{"id":7588,"date":"2025-10-23T04:34:00","date_gmt":"2025-10-22T19:34:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7588"},"modified":"2025-10-18T16:38:13","modified_gmt":"2025-10-18T07:38:13","slug":"mm-helix-boosting-multimodal-long-chain-reflective-reasoning-with-holistic-platform-and-adaptive-hybrid-policy-optimization","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7588","title":{"rendered":"MM-HELIX: Boosting Multimodal Long-Chain Reflective Reasoning with Holistic Platform and Adaptive Hybrid Policy Optimization\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>MM-HELIX: Boosting Multimodal Long-Chain Reflective Reasoning with Holistic Platform and Adaptive Hybrid Policy Optimization&nbsp;<\/strong>[103.7]<br>\u30ed\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3\u306e\u30ea\u30d5\u30ec\u30af\u30c6\u30a3\u30d6\u63a8\u8ad6\u306f\u3001\u8907\u96d1\u306a\u73fe\u5b9f\u4e16\u754c\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306e\u524d\u63d0\u6761\u4ef6\u3067\u3042\u308b\u3002 \u6211\u3005\u306f42\u306e\u96e3\u89e3\u306a\u5408\u6210\u30bf\u30b9\u30af\u306e1,260\u306e\u30b5\u30f3\u30d7\u30eb\u304b\u3089\u306a\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u69cb\u7bc9\u3057\u305f\u3002 \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u5f8c\u306e\u30c7\u30fc\u30bf\u3092\u751f\u6210\u3057\u3001\u305d\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u5b66\u7fd2\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u63a2\u7d22\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.08540v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.08540v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Thu, 09 Oct 2025 17:53:58 GMT)<\/li>\n\n\n\n<li>\u300cMM-HELIX contains 42 meticulously curated challeng- ing tasks from diverse online sources, categorized into four domains: Algorithm, Graph, Puzzle, and Game. Each task requires the model to perform careful visual observation, develop a deep understanding of complex rules, and generate an extended chain-of-thought that necessitates reflec- tion and backtracking.\u300d\u3068\u3044\u3046\u8a66\u884c\u3001\u5931\u6557\u3001\u4fee\u6b63\u306e\u3088\u3046\u306a\u9577\u3044\u601d\u8003\u3092\u5fc5\u8981\u3068\u3059\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u63d0\u6848\u3002GPT-5\u306e\u6027\u80fd\u304c\u9ad8\u304fOSS\u30e2\u30c7\u30eb\u3068\u306e\u6027\u80fd\u5dee\u304c\u5927\u304d\u3044\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/mm-helix.github.io\/\">MM-HELIX: Boosting Multimodal Long-Chain Reflective Reasoning with Holistic Platform and Adaptive Hybrid Policy Optimization<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[703,517],"class_list":["post-7588","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-reflective","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7588","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7588"}],"version-history":[{"count":2,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7588\/revisions"}],"predecessor-version":[{"id":7650,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7588\/revisions\/7650"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7588"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7588"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7588"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}