bad\u7ec3\u9636\u6bb5\uff08post-training\uff09\u4e0e\u63a8\u7406\u9636\u6bb5\uff08inference\uff09\uff0c\u5176\u6838\u5fc3\u601d\u60f3\u662f\u201c\u9ad8\u5bc6\u5ea6\u63a8\u7406 + \u6a21\u578b\u534f\u4f5c\u89e3\u7801\u201d\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>CoT \u5197\u4f59\u5206\u6790\u4e0e\u903b\u8f91\u627f\u8f7dtoken<\/li>\n<\/ol>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<p>\u4f5c\u8005\u9996\u5148\u901a\u8fc7\u5b9e\u9a8c\u9a8c\u8bc1\u4e86 CoT \u63a8\u7406\u4e2d\u5b58\u5728\u5927\u91cf\u5197\u4f59\uff0c\u5e76\u63d0\u51fa\u201c\u903b\u8f91\u627f\u8f7d token\u201d\u7684\u6982\u5ff5\uff0c\u7528\u4ee5\u6307\u4ee3\u90a3\u4e9b\u771f\u6b63\u5305\u542b\u5173\u952e\u903b\u8f91\u6216\u6570\u5b66\u63a8\u7406\u4fe1\u606f\u7684 token\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u53ea\u4fdd\u7559\u8fd9\u4e9b token \u5373\u53ef\u7ef4\u6301\u63a8\u7406\u6027\u80fd\u3002<\/p>\n\n\n\n<p>2.  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\u7684\u60e9\u7f5a\u9879\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7\u5f15\u5165\u201c\u5927\u6a21\u578b\u751f\u6210 CoT\uff0c\u5c0f\u6a21\u578b\u8d1f\u8d23\u7b54\u9898\u201d\u7684\u5956\u52b1\u8ba1\u7b97\u673a\u5236\uff0c\u6709\u6548\u907f\u514d\u4e86\u5927\u6a21\u578b\u901a\u8fc7\u8df3\u8fc7\u63a8\u7406\u6765\u201c\u6295\u673a\u53d6\u5de7\u201d\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p>3. \u534f\u540c\u63a8\u7406\u4e0e\u53cc\u6a21\u578b\u89e3\u7801\uff08Inference\uff09<\/p>\n\n\n\n<p>\u5728\u63a8\u7406\u9636\u6bb5\uff0cHAWKEYE \u91c7\u7528\u4e24\u9636\u6bb5\u89e3\u7801\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5927\u6a21\u578b\u9636\u6bb5\uff1a\u751f\u6210\u538b\u7f29\u4e14\u9ad8\u5bc6\u5ea6\u7684 CoT \u4f5c\u4e3a\u63a8\u7406\u6307\u4ee4\uff1b<\/li>\n\n\n\n<li>\u5c0f\u6a21\u578b\u9636\u6bb5\uff1a\u57fa\u4e8e\u8be5 CoT 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https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-45.png 1413w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u56db\u3001\u5b9e\u9a8c<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u54cd\u5e94\u8d28\u91cf\u8bc4\u4f30<\/li>\n<\/ol>\n\n\n\n<p>\u5728 GSM8K\u3001MATH\u3001MATH500 \u7b49\u6570\u636e\u96c6\u4e0a\uff0cHAWKEYE \u7684\u51c6\u786e\u7387\u76f8\u8f83\u57fa\u7ebf\u6a21\u578b\u4ec5\u4e0b\u964d 3%\u20136%\u3002\u540c\u65f6\uff0c\u901a\u8fc7 LLM-as-Judge\uff08GPT-4o\u3001Grok-3\u3001Claude-3.5\uff09\u5728\u8fde\u8d2f\u6027\u3001\u6e05\u6670\u5ea6\u3001\u7b80\u6d01\u6027\u7b49\u7ef4\u5ea6\u8fdb\u884c\u8bc4\u4f30\uff0cHAWKEYE \u5728\u591a\u9879\u6307\u6807\u4e0a\u53cd\u800c\u4f18\u4e8e\u539f\u59cb\u6a21\u578b\uff0c\u663e\u793a\u51fa\u66f4\u597d\u7684\u7528\u6237\u53ef\u8bfb\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"733\" height=\"326\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-46.png\" alt=\"\" class=\"wp-image-4800\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-46.png 733w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-46-300x133.png 300w\" sizes=\"auto, (max-width: 733px) 100vw, 733px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"889\" height=\"488\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-48.png\" alt=\"\" class=\"wp-image-4802\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-48.png 889w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-48-300x165.