{"id":7725,"date":"2025-11-10T06:59:00","date_gmt":"2025-11-09T21:59:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7725"},"modified":"2025-11-08T22:18:57","modified_gmt":"2025-11-08T13:18:57","slug":"kimi-k2-thinking-longcat-flash-omni-iflybot-vla-nemotron-nano-v2-vl","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7725","title":{"rendered":"Kimi K2 Thinking, LongCat-Flash-Omni, iFlyBot-VLA, Nemotron Nano V2 VL"},"content":{"rendered":"\n<p>\u5148\u9031\u3082\u69d8\u3005\u306a\u516c\u958b\u30e2\u30c7\u30eb\u3084\u30c6\u30af\u30cb\u30ab\u30eb\u30ec\u30dd\u30fc\u30c8\u306e\u516c\u958b\u304c\u3042\u3063\u305f\u3002\u975e\u5e38\u306b\u9032\u5c55\u304c\u901f\u304f\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u30e2\u30c7\u30eb\u306b\u8feb\u308b\u3082\u306e\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u51c4\u3044\u72b6\u6cc1\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>Kimi K2 Thinking\uff08<a href=\"https:\/\/moonshotai.github.io\/Kimi-K2\/thinking.html\">Kimi K2 Thinking<\/a>\u3001<a href=\"https:\/\/huggingface.co\/moonshotai\/Kimi-K2-Thinking\">moonshotai\/Kimi-K2-Thinking \u00b7 Hugging Face<\/a>\uff09\u306f\u4e00\u90e8\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067GPT=5\u306a\u3069\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u30e2\u30c7\u30eb\u3092\u8d85\u3048\u308b\u6027\u80fd\u3092\u4e3b\u5f35\u3059\u308b\u30e2\u30c7\u30eb\u30021T\u30d1\u30e9\u30e1\u30fc\u30bf\u3001Active 32B\u306f<a href=\"https:\/\/devneko.jp\/wordpress\/?p=7077\">Grok 4, Phi4-mini-Flash-Reasoning, SmolLM3, Kimi-K2, T5Gemma \u2013 arXiv\u6700\u65b0\u8ad6\u6587\u306e\u7d39\u4ecb<\/a>\u306e\u6642\u3068\u540c\u3058\u3067\u300cStarting with Kimi K2, we built it as a thinking agent that reasons step-by-step while dynamically invoking tools. It sets a new state-of-the-art on Humanity&#8217;s Last Exam (HLE), BrowseComp, and other benchmarks by dramatically scaling multi-step reasoning depth and maintaining stable tool-use across 200\u2013300 sequential calls.\u300d\u3068\u306e\u3053\u3068\u3002<\/p>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb\u3068\u3057\u3066\u306fLongCat-Flash-Omni\uff08<a href=\"https:\/\/huggingface.co\/meituan-longcat\/LongCat-Flash-Omni\">meituan-longcat\/LongCat-Flash-Omni \u00b7 Hugging Face<\/a>\uff09, iFlyBot-VLA\uff08<a href=\"https:\/\/xuwenjie401.github.io\/iFlyBot-VLA.github.io\/\">iFlyBot-VLA Tech Report<\/a>\u3001<a href=\"https:\/\/huggingface.co\/iFlyBot\/iFlyBotVLM\">iFlyBot\/iFlyBotVLM \u00b7 Hugging Face<\/a>\uff09, Nemotron Nano V2 VL\uff08<a href=\"https:\/\/huggingface.co\/nvidia\/Llama-3.1-Nemotron-Nano-VL-8B-V1\">nvidia\/Llama-3.1-Nemotron-Nano-VL-8B-V1 \u00b7 Hugging Face<\/a>\uff09\u306e\u30c6\u30af\u30cb\u30ab\u30eb\u30ec\u30dd\u30fc\u30c8\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>LongCat-Flash-Omni Technical Report\u00a0<\/strong>[131.5]<br>LongCat-Flash-Omni\u306f5600\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eOmni-modal\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3002 LongCat-Flash-Omni\u306f\u5f37\u529b\u306aunimodal\u6a5f\u80fd\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u3001\u5305\u62ec\u7684\u306a\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u6a5f\u80fd\u3092\u5b9f\u73fe\u3059\u308b\u3002 \u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30aa\u30fc\u30c7\u30a3\u30aa\u30fb\u30d3\u30b8\u30e5\u30a2\u30eb\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u5b9f\u73fe\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2511.00279v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2511.00279v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 31 Oct 2025 21:58:15 GMT)<\/li>\n\n\n\n<li>560B\u3001Active 27B\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb\u3001\u4e00\u90e8\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306fGemini 2.5 Pro\u3092\u8d85\u3048\u308b\u306a\u3069\u9ad8\u6027\u80fd\u306a\u516c\u958b\u30e2\u30c7\u30eb<\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/meituan-longcat\/LongCat-Flash-Omni\">GitHub &#8211; meituan-longcat\/LongCat-Flash-Omni: This is the official repo for the paper &#8220;LongCat-Flash-Omni Technical Report&#8221;<\/a><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>iFlyBot-VLA Technical Report\u00a0<\/strong>[25.3]<br>iFlyBot-VLA(iFlyBot-VLA)\u306f\u3001\u65b0\u3057\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u5927\u898f\u6a21\u30d3\u30b8\u30e7\u30f3\u30fb\u30e9\u30f3\u30b2\u30fc\u30b8\u30fb\u30a2\u30af\u30b7\u30e7\u30f3(VLA)\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3002 \u4e3b\u306a\u30b3\u30f3\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u306f,(1)\u5927\u898f\u6a21\u4eba\u4f53\u3068\u30ed\u30dc\u30c3\u30c8\u306e\u64cd\u4f5c\u6620\u50cf\u3092\u5fb9\u5e95\u7684\u306b\u8a13\u7df4\u3057\u305f\u6f5c\u5728\u884c\u52d5\u30e2\u30c7\u30eb,(2)\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb(VLM)\u3068\u8a13\u7df4\u4e2d\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u3092\u5354\u8abf\u7684\u306b\u76e3\u7763\u3059\u308b2\u6bb5\u968e\u306e\u884c\u52d5\u8868\u73fe\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af,(3)\u30ed\u30dc\u30c3\u30c8\u8ecc\u9053\u30c7\u30fc\u30bf\u3068\u4e00\u822c\u7684\u306aQA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u7a7a\u9593QA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u6df7\u5408\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u3067\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2511.01914v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2511.01914v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sat, 01 Nov 2025 06:24:56 GMT)<\/li>\n\n\n\n<li>iFlyTech\u306eVLA\u30e2\u30c7\u30eb\u3001\u300cThe architecture of iFlyBot-VLA consists primarily of a language transformer backbone and an action expert network. The model generates executable robot actions through a combination of explicit and implicit planning.\u300d\u3068\u306e\u3053\u3068<\/li>\n\n\n\n<li><a href=\"https:\/\/huggingface.co\/iFlyBot\/iFlyBotVLM\">iFlyBot\/iFlyBotVLM \u00b7 Hugging Face<\/a><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>NVIDIA Nemotron Nano V2 VL\u00a0<\/strong>[134.5]<br>\u30cd\u30e2\u30c8\u30ed\u30f3\u30fb\u30ca\u30ceV2VL\u306f\u3001\u30de\u30f3\u30d0\u30fb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9LLM\u3067\u3042\u308b\u30cd\u30e2\u30c8\u30ed\u30f3\u30fb\u30ca\u30ceV2\u4e0a\u306b\u69cb\u7bc9\u3055\u308c\u308b\u3002 BF16\u3001FP8\u3001FP4\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u30e2\u30c7\u30eb\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u3092\u30ea\u30ea\u30fc\u30b9\u3057\u3066\u3044\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2511.03929v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2511.03929v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 06 Nov 2025 00:10:19 GMT)<\/li>\n\n\n\n<li>\u300cNemotron Nano V2 VL delivers significant improvements over our previous model, Llama-3.1-Nemotron-Nano-VL-8B, across all vision and text domains through major enhancements in model architecture, datasets, and training recipes. Nemotron Nano V2 VL builds on Nemotron Nano V2, a hybrid Mamba-Transformer LLM, and innovative token reduction techniques to achieve higher inference throughput in long document and video scenarios.\u300d\u3068\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u69cb\u6210\u306a\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb<\/li>\n\n\n\n<li><a href=\"https:\/\/huggingface.co\/nvidia\/Llama-3.1-Nemotron-Nano-VL-8B-V1\">nvidia\/Llama-3.1-Nemotron-Nano-VL-8B-V1 \u00b7 Hugging Face<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u5148\u9031\u3082\u69d8\u3005\u306a\u516c\u958b\u30e2\u30c7\u30eb\u3084\u30c6\u30af\u30cb\u30ab\u30eb\u30ec\u30dd\u30fc\u30c8\u306e\u516c\u958b\u304c\u3042\u3063\u305f\u3002\u975e\u5e38\u306b\u9032\u5c55\u304c\u901f\u304f\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u30e2\u30c7\u30eb\u306b\u8feb\u308b\u3082\u306e\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u51c4\u3044\u72b6\u6cc1\u3067\u3042\u308b\u3002 Kimi K2 Thinking\uff08Kimi K2 Thinking\u3001moonshot &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=7725\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;Kimi K2 Thinking, LongCat-Flash-Omni, iFlyBot-VLA, Nemotron Nano V2 VL&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[223,232,524],"class_list":["post-7725","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-llm","tag-lrm","tag-524"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7725","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=7725"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7725\/revisions"}],"predecessor-version":[{"id":7726,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7725\/revisions\/7726"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7725"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7725"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7725"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}