{"id":52963,"date":"2026-08-29T14:36:09","date_gmt":"2026-08-29T05:36:09","guid":{"rendered":"https:\/\/overcentral.com\/ja\/?p=52963"},"modified":"2026-08-29T14:36:09","modified_gmt":"2026-08-29T05:36:09","slug":"china-ai-model-convergence-52963","status":"publish","type":"post","link":"https:\/\/overcentral.com\/ja\/china-ai-model-convergence-52963\/","title":{"rendered":"GLM-5.3-Flash\u3068Qwen3.8-Flash-Next\u3001\u4e2d\u56fdAI2\u793e\u304c\u5076\u7136\u540c\u3058\u8a2d\u8a08\u306b\u53ce\u675f"},"content":{"rendered":"

\u4e2d\u56fd\u306eAI\u958b\u767a\u4f01\u696d2\u793e\u304c\u3001\u307b\u307c\u540c\u6642\u671f\u306b\u30ea\u30ea\u30fc\u30b9\u3057\u305f\u30aa\u30fc\u30d7\u30f3\u30a6\u30a7\u30a4\u30c8\u30e2\u30c7\u30eb\u304c\u3001\u5076\u7136\u306b\u3082\u6975\u3081\u3066\u985e\u4f3c\u3057\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u306b\u53ce\u675f\u3057\u305f\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u305f\u3002Z.ai\u304c\u516c\u958b\u3057\u305f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebMoE\u30e2\u30c7\u30eb\u300cGLM-5.3-Flash<\/a>\u300d\u3068\u3001Alibaba\u306eQwen\u30c1\u30fc\u30e0\u304c\u30ea\u30ea\u30fc\u30b9\u3057\u305f\u300cQwen3.8-Flash-Next\u300d\u306f\u3001\u305d\u308c\u305e\u308c\u72ec\u7acb\u306b\u958b\u767a\u3055\u308c\u305f\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u6a5f\u69cb\u306e\u69cb\u6210\u6bd4\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5727\u7e2e\u65b9\u6cd5\u3001\u6b8b\u5dee\u30b9\u30c8\u30ea\u30fc\u30e0\u306e\u62e1\u5f35\u3001\u3055\u3089\u306b\u306f\u6700\u9069\u5316\u624b\u6cd5\u306b\u81f3\u308b\u307e\u3067\u3001\u9a5a\u304f\u3079\u304d\u4e00\u81f4\u3092\u898b\u305b\u3066\u3044\u308b\u3002<\/p>\n

\u3053\u306e\u53ce\u675f\u73fe\u8c61\u306f\u3001\u4e2d\u56fd\u306eAI\u696d\u754c\u306b\u304a\u3051\u308b\u6280\u8853\u7684\u306a\u300c\u5171\u901a\u8a00\u8a9e\u300d\u306e\u5f62\u6210\u3092\u793a\u5506\u3059\u308b\u3068\u540c\u6642\u306b\u3001\u4eca\u5f8c\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u958b\u767a\u306e\u65b9\u5411\u6027\u306b\u91cd\u8981\u306a\u793a\u5506\u3092\u4e0e\u3048\u308b\u3002\u672c\u7a3f\u3067\u306f\u3001\u4e21\u30e2\u30c7\u30eb\u306e\u8a2d\u8a08\u3092\u8a73\u7d30\u306b\u6bd4\u8f03\u3057\u3001\u305d\u306e\u5171\u901a\u70b9\u3068\u76f8\u9055\u70b9\u3001\u305d\u3057\u3066\u696d\u754c\u5168\u4f53\u3078\u306e\u5f71\u97ff\u3092\u5206\u6790\u3059\u308b\u3002<\/p>\n

2\u3064\u306e\u30e2\u30c7\u30eb\u306e\u6982\u8981\uff1aGLM-5.3-Flash\u3068Qwen3.8-Flash-Next<\/h2>\n

