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1. \u5c0f\u3055\u3044\u30e2\u30c7\u30eb\u306e\u8907\u6570\u306e\u8a18\u61b6\u3092\u5927\u304d\u306a\u30e2\u30c7\u30eb\u3067\u4f7f\u3048\u308b\u304b\uff1f \u2192 \u5c5e\u6027\u3082\u6d88\u8cbb\u9b54\u529b\u3082\u4f7f\u3048\u308b<\/h3>\n\n\n\n
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A\u306e\u8868\u3060\u3051<\/td>59.96\uff05<\/td>56.25\uff05<\/td><\/tr>
B\u306e\u8868\u3060\u3051<\/td>54.88\uff05<\/td>50.39\uff05<\/td><\/tr>
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2. \u4e00\u3064\u306e\u8a18\u61b6\u9818\u57df\u30fb\u8868\u306b\u30de\u30fc\u30b8\u3057\u3066\u3082\u4f7f\u3048\u308b\u304b\uff1f \u2192 \u4f7f\u3048\u308b\u304c\u3001\u65b9\u6cd5\u306b\u3088\u3063\u3066\u5dee\u304c\u3042\u308b<\/h3>\n\n\n\n
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3\u30d1\u30bf\u30fc\u30f3\u306e\u30de\u30fc\u30b8\u65b9\u5f0f\u3067\u306f\u3001\u884c\u3054\u3068\u306e\u5909\u66f4\u5e73\u5747\u306e\u30b9\u30b3\u30a2\u304c\u9ad8\u304b\u3063\u305f\u3002\u305f\u3060\u3057\u3001\u4e8c\u8868\u3092\u6b63\u3057\u304f\u9078\u3076\u5834\u5408\u304b\u3089\u306f\u3001\u5c5e\u6027\u30678.79\u30dd\u30a4\u30f3\u30c8\u3001\u6d88\u8cbb\u9b54\u529b\u30677.62\u30dd\u30a4\u30f3\u30c8\u4f4e\u304f\u5b8c\u74a7\u306b\u7d71\u5408\u3067\u304d\u3066\u306f\u3044\u306a\u3044\u3002<\/p>\n\n\n\n

3. \u7247\u65b9\u306e\u8a18\u61b6\u3060\u3051\u3092\u4f7f\u3063\u3066\u3044\u306a\u3044\u304b\uff1f \u2192 \u4e21\u65b9\u306e\u8a18\u61b6\u304c\u4f7f\u3048\u308b<\/h3>\n\n\n\n

\u7d50\u679c\u3092\u3001\u62c5\u5f53\u3059\u308b\u9b54\u6cd5\u3054\u3068\u306b\u5206\u3051\u308b\u3068\u4e0b\u8a18\u306e\u3088\u3046\u306b\u306a\u308b\u3002\u7247\u65b9\u306e\u8868\u3060\u3051\u3067\u306f\u3001\u62c5\u5f53\u5916\u306e\u6b63\u7b54\u7387\u306f\u30e9\u30f3\u30c0\u30e0\u3068\u540c\u305825\uff05\u524d\u5f8c\u306b\u306a\u308b\u3002\u5206\u62c5\u3057\u305f\u9b54\u5c0e\u66f8\u3092\u96c6\u7d04\u3059\u308b\u72d9\u3044\u306b\u6cbf\u3063\u305f\u7d50\u679c\u306b\u306a\u3063\u305f\u3002<\/p>\n\n\n\n

\u4e00\u65b9\u3001\u6d88\u8cbb\u9b54\u529b\u3067\u306f\u62c5\u5f53\u306b\u3088\u308b\u9055\u3044\u304c\u76ee\u7acb\u3064\u3002A\u306e\u8868\u306fA\u62c5\u5f53\u306e\u6d88\u8cbb\u9b54\u529b\u309292.58\uff05\u6b63\u89e3\u3059\u308b\u304c\u3001\u884c\u3054\u3068\u306e\u5909\u66f4\u5e73\u5747\u3067\u306f75.00\uff05\u307e\u3067\u4e0b\u304c\u3063\u305f\u3002B\u62c5\u5f53\u306f\u3001\u3082\u3068\u3082\u3068B\u306e\u8868\u306771.09\uff05\u3067\u3001\u7d71\u5408\u5f8c\u308273.44\uff05\u3068\u307b\u307c\u5909\u308f\u3089\u306a\u3044\u3002\u524d\u56de\u540c\u69d8\u3001\u5c5e\u6027\u3068\u9b54\u529b\u3067\u52d5\u4f5c\u304c\u7570\u306a\u3063\u3066\u3044\u308b\u306e\u304c\u8208\u5473\u6df1\u3044\u3002<\/p>\n\n\n\n

