{"id":7419,"date":"2026-01-16T19:23:02","date_gmt":"2026-01-16T11:23:02","guid":{"rendered":"https:\/\/infernews.com\/?p=7419"},"modified":"2026-01-16T19:23:03","modified_gmt":"2026-01-16T11:23:03","slug":"step3-vl-10b-%e8%bc%95%e9%87%8f%e4%bd%86%e8%b6%85%e7%b4%9a%e8%a6%96%e8%a6%ba%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/step3-vl-10b-%e8%bc%95%e9%87%8f%e4%bd%86%e8%b6%85%e7%b4%9a%e8%a6%96%e8%a6%ba%e6%a8%a1%e5%9e%8b\/","title":{"rendered":"Step3-VL-10B \u8f15\u91cf\u4f46\u8d85\u7d1a\u8996\u89ba\u6a21\u578b"},"content":{"rendered":"\n<p><a href=\"https:\/\/stepfun-ai.github.io\/Step3-VL-10B\/\" target=\"_blank\" rel=\"noreferrer noopener\">Step3-VL-10B<\/a> \u662f\u4e00\u6b3e\u8f15\u91cf\u7d1a\u958b\u6e90\u57fa\u790e\u6a21\u578b\uff0c\u65e8\u5728\u91cd\u65b0\u5b9a\u7fa9\u7dca\u6e4a\u9ad8\u6548\u8207\u524d\u6cbf\u591a\u6a21\u614b\u667a\u80fd\u4e4b\u9593\u7684\u6b0a\u8861\u3002\u5118\u7ba1\u50c5\u6709 10B \u53c3\u6578\uff0cStep3-VL-10B \u5728\u8996\u89ba\u611f\u77e5\u3001\u8907\u96dc\u63a8\u7406\u548c\u4eba\u985e\u5c0d\u9f4a\u65b9\u9762\u8868\u73fe\u5353\u8d8a\u3002<\/p>\n\n\n\n<p>\u8a72\u6a21\u578b\u5728 10B \u898f\u6a21\u4ee5\u4e0b\u7684\u6a21\u578b\u4e2d\u59cb\u7d42\u8868\u73fe\u6700\u512a\uff0c\u4e26\u80fd\u5ab2\u7f8e\u751a\u81f3\u8d85\u8d8a\u898f\u6a21\u5927 10\u00d7\u201320\u00d7 \u7684\u958b\u6e90\u6a21\u578b\uff08\u5982 GLM-4.6V 106B-A12B\u3001Qwen3-VL-Thinking 235B-A22B\uff09\u4ee5\u53ca\u9802\u7d1a\u9589\u6e90\u65d7\u8266\u6a21\u578b\uff08\u5982 Gemini 2.5 Pro\u3001Seed-1.5-VL\uff09\u3002<\/p>\n\n\n\n<p>Demo: \u6839\u64da\u8868\u683c\u63a8\u5c0e&#8221;STEPFUN&#8221;\u7684\u83ab\u723e\u65af\u7de8\u78bc<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"dddddd\" data-has-transparency=\"false\" style=\"--dominant-color: #dddddd;\" loading=\"lazy\" decoding=\"async\" width=\"978\" height=\"650\" src=\"\/blog\/wp-content\/uploads\/2026\/01\/case1.png\" alt=\"\" class=\"wp-image-7420 not-transparent\" srcset=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/01\/case1.png 978w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/01\/case1-300x199.png 300w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/01\/case1-768x510.png 768w\" sizes=\"auto, (max-width: 978px) 100vw, 978px\" \/><\/figure>\n\n\n\n<div class=\"codecopy-container\">\n                <div class=\"codecopy-header\">\n                    \n                    <button class=\"codecopy-btn\" data-target=\"codecopy-69f8a18456ee0\" title=\"Copy code to clipboard\">\n                <svg width=\"16\" height=\"16\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                    <path d=\"M16 1H4C2.9 1 2 1.9 2 3V17H4V3H16V1ZM19 5H8C6.9 5 6 5.9 6 7V21C6 22.1 6.9 23 8 23H19C20.1 23 21 22.1 21 21V7C21 5.9 20.1 5 19 5ZM19 21H8V7H19V21Z\" fill=\"currentColor\"\/>\n                <\/svg>\n                <span class=\"codecopy-text\">Copy<\/span>\n            <\/button>\n                <\/div>\n                <pre class=\"line-numbers\" id=\"codecopy-69f8a18456ee0\"><code class=\"language-text\">Thinking Process\n\n\u7528\u6237\u73b0\u5728\u9700\u8981\u628a\u6bcf\u4e2a\u5b57\u6bcd\u8f6c\u6362\u6210\u83ab\u5c14\u65af\u7535\u7801\uff0c\u5148\u770b\u6bcf\u4e2a\u5b57\u6bcd\u5728\u8868\u4e2d\u7684\u7f16\u7801\u3002\u9996\u5148\u5206\u89e3\"STEPFUN\"\u6bcf\u4e2a\u5b57\u6bcd\uff1aS\u3001T\u3001E\u3001P\u3001F\u3001U\u3001N\u3002\n\nS\uff1a\u770b\u53f3\u8fb9\u7b2c\u4e09\u5217\u7b2c\u4e00\u4e2a\uff0cS\u662f\u00b7\u00b7\u00b7\uff08\u4e09\u4e2a\u70b9\uff09\u3002\uff08\u4e00\u4e2a\u77ed\u6a2a\uff09\nT\uff1a\u7b2c\u4e09\u5217\u7b2c\u4e8c\u4e2a\uff0cT\u662f-\u3002\nE\uff1a\u5de6\u8fb9\u7b2c\u4e00\u5217\u7b2c\u4e94\u4e2a\uff0cE\u662f\u00b7\uff08\u4e00\u4e2a\u70b9\uff09\u3002\nP\uff1a\u4e2d\u95f4\u5217\uff08J\u5230R\uff09\u4e2dP\u5bf9\u5e94\u7684\u7b26\u53f7\u662f\u00b7--\u00b7\u70b9\u3001\u77ed\u6a2a\u3001\u77ed\u6a2a\u3001\u70b9\uff09\u3002\nF\uff1a\u6700\u5de6\u4fa7\u5217\u7b2c\u516d\u884c\uff0cF\u7684\u7b26\u53f7\u662f\u00b7\u00b7-\u00b7\uff08\u4e24\u4e2a\u70b9\u3001\u4e00\u4e2a\u77ed\u6a2a\u3001\u4e00\u4e2a\u70b9\uff09\u3002\nU\uff1a\u6700\u53f3\u4fa7\u5217\u7b2c\u4e09\u884c\uff0cU\u7684\u7b26\u53f7\u662f\u00b7\u00b7-\uff08\u4e24\u4e2a\u70b9\u3001\u4e00\u4e2a\u77ed\u6a2a\uff09\u3002\nN\uff1a\u4e2d\u95f4\u5217\uff08J\u5230R\uff09\u7b2c\u4e94\u884c\uff0cN\u7684\u7b26\u53f7\u662f-\u00b7\u4e00\u4e2a\u77ed\u6a2a\u3001\u4e00\u4e2a\u70b9\uff09\u3002\n\u518d\u5c06\u6bcf\u4e2a\u5b57\u6bcd\u7684\u7f16\u7801\u6309\u987a\u5e8f\u62fc\u63a5\uff08\u5b57\u6bcd\u95f4\u7528\u7a7a\u683c\u5206\u9694\u66f4\u6e05\u6670\uff09\uff0c\"STEPFUN\"\u7684\u83ab\u5c14\u65af\u7535\u7801\u4e3a\uff1a\u00b7\u00b7\u00b7 - \u00b7 \u00b7--\u00b7 \u00b7\u00b7-\u00b7 \u00b7\u00b7- -\u00b7\n\nFinal Answer\n\u00b7\u00b7\u00b7 - \u00b7 \u00b7--\u00b7 \u00b7\u00b7-\u00b7 \u00b7\u00b7- -\u00b7<\/code><\/pre>\n            <\/div>\n\n\n\n<p><a href=\"https:\/\/stepfun-ai.github.io\/Step3-VL-10B\/\" target=\"_blank\" rel=\"noreferrer