GLM-5.3-Flash<\/strong>\u306f\u3001GLM-5\u30b7\u30ea\u30fc\u30ba\u521d\u306e\u30cd\u30a4\u30c6\u30a3\u30d6\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb\u3067\u3042\u308a\u3001MIT\u30e9\u30a4\u30bb\u30f3\u30b9\u3067Hugging Face\u306b\u516c\u958b\u3055\u308c\u305f\u3002\u30d1\u30e9\u30e1\u30fc\u30bf\u7dcf\u6570\u306f320B\u3001\u305d\u306e\u3046\u3061\u6d3b\u6027\u5316\u3055\u308c\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u306f18B\u3068\u3044\u3046MoE\uff08Mixture of Experts\uff09\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63a1\u7528\u3002Z.ai\u304c\u533f\u540d\u3067\u300cOx Alpha\u300d\u3068\u3057\u3066OpenRouter\u4e0a\u3067\u30c6\u30b9\u30c8\u3057\u305f\u3068\u3053\u308d\u3001\u305d\u306e\u9031\u3067\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u30e2\u30c7\u30eb\u3068\u306a\u3063\u305f\u300230T\u30c8\u30fc\u30af\u30f3\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30b3\u30fc\u30d1\u30b9\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3001\u6700\u5927100\u4e07\u30c8\u30fc\u30af\u30f3\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u30b5\u30dd\u30fc\u30c8\u3002Z.ai\u306f\u3001GLM-5.2\u3068\u6bd4\u8f03\u3057\u306610\u5206\u306e1\u306e\u30b3\u30b9\u30c8\u3067\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u4e0a\u56de\u308a\u3001Claude Opus<\/a> 4.8\u306b\u8feb\u308b\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u6027\u80fd\u3068\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u6027\u80fd\u3092\u9054\u6210\u3057\u305f\u3068\u5831\u544a\u3057\u3066\u3044\u308b\u3002API\u4fa1\u683c\u306f\u5165\u529b100\u4e07\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a0.15\u30c9\u30eb\u3001\u51fa\u529b100\u4e07\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a0.50\u30c9\u30eb\u306b\u8a2d\u5b9a\u3055\u308c\u305f\u3002<\/p>\n

\u4e00\u65b9\u3001Qwen3.8-Flash-Next<\/strong>\u306f\u3001\u6b21\u4e16\u4ee3\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30d5\u30a1\u30df\u30ea\u30fc\u306e\u65e9\u671f\u516c\u958b\u30d7\u30ec\u30d3\u30e5\u30fc\u7248\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u308b\u3002\u30e1\u30a4\u30f3\u30e2\u30c7\u30eb125B\u306b\u52a0\u3048\u300151B\u306en-gram\u57cb\u3081\u8fbc\u307f\u30c6\u30fc\u30d6\u30eb\u3092\u6301\u3064\u70b9\u304c\u7279\u5fb4\u3067\u30011\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a\u306e\u6d3b\u6027\u5316\u30d1\u30e9\u30e1\u30fc\u30bf\u306f6B\u3002\u30cd\u30a4\u30c6\u30a3\u30d6\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u306f262,144\u30c8\u30fc\u30af\u30f3\u3067\u3001YaRN\u3092\u7528\u3044\u308b\u3053\u3068\u3067100\u4e07\u30c8\u30fc\u30af\u30f3\u307e\u3067\u62e1\u5f35\u53ef\u80fd\u3060\u3002Qwen\u30c1\u30fc\u30e0\u306b\u3088\u308c\u3070\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u5fc5\u8981\u306a\u8a08\u7b97\u91cf\u306fQwen3.7-Plus\u306e\u7d049\u5206\u306e1\u306b\u6291\u3048\u3089\u308c\u3066\u3044\u308b\u3002\u6dfb\u4ed8\u3055\u308c\u305f\u30c6\u30af\u30cb\u30ab\u30eb\u30ec\u30dd\u30fc\u30c8\u306e\u30bf\u30a4\u30c8\u30eb\u306f\u300cOn the Design of Qwen3.8-Next Architecture: Evaluation, Efficiency, and Training Stability\u300d\u3067\u3042\u308b\u3002<\/p>\n

\u53ce\u675f\u70b91\uff1a\u30ea\u30cb\u30a2\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u304c4\u5206\u306e3\u3092\u5360\u3081\u308b\u69cb\u6210<\/h2>\n

\u4e21\u30e2\u30c7\u30eb\u304c\u793a\u3057\u305f\u6700\u3082\u9855\u8457\u306a\u53ce\u675f\u70b9\u306f\u3001\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u5c64\u306e\u69cb\u6210\u6bd4\u7387\u3060\u3002GLM-5.3-Flash\u306f45\u5c64\u306e\u3046\u3061\u300134\u5c64\u304c\u30ea\u30cb\u30a2\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u300111\u5c64\u304c\u30d5\u30eb\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3068\u3044\u3046\u69cb\u6210\u3002Qwen3.8-Flash-Next\u306f48\u5c64\u3092\u30013\u5c64\u306eGated DeltaNet\uff08GDN\uff09\u30681\u5c64\u306eQwen Sparse Attention\uff08QSA\uff09\u306e\u30d6\u30ed\u30c3\u30af\u3067\u69cb\u6210\u3057\u3001\u6bd4\u7387\u306f\u540c\u3058\u304f3:1\u3068\u306a\u308b\u3002<\/p>\n