\u6761\u4ef6<\/th>A\u62c5\u5f53\u30fb\u5c5e\u6027<\/th>B\u62c5\u5f53\u30fb\u5c5e\u6027<\/th>A\u62c5\u5f53\u30fb\u6d88\u8cbb\u9b54\u529b<\/th>B\u62c5\u5f53\u30fb\u6d88\u8cbb\u9b54\u529b<\/th><\/tr><\/thead>
A\u306e\u8868\u3060\u3051<\/td>92.19\uff05<\/td>27.73\uff05<\/td>92.58\uff05<\/td>19.92\uff05<\/td><\/tr>
B\u306e\u8868\u3060\u3051<\/td>24.22\uff05<\/td>85.55\uff05<\/td>29.69\uff05<\/td>71.09\uff05<\/td><\/tr>
\u4e8c\u8868\u3092\u6b63\u3057\u304f\u9078\u3076<\/td>92.19\uff05<\/td>85.55\uff05<\/td>92.58\uff05<\/td>71.09\uff05<\/td><\/tr>
\u5358\u7d14\u5e73\u5747<\/td>76.95\uff05<\/td>67.58\uff05<\/td>59.77\uff05<\/td>57.42\uff05<\/td><\/tr>
\u5909\u66f4\u306e\u52a0\u7b97<\/td>76.17\uff05<\/td>69.14\uff05<\/td>68.75\uff05<\/td>62.11\uff05<\/td><\/tr>
\u884c\u3054\u3068\u306e\u5909\u66f4\u5e73\u5747<\/td>82.42\uff05<\/strong><\/td>77.73\uff05<\/strong><\/td>75.00\uff05<\/strong><\/td>73.44\uff05<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

4. \u7d71\u5408\u3067\u3069\u308c\u304f\u3089\u3044\u306e\u8a18\u61b6\u3092\u5931\u3063\u305f\u304b\uff1f \u2192 \u5909\u5316\u3057\u305f\u56de\u7b54\u306f\u591a\u304f\u3001\u81ea\u4fe1\u3092\u6301\u3063\u3066\u9593\u9055\u3048\u308b<\/h3>\n\n\n\n

\u884c\u3054\u3068\u306e\u5909\u66f4\u5e73\u5747\u306f\u3001\u5c5e\u6027\u3067\u4e8c\u8868\u3092\u6b63\u3057\u304f\u9078\u3076\u5834\u5408\u3088\u308a8.79\u30dd\u30a4\u30f3\u30c8\u4f4e\u3044\u3002\u6b63\u89e3\u6570\u306f455\u554f\u304b\u3089410\u554f\u3078\u6e1b\u5c11\u3057\u3066\u3044\u308b\u3002\u554f\u984c\u5225\u306b\u5206\u6790\u3059\u308b\u3068\u4e0b\u8a18\u306e\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n\n\n\n