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-48-768x422.png 768w\" sizes=\"auto, (max-width: 889px) 100vw, 889px\" \/><\/figure>\n\n\n\n<p>2. \u63a8\u7406\u5ef6\u8fdf\u4e0e\u541e\u5410\u91cf<\/p>\n\n\n\n<p>\u5728\u4e0d\u540c\u5e76\u53d1\u8bbe\u7f6e\uff0810 \/ 100\uff09\u4e0b\uff0cHAWKEYE \u76f8\u8f83\u57fa\u7ebf\u6a21\u578b\u5b9e\u73b0\u4e86 1.6\u00d7\u20133.4\u00d7 \u7684\u7aef\u5230\u7aef\u63a8\u7406\u52a0\u901f\uff0c\u540c\u65f6 token \u4f7f\u7528\u91cf\u663e\u8457\u4e0b\u964d\uff0c\u9a8c\u8bc1\u4e86\u5176\u5728\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u7684\u5b9e\u9645\u90e8\u7f72\u4ef7\u503c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"891\" height=\"547\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-49.png\" alt=\"\" class=\"wp-image-4803\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-49.png 891w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-49-300x184.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-49-768x471.png 768w\" sizes=\"auto, (max-width: 891px) 100vw, 891px\" \/><\/figure>\n\n\n\n<p>3. \u6210\u672c\u8282\u7701\u5206\u6790<\/p>\n\n\n\n<p>\u57fa\u4e8e\u771f\u5b9e API \u5b9a\u4ef7\u6a21\u578b\u7684\u4f30\u7b97\u7ed3\u679c\u663e\u793a\uff0c\u7531\u4e8e\u8f93\u51fa token \u6570\u5927\u5e45\u51cf\u5c11\uff0cHAWKEYE \u5728\u63a8\u7406\u6210\u672c\u4e0a\u76f8\u8f83 OpenAI o1 \u548c DeepSeek-R1 \u5206\u522b\u6700\u9ad8\u53ef\u8282\u7701 <strong>98%<\/strong> \u4e0e <strong>59%<\/strong>\uff0c\u7a81\u51fa\u4e86\u8be5\u65b9\u6cd5\u5728\u5de5\u4e1a\u7ea7\u5e94\u7528\u4e2d\u7684\u7ecf\u6d4e\u4f18\u52bf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"896\" height=\"476\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-50.png\" alt=\"\" class=\"wp-image-4804\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-50.png 896w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-50-300x159.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/01\/image-50-768x408.png 768w\" sizes=\"auto, (max-width: 896px) 100vw, 896px\" \/><\/figure>\n\n\n\n<p><strong>\u4e94\u3001\u7ed3\u8bba<\/strong><\/p>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u7684 HAWKEYE \u6846\u67b6\u8868\u660e\uff0c\u9ad8\u8d28\u91cf\u63a8\u7406\u5e76\u4e0d\u4f9d\u8d56\u5197\u957f\u7684 CoT\u3002\u901a\u8fc7\u7cfb\u7edf\u6027\u8bc6\u522b\u5e76\u538b\u7f29\u63a8\u7406\u5197\u4f59\uff0c\u5e76\u5f15\u5165\u6a21\u578b\u534f\u4f5c\u673a\u5236\uff0c\u53ef\u4ee5\u5728\u663e\u8457\u964d\u4f4e\u6210\u672c\u4e0e\u5ef6\u8fdf\u7684\u540c\u65f6\uff0c\u7ef4\u6301\u751a\u81f3\u63d0\u5347\u63a8\u7406\u8d28\u91cf\u3002<\/p>\n\n\n\n<p>HAWKEYE 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