\u30ea\u30cb\u30a2\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u5c64\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u304c\u9577\u304f\u306a\u3063\u3066\u3082KV\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u80a5\u5927\u5316\u3057\u306a\u3044\u300c\u5b9a\u5e38\u72b6\u614b\u300d\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u6301\u3064\u3002\u3059\u3079\u3066\u306e\u5c65\u6b74\u3092\u56fa\u5b9a\u30b5\u30a4\u30ba\u306e\u30ea\u30ab\u30ec\u30f3\u30c8\u72b6\u614b\u306b\u5727\u7e2e\u3059\u308b\u305f\u3081\u3001\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a\u306e\u8a08\u7b97\u91cf\u306f\u4e00\u5b9a\u306b\u4fdd\u305f\u308c\u308b\u3002GLM\u304c\u63a1\u7528\u3059\u308b\u300cKimi Delta Attention\uff08KDA\uff09\u300d\u306f\u3001\u30c1\u30e3\u30cd\u30eb\u5358\u4f4d\u306e\u7d30\u304b\u306a\u6e1b\u8870\u30b2\u30fc\u30c8\u3092\u9069\u7528\u3059\u308b\u8a2d\u8a08\u3002\u4e00\u65b9\u3001Qwen\u306eGDN\u306f\u30d8\u30c3\u30c9\u5358\u4f4d\u3067\u30b2\u30fc\u30c8\u5236\u5fa1\u3092\u884c\u3046\u3002\u30b2\u30fc\u30c8\u306e\u7c92\u5ea6\u306b\u9055\u3044\u306f\u3042\u308b\u3082\u306e\u306e\u3001\u540c\u3058\u30c7\u30eb\u30bf\u30eb\u30fc\u30eb\u306e\u30d5\u30a1\u30df\u30ea\u30fc\u306b\u5c5e\u3059\u308b\u3002<\/p>\n

\u6b8b\u308a4\u5206\u306e1\u306e\u5c64\u304c\u3001\u6b63\u78ba\u306a\u9577\u8ddd\u96e2\u691c\u7d22\u3092\u62c5\u5f53\u3059\u308b\u3002GLM\u306fNoPE\uff08\u4f4d\u7f6e\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306a\u3057\uff09\u306e\u30de\u30eb\u30c1\u30d8\u30c3\u30c9\u6f5c\u5728\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\uff08MLA\uff09\u3092DeepSeek\u30b9\u30bf\u30a4\u30eb\u3067\u5b9f\u88c5\u3002Qwen\u306f\u30b0\u30eb\u30fc\u30d7\u5316\u30af\u30a8\u30ea\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3092QSA\u5185\u90e8\u306b\u6301\u3064\u3002\u3053\u3053\u3067\u521d\u3081\u3066KV\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u5b9f\u969b\u306b\u4f7f\u7528\u3055\u308c\u3001\u6b21\u306e\u91cd\u8981\u306a\u5171\u901a\u70b9\u3078\u3068\u3064\u306a\u304c\u308b\u3002<\/p>\n

\u53ce\u675f\u70b92\uff1a4\u500d\u306b\u5727\u7e2e\u3001\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u30012048\u30c8\u30fc\u30af\u30f3\u306b\u5236\u9650<\/h2>\n

\u4e21\u30e2\u30c7\u30eb\u3068\u3082\u3001\u30d5\u30eb\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u5c64\u304c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5168\u4f53\u306b\u30a2\u30c6\u30f3\u30c9\u3059\u308b\u3053\u3068\u3092\u8a31\u3055\u306a\u3044\u3002\u4ee3\u308f\u308a\u306b\u3001\u5c0f\u578b\u306e\u5b66\u7fd2\u6e08\u307f\u30a4\u30f3\u30c7\u30af\u30b5\u30fc\u304c\u5c65\u6b74\u3092\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u3057\u3001\u52dd\u8005\u3060\u3051\u3092\u4fdd\u6301\u3059\u308b\u3002\u305d\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u307b\u307c\u5b8c\u5168\u306b\u4e00\u81f4\u3059\u308b\u3002<\/p>\n