noopener\">Step3-VL-10B<\/a> \u7684\u6210\u529f\u6e90\u65bc\u5169\u5927\u6838\u5fc3\u8a2d\u8a08\uff1a\u9ad8\u8cea\u91cf\u591a\u6a21\u614b\u8a9e\u6599\u5eab\u7684\u7d71\u4e00\u9810\u8a13\u7df4\uff081.2T tokens\uff09\u8207\u898f\u6a21\u5316\u591a\u6a21\u614b\u5f37\u5316\u5b78\u7fd2\uff08\u8d85\u904e 1,400 \u6b21 RL \u8fed\u4ee3\uff09\uff0c\u4e26\u5f15\u5165 Parallel Coordinated Reasoning (PaCoRe) \u5be6\u73fe\u4e26\u884c\u8996\u89ba\u63a2\u7d22\u7684\u8b49\u64da\u805a\u5408\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Step3-VL-10B \u662f\u4e00\u6b3e\u8f15\u91cf\u7d1a\u958b\u6e90\u57fa\u790e\u6a21\u578b\uff0c\u65e8\u5728\u91cd\u65b0\u5b9a\u7fa9\u7dca\u6e4a\u9ad8\u6548\u8207\u524d\u6cbf\u591a\u6a21\u614b\u667a\u80fd\u4e4b\u9593\u7684\u6b0a\u8861\u3002\u5118\u7ba1\u50c5\u6709 10B \u53c3\u6578\uff0cStep3-VL-10B \u5728\u8996\u89ba\u611f\u77e5\u3001\u8907\u96dc\u63a8\u7406\u548c\u4eba\u985e\u5c0d\u9f4a\u65b9\u9762\u8868\u73fe\u5353\u8d8a\u3002 \u8a72\u6a21\u578b\u5728 10B \u898f\u6a21\u4ee5\u4e0b\u7684\u6a21\u578b\u4e2d\u59cb\u7d42\u8868\u73fe\u6700\u512a\uff0c\u4e26\u80fd\u5ab2\u7f8e\u751a\u81f3\u8d85\u8d8a\u898f\u6a21\u5927 10\u00d7\u201320\u00d7 \u7684\u958b\u6e90\u6a21\u578b\uff08\u5982 GLM-4.6V 106B-A12B\u3001Qwen3-VL-Thinking 235B-A22B\uff09\u4ee5\u53ca\u9802\u7d1a\u9589\u6e90\u65d7\u8266\u6a21\u578b\uff08\u5982 Gemini 2.5 Pro\u3001Seed-1.5-VL\uff09\u3002 Demo: \u6839\u64da\u8868\u683c\u63a8\u5c0e&#8221;STEPFUN&#8221;\u7684\u83ab\u723e\u65af\u7de8\u78bc Step3-VL-10B \u7684\u6210\u529f\u6e90\u65bc\u5169\u5927\u6838\u5fc3\u8a2d\u8a08\uff1a\u9ad8\u8cea\u91cf\u591a\u6a21\u614b\u8a9e\u6599\u5eab\u7684\u7d71\u4e00\u9810\u8a13\u7df4\uff081.2T tokens\uff09\u8207\u898f\u6a21\u5316\u591a\u6a21\u614b\u5f37\u5316\u5b78\u7fd2\uff08\u8d85\u904e 1,400 \u6b21 RL \u8fed\u4ee3\uff09\uff0c\u4e26\u5f15\u5165 Parallel Coordinated Reasoning (PaCoRe) \u5be6\u73fe\u4e26\u884c\u8996\u89ba\u63a2\u7d22\u7684\u8b49\u64da\u805a\u5408\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[138,149,133],"tags":[],"class_list":["post-7419","post","type-post","status-publish","format-standard","hentry","category-138","category-149","category-133"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/7419","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=7419"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/7419\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=7419"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=7419"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=7419"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}