GLM\u306e\u30b9\u30d1\u30fc\u30b9\u5c64\u306f\u3001DeepSeek\u306eDSA\u3092\u8d77\u6e90\u3068\u3059\u308b32\u30d8\u30c3\u30c9\u306e\u9ad8\u901f\u30a4\u30f3\u30c7\u30af\u30b5\u30fc\u3092\u63a1\u7528\u3057\u3001\u4e0a\u4f4d2048\u30c8\u30fc\u30af\u30f3\u3092\u9078\u629e\u3059\u308b\u3002100\u4e07\u30c8\u30fc\u30af\u30f3\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u304a\u3051\u308b\u30a4\u30f3\u30c7\u30af\u30b5\u30fc\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u305f\u3081\u3001Z.ai\u306f\u300cIndexPool\u300d\u3092\u5c0e\u5165\u3002\u3053\u308c\u306f\u30014\u3064\u306e\u30a4\u30f3\u30c7\u30af\u30b5\u30fc\u30ad\u30fc\u30d9\u30af\u30c8\u30eb\u3092\u91cd\u307f\u4ed8\u304d\u30d7\u30fc\u30ea\u30f3\u30b0\u30671\u3064\u306b\u5727\u7e2e\u3059\u308b\u624b\u6cd5\u3060\u3002Qwen\u306eQSA\u306f\u3001\u30de\u30a4\u30af\u30ed\u30d6\u30ed\u30c3\u30af\u5358\u4f4d\u3067\u52d5\u4f5c\u3059\u308b\u3002\u5727\u7e2e\u3055\u308c\u305f\u8efd\u91cf\u30a4\u30f3\u30c7\u30af\u30b5\u30fc\u304c4\u30c8\u30fc\u30af\u30f3\u306e\u30d6\u30ed\u30c3\u30af\u3092\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u3057\u3001\u4e0a\u4f4d512\u30d6\u30ed\u30c3\u30af\uff08\uff1d2048\u30c8\u30fc\u30af\u30f3\uff09\u3092\u4fdd\u6301\u3059\u308b\u3002\u3064\u307e\u308a\u3001\u4e21\u30e2\u30c7\u30eb\u3068\u3082\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u524d\u306b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30924\u500d\u306b\u5727\u7e2e\u3057\u3001\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u4e88\u7b97\u30922048\u30c8\u30fc\u30af\u30f3\u306b\u5236\u9650\u3057\u3066\u3044\u308b\u3002Qwen\u306fQSA\u306b\u3088\u308a\u3001100\u4e07\u30c8\u30fc\u30af\u30f3\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u304a\u3044\u3066\u3001\u30d5\u30eb\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3068\u6bd4\u8f03\u3057\u3066\u30d7\u30ea\u30d5\u30a3\u30eb\u3067\u6700\u59277.6\u500d\u3001\u30c7\u30b3\u30fc\u30c9\u3067\u6700\u59274.9\u500d\u306e\u9ad8\u901f\u5316\u3092\u5b9f\u73fe\u3057\u305f\u3068\u5831\u544a\u3057\u3066\u3044\u308b\u3002<\/p>\n

GLM\u5074\u3067\u3082\u305d\u306e\u52b9\u679c\u306f\u9855\u8457\u3060\u3002Z.ai\u306b\u3088\u308c\u3070\u3001\u30d5\u30eb\u30e2\u30c7\u30eb\u306eGLM-5.3\u3068\u6bd4\u8f03\u3057\u3066\u3001Flash\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u8a08\u7b97\u3092\u7d043\u5206\u306e1\u3001KV\u30ad\u30e3\u30c3\u30b7\u30e5\u30b5\u30a4\u30ba\u30924.4\u5206\u306e1\u306b\u524a\u6e1b\u3002\u6d3b\u6027\u5316\u30d1\u30e9\u30e1\u30fc\u30bf\uff0818B\u5bfe32B\uff09\u3068\u5c64\u6570\uff0845\u5bfe92\uff09\u3082\u307b\u307c\u534a\u6e1b\u3057\u3066\u3044\u308b\u3002<\/p>\n

\u53ce\u675f\u70b93\uff1a\u5358\u4e00\u304b\u30894\u4e26\u5217\u306e\u6b8b\u5dee\u30b9\u30c8\u30ea\u30fc\u30e0\u3078<\/h2>\n

\u4e21\u30e2\u30c7\u30eb\u306f\u30012017\u5e74\u306eTransformer\u767b\u5834\u4ee5\u6765\u7d9a\u3044\u3066\u304d\u305f\u5358\u4e00\u306e\u6b8b\u5dee\u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u653e\u68c4\u3057\u30014\u3064\u306e\u4e26\u5217\u30d6\u30e9\u30f3\u30c1\u306b\u62e1\u5f35\u3002\u5404\u30d6\u30ed\u30c3\u30af\u304c\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f\u3092\u884c\u3046\u969b\u3001\u30b2\u30fc\u30c8\u304c\u5236\u5fa1\u3092\u62c5\u3046\u3002GLM\u306fDeepSeek\u7531\u6765\u306e\u300cManifold-Constrained Hyper-Connections\uff08mHC\uff09\u300d\u3092\u63a1\u7528\u3057\u3001\u51fa\u8377\u3055\u308c\u305f\u30a6\u30a7\u30a4\u30c8\u3067\u306f4\u30d6\u30e9\u30f3\u30c1\u3067\u69cb\u6210\u3002Qwen\u306f\u72ec\u81ea\u306e\u300cGated Residual\u300d\u3092\u958b\u767a\u3057\u3001\u8981\u7d20\u3054\u3068\u306e\u30c7\u30fc\u30bf\u4f9d\u5b58\u578b\u8aad\u307f\u53d6\u308a\u30b2\u30fc\u30c8\u3068\u3001\u30d6\u30e9\u30f3\u30c1\u3054\u3068\u306e\u30b9\u30ab\u30e9\u30fc\u66f8\u304d\u8fbc\u307f\u30b2\u30fc\u30c8\u3092\u901a\u3058\u3066\u30014\u3064\u306e\u62e1\u5f35\u30b9\u30c8\u30ea\u30fc\u30e0\u306e\u30d5\u30ed\u30fc\u3092\u8abf\u6574\u3059\u308b\u3002Qwen\u30c1\u30fc\u30e0\u306b\u3088\u308c\u3070\u3001Gated Residual\u306fHyper-Connections\u304c\u4f7f\u7528\u3059\u308b\u30d6\u30e9\u30f3\u30c9\u6df7\u5408\u30b9\u30c6\u30c3\u30d7\u3092\u6392\u9664\u3057\u3001\u30e1\u30e2\u30ea\u30a2\u30af\u30bb\u30b9\u306e\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3092\u524a\u6e1b\u3002\u3055\u3089\u306b\u3001\u30b2\u30fc\u30c8\u304c\u6d3b\u6027\u5316\u5916\u308c\u5024\u3092\u6291\u5236\u3059\u308b\u305f\u3081\u3001FP8\u3067\u306e\u6b8b\u5dee\u30b9\u30c8\u30ec\u30fc\u30b8\u304c\u53ef\u80fd\u306b\u306a\u3063\u305f\u3068\u3044\u3046\u3002\u6ce8\u76ee\u3059\u3079\u304d\u306f\u3001Qwen\u30c1\u30fc\u30e0\u304c\u4e21\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u30a2\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u3057\u305f\u7d50\u679c\u3001\u54c1\u8cea\u306f\u307b\u307c\u540c\u7b49\u3060\u3063\u305f\u3068\u5831\u544a\u3057\u3066\u3044\u308b\u70b9\u3060\u30022\u3064\u306e\u30e9\u30dc\u30012\u3064\u306e\u5b9f\u88c5\u3067\u3042\u308a\u306a\u304c\u3089\u3001\u300c4\u3064\u306e\u30b2\u30fc\u30c8\u4ed8\u304d\u30b9\u30c8\u30ea\u30fc\u30e0\u304c\u5358\u4e00\u306e\u30b9\u30c8\u30ea\u30fc\u30e0\u3088\u308a\u512a\u308c\u308b\u300d\u3068\u3044\u3046\u540c\u4e00\u306e\u7d50\u8ad6\u306b\u9054\u3057\u305f\u3002<\/p>\n

\u53ce\u675f\u70b94\uff1aMuon\u6700\u9069\u5316\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u884c\u5217\u306e\u5206\u5272\u51e6\u7406<\/h2>\n

\u4e21\u30e2\u30c7\u30eb\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306bMuon\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u30fc\u3092\u63a1\u7528\u3002\u3055\u3089\u306b\u3001\u540c\u3058\u9ad8\u5ea6\u306a\u8abf\u6574\u3092\u9069\u7528\u3057\u3066\u3044\u308b\u3002\u878d\u5408\u5c04\u5f71\u884c\u5217\u3092\u3001Muon\u306b\u3088\u308b\u76f4\u4ea4\u5316\u306e\u524d\u306b\u3001\u72ec\u7acb\u3057\u305f\u5909\u63db\u306b\u5206\u5272\u3059\u308b\u51e6\u7406\u3060\u3002Qwen\u306f\u3001\u878d\u5408\u3055\u308c\u305fQKV\u3001SwiGLU\u3001GDN\u6295\u5f71\u3092\u5206\u5272\u3057\u3001Muon\u3092\u771f\u306e2\u6b21\u5143\u7dda\u5f62\u30de\u30c3\u30d7\u306b\u9069\u7528\u3002\u4e00\u65b9\u3001\u57cb\u3081\u8fbc\u307f\u3001\u30eb\u30fc\u30bf\u30fc\u3001\u4f4e\u30e9\u30f3\u30af\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u306fAdamW\u3092\u4f7f\u7528\u3059\u308b\u3002Qwen\u306f\u307e\u305f\u3001\u65b0\u3057\u3044\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u5411\u3051\u306b\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u5247\u3092\u518d\u8abf\u6574\u3057\u3001\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u306e\u30a6\u30a9\u30fc\u30e0\u30a2\u30c3\u30d7\u3092\u5b8c\u5168\u306b\u5ec3\u6b62\u3002\u6e2c\u5b9a\u306e\u7d50\u679c\u3001\u30a6\u30a9\u30fc\u30e0\u30a2\u30c3\u30d7\u306f\u7d50\u679c\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u30fc\u306e\u30b9\u30c6\u30c3\u30d7\u6570\u309218.8%\u5897\u52a0\u3055\u305b\u308b\u3053\u3068\u304c\u5224\u660e\u3057\u305f\u305f\u3081\u3060\u3002<\/p>\n

\u552f\u4e00\u306e\u76f8\u9055\u70b9\uff1a\u4f4d\u7f6e\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u5de1\u308b\u9078\u629e<\/h2>\n

\u660e\u78ba\u306b\u5206\u304b\u308c\u305f\u552f\u4e00\u306e\u8a2d\u8a08\u4e0a\u306e\u9078\u629e\u80a2\u304c\u3001\u30d5\u30eb\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u5c64\u306b\u304a\u3051\u308b\u4f4d\u7f6e\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3067\u3042\u308b\u3002GLM-5.3-Flash\u306f\u3053\u308c\u3092\u5b8c\u5168\u306b\u6392\u9664\u3057\u305f\u3002\u8a2d\u5b9a\u3067qk_rope_head_dim = 0<\/code>codecode\u3068\u3059\u308b\u3053\u3068\u3067\u3001\u30b9\u30d1\u30fc\u30b9MLA\u5c64\u3092\u5b8c\u5168\u306aNoPE\u3068\u3057\u3001\u4f4d\u7f6e\u60c5\u5831\u306f\u30ea\u30ab\u30ec\u30f3\u30c8\u306a\u30ea\u30cb\u30a2\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u5c64\u3092\u901a\u3058\u3066\u6697\u9ed9\u7684\u306b\u6d41\u308c\u308b\u3002<\/p>\n

Qwen\u3082\u540c\u69d8\u306e\u5b9f\u9a13\u3092\u884c\u3063\u305f\u304c\u3001\u7d50\u679c\u3068\u3057\u3066RoPE\u3092\u7dad\u6301\u3059\u308b\u9053\u3092\u9078\u3093\u3060\u3002Qwen3.8-Next\u306e\u30c6\u30af\u30cb\u30ab\u30eb\u30ec\u30dd\u30fc\u30c8\u306b\u3088\u308c\u3070\u3001NoPE\u306f\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u6e2c\u5b9a\u53ef\u80fd\u306a\u5dee\u3092\u751f\u307e\u306a\u304b\u3063\u305f\u3002\u554f\u984c\u304c\u8868\u9762\u5316\u3057\u305f\u306e\u306f\u305d\u306e\u5f8c\u306e\u30d7\u30ed\u30bb\u30b9\u3060\u3002\u30dd\u30b9\u30c8\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u5f8c\u3001NoPE\u30d0\u30ea\u30a2\u30f3\u30c8\u306f\u751f\u6210\u3092\u505c\u6b62\u3067\u304d\u306a\u3044\u3068\u3044\u3046\u969c\u5bb3\u3092\u983b\u767a\u3055\u305b\u305f\u3002\u3053\u306e\u7d50\u679c\u306f\u3001\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u640d\u5931\u66f2\u7dda\u3060\u3051\u3067\u306f\u3001RLHF\u6bb5\u968e\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306e\u307f\u73fe\u308c\u308b\u884c\u52d5\u4e0a\u306e\u6b20\u9665\u3092\u96a0\u853d\u3057\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3092\u793a\u3059\u3001\u91cd\u8981\u306a\u8b66\u544a\u3068\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n

\u696d\u754c\u5168\u4f53\u3078\u306e\u53ce\u675f\u3068\u3001\u305f\u3060\u4e00\u4eba\u306e\u7570\u8b70\u7533\u3057\u7acb\u3066<\/h2>\n

\u3053\u306e\u8a2d\u8a08\u30ec\u30b7\u30d4\u306f\u30012\u793e\u3060\u3051\u306e\u73fe\u8c61\u3067\u306f\u306a\u3044\u3002DeepSeek\u306f\u3001DeepSeek-V3.2-Exp\u3067\u30b9\u30d1\u30fc\u30b9\u30a4\u30f3\u30c7\u30af\u30b5\u30fc\u30682048\u30c8\u30fc\u30af\u30f3\u4e88\u7b97\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u958b\u62d3\u3057\u3001mHC\u306f\u73fe\u5728GLM\u306b\u642d\u8f09\u3055\u308c\u3066\u3044\u308bDeepSeek\u306e\u8a2d\u8a08\u3060\u3002Moonshot\u306eKimi\u306f\u3001GLM\u304c\u63a1\u7528\u3057\u305f\u30ea\u30cb\u30a2\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u5c64KDA\u3092\u63d0\u4f9b\u3057\u305f\u3002\u4e2d\u56fd\u306e\u30aa\u30fc\u30d7\u30f3\u30e2\u30c7\u30eb\u306f\u3001\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u76f8\u4e92\u306b\u53d7\u7c89\u3055\u305b\u3001\u5171\u901a\u306e\u8a2d\u5b9a\u306b\u53ce\u675f\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u8996\u899a\u7684\u306b\u660e\u3089\u304b\u3067\u3042\u308b\u3002<\/p>\n

\u6ce8\u76ee\u3059\u3079\u304d\u7570\u8b70\u7533\u3057\u7acb\u3066\u3092\u884c\u3046\u306e\u306f\u3001MiniMax\u3060\u3002M2\u306e\u958b\u767a\u4e2d\u3001\u540c\u793e\u306f\u30ea\u30cb\u30a2\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3068\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0\u30a6\u30a3\u30f3\u30c9\u30a6\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3092\u5927\u898f\u6a21\u306b\u30c6\u30b9\u30c8\u3057\u3001\u7279\u306bSFT\u5f8c\u306e32K\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u8d85\u3048\u308b\u9818\u57df\u3067\u3001\u30de\u30eb\u30c1\u30db\u30c3\u30d7\u63a8\u8ad6\u306b\u6df1\u523b\u306a\u6b20\u9665\u304c\u3042\u308b\u3053\u3068\u3092\u767a\u898b\u3057\u305f\u3002M2\u306f\u3059\u3079\u3066\u306e\u5c64\u3067\u30d5\u30eb\u30bd\u30d5\u30c8\u30de\u30c3\u30af\u30b9\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3092\u63a1\u7528\u3057\u3066\u51fa\u8377\u3055\u308c\u305f\u3002M3\u3067\u306f\u3001MiniMax\u306f\u300cMSA\uff08MiniMax Sparse Attention\uff09\u300d\u3092\u63a1\u7528\u3002\u3053\u308c\u306f\u30d6\u30ed\u30c3\u30af\u9078\u629e\u306b\u3088\u3063\u3066\u30bd\u30d5\u30c8\u30de\u30c3\u30af\u30b9\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3092\u30b9\u30d1\u30fc\u30b9\u5316\u3059\u308b\u3082\u306e\u3060\u304c\u3001\u30ea\u30cb\u30a2\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u5c64\u3092\u4e00\u5207\u542b\u307e\u306a\u3044\u3002\u3064\u307e\u308a\u3001\u696d\u754c\u306e\u610f\u898b\u306f\u5b8c\u5168\u306b\u4e00\u81f4\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3002Z.ai\u3001Qwen\u3001DeepSeek\u3001Kimi\u306f\u30013:1\u306e\u30ea\u30cb\u30a2\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u304c\u63a8\u8ad6\u80fd\u529b\u3092\u7dad\u6301\u3059\u308b\u3068\u8003\u3048\u3066\u3044\u308b\u304c\u3001MiniMax\u306e\u30a2\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u5b9f\u9a13\u306f\u3001\u5c11\u306a\u304f\u3068\u3082\u540c\u793e\u306e\u30b9\u30bf\u30c3\u30af\u306b\u304a\u3044\u3066\u306f\u305d\u3046\u3067\u306f\u306a\u3044\u3068\u4e3b\u5f35\u3057\u3066\u3044\u308b\u3002<\/p>\n

\u898b\u3048\u3066\u304d\u305f\u6b21\u4e16\u4ee3LLM\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u7f85\u91dd\u76e4<\/h2>\n

GLM-5.3-Flash\u3068Qwen3.8-Flash-Next\u306e\u5076\u7136\u306e\u53ce\u675f\u306f\u3001\u5358\u306a\u308b\u6280\u8853\u7684\u306a\u5076\u7136\u3067\u306f\u306a\u304f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u958b\u767a\u306b\u304a\u3044\u3066\u3001\u52b9\u7387\u6027\u3068\u6027\u80fd\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u305f\u3081\u306e\u300c\u89e3\u300d\u304c\u3001\u7279\u5b9a\u306e\u65b9\u5411\u306b\u53ce\u675f\u3057\u3064\u3064\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002\u30ea\u30cb\u30a2\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3068\u30b9\u30d1\u30fc\u30b9\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u306e3:1\u69cb\u6210\u30014\u500d\u5727\u7e2e\u30682048\u30c8\u30fc\u30af\u30f3\u3078\u306e\u5236\u9650\u30014\u5206\u5c90\u306e\u6b8b\u5dee\u30b9\u30c8\u30ea\u30fc\u30e0\u3001Muon\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u30fc\u306e\u9ad8\u5ea6\u306a\u9069\u7528\u2014\u2014\u3053\u308c\u3089\u306e\u8a2d\u8a08\u539f\u5247\u306f\u3001\u4eca\u5f8c\u767b\u5834\u3059\u308b\u591a\u304f\u306e\u30e2\u30c7\u30eb\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3060\u308d\u3046\u3002<\/p>\n

\u3057\u304b\u3057\u3001MiniMax\u306e\u7570\u8b70\u304c\u793a\u3059\u3088\u3046\u306b\u3001\u30ea\u30cb\u30a2\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u304c\u63a8\u8ad6\u80fd\u529b\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u306b\u3064\u3044\u3066\u306f\u3001\u307e\u3060\u8b70\u8ad6\u306e\u4f59\u5730\u304c\u6b8b\u3055\u308c\u3066\u3044\u308b\u3002NoPE\u3092\u5de1\u308b\u5224\u65ad\u306e\u5206\u304b\u308c\u3082\u3001\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3060\u3051\u3067\u306f\u6e2c\u308c\u306a\u3044\u8907\u96d1\u306a\u554f\u984c\u3092\u6d6e\u304d\u5f6b\u308a\u306b\u3057\u305f\u3002\u4e2d\u56fdAI\u696d\u754c\u5168\u4f53\u3067\u9032\u3080\u6280\u8853\u306e\u53ce\u675f\u3068\u3001\u305d\u3053\u304b\u3089\u3053\u307c\u308c\u843d\u3061\u308b\u4f8b\u5916\u2014\u2014\u3053\u306e\u30c0\u30a4\u30ca\u30df\u30af\u30b9\u304c\u3001\u6765\u305f\u308b\u3079\u304dLLM\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u6a19\u6e96\u3092\u5f62\u4f5c\u3063\u3066\u3044\u304f\u3053\u3068\u306b\u306a\u308b\u3060\u308d\u3046\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u4e2d\u56fd\u306eAI\u958b\u767a\u4f01\u696d2\u793e\u304c\u3001\u307b\u307c\u540c\u6642\u671f\u306b\u30ea\u30ea\u30fc\u30b9\u3057\u305f\u30aa\u30fc\u30d7\u30f3\u30a6\u30a7\u30a4\u30c8\u30e2\u30c7\u30eb\u304c\u3001\u5076\u7136\u306b\u3082\u6975\u3081\u3066\u985e\u4f3c\u3057\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u306b\u53ce\u675f\u3057\u305f\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u305f\u3002Z.ai\u304c\u516c\u958b\u3057\u305f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebMoE\u30e2\u30c7\u30eb\u300cGLM-5.3-Flash […]<\/p>\n","protected":false},"author":1,"featured_media":56140,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/cards.overcentral.com\/cards\/ja\/52963.png","fifu_image_alt":"GLM-5.3-Flas","footnotes":""},"categories":[2428],"tags":[],"class_list":["post-52963","post","type-post","status-publish","format-standard","has-post-thumbnail","category-technology"],"fifu_image_url":"https:\/\/cards.overcentral.com\/cards\/ja\/52963.png","fifu_image_alt":"GLM-5.3-Flas","_links":{"self":[{"href":"https:\/\/overcentral.com\/ja\/wp-json\/wp\/v2\/posts\/52963","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/overcentral.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/overcentral.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/overcentral.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/overcentral.com\/ja\/wp-json\/wp\/v2\/comments?post=52963"}],"version-history":[{"count":1,"href":"https:\/\/overcentral.com\/ja\/wp-json\/wp\/v2\/posts\/52963\/revisions"}],"predecessor-version":[{"id":52971,"href":"https:\/\/overcentral.com\/ja\/wp-json\/wp\/v2\/posts\/52963\/revisions\/52971"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/overcentral.com\/ja\/wp-json\/wp\/v2\/media\/56140"}],"wp:attachment":[{"href":"https:\/\/overcentral.com\/ja\/wp-json\/wp\/v2\/media?parent=52963"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/overcentral.com\/ja\/wp-json\/wp\/v2\/categories?post=52963"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/overcentral.com\/ja\/wp-json\/wp\/v2\/tags?post=52963"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}