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\u6b63\u89e3 \u2192 \u6b63\u89e3<\/td>399<\/td><\/tr>
\u6b63\u89e3 \u2192 \u4e0d\u6b63\u89e3<\/td>56<\/strong><\/td><\/tr>
\u4e0d\u6b63\u89e3 \u2192 \u6b63\u89e3<\/td>11<\/strong><\/td><\/tr>
\u4e0d\u6b63\u89e3 \u2192 \u4e0d\u6b63\u89e3<\/td>46<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u884c\u3054\u3068\u306e\u5909\u66f4\u5e73\u5747\u3067\u6d88\u8cbb\u9b54\u529b\u3092\u9593\u9055\u3048\u305f132\u554f\u306e\u3046\u3061\u3001105\u554f\u3067\u306f\u3001\u8aa4\u3063\u305f\u7b54\u3048\u306b9\u5272\u4ee5\u4e0a\u306e\u78ba\u7387\u3092\u4ed8\u3051\u3066\u3044\u305f\u3002\u7d71\u5408\u3067\u5931\u308f\u308c\u305f\u77e5\u8b58\u306b\u3064\u3044\u3066\u300c\u81ea\u4fe1\u304c\u306a\u3044\u300d\u3068\u306f\u306a\u3089\u305a\u3001\u81ea\u4fe1\u3092\u6301\u3063\u3066\u9593\u9055\u3048\u3066\u3044\u308b\u3002\u3053\u308c\u306f\u524d\u56de\u3082\u898b\u3089\u308c\u305f\u50be\u5411\u3067\u3042\u308b\u3002<\/p>\n\n\n\n

\u8a18\u61b6\u306e\u4ed5\u65b9\u306b\u95a2\u3059\u308b\u5206\u6790<\/h2>\n\n\n\n

\u4eca\u56de\u306e\u8a18\u61b6\u3067\u306f\u8cea\u554f\u6587\u306e2\u301c3\u6587\u5b57\u306e\u4e26\u3073\u304b\u3089\u8907\u6570\u306e\u884c\u3092\u53c2\u7167\u3059\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u7528\u3044\u3066\u304a\u308a\u3001\u9055\u3046\u9b54\u6cd5\u3067\u3082\u540c\u3058\u5834\u6240\u3092\u4f7f\u3046\u3053\u3068\u304c\u3042\u308b\u3002A\u3068B\u304c\u5909\u3048\u305f\u9818\u57df\u306f\u4e0b\u56f3\u306e\u3088\u3046\u306b\u306a\u3063\u305f\u3002\u3069\u3061\u3089\u304b\u304c\u5909\u3048\u305f\u90e8\u5206\u3092\u4e01\u5be7\u306b\u6271\u3046\u306e\u306b\u52b9\u679c\u304c\u3042\u308b\u306e\u306f\u305d\u3046\u3060\u3068\u601d\u3044\u3064\u3064\u3001\u7df4\u7fd2\u7528\u306e128\u7a2e\u985e\u304c\u5f71\u97ff\u3057\u3066\u3044\u308b\u306e\u304b\u3001\u885d\u7a81\u3057\u3066\u3044\u308b\u9818\u57df\u304c\u610f\u5916\u3068\u591a\u304b\u3063\u305f\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u6240\u611f<\/h2>\n\n\n\n

\u300c\u5206\u8eab\u304c\u5225\u3005\u306b\u899a\u3048\u305f\u8a18\u61b6\u3092\u672c\u4f53\u3078\u96c6\u3081\u308b\u300d\u3068\u3044\u3046\u5c55\u958b\u3092\u5c0f\u3055\u306a\u898f\u6a21\u3067\u8a66\u884c\u3001\u305d\u308c\u3063\u307d\u3044\u7d50\u679c\u306b\u306f\u306a\u3063\u305f[5]\u3002<\/p>\n\n\n\n

\u524d\u56de\u3092\u542b\u3081\u3066\u3060\u304c\u3001A\u306e\u9b54\u6cd5\u3068B\u306e\u9b54\u6cd5\u306e\u6d88\u8cbb\u9b54\u529b\u3092\u8db3\u3059\u3001\u3068\u3044\u3063\u305f\u554f\u984c\u306f\u5b9f\u65bd\u3057\u3066\u304a\u3089\u305a\u3001\u8a18\u61b6\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u63a8\u8ad6\u3084\u8a08\u7b97\u306a\u3069\u3088\u308a\u9ad8\u5ea6\u306a\u51e6\u7406\u306b\u4f7f\u3048\u308b\u306e\u304b\uff1f\u3068\u3044\u3046\u7591\u554f\u306f\u3042\u308b\u3002\u3053\u306e\u3042\u305f\u308a\u306f\u305c\u3072\u691c\u8a3c\u3057\u3066\u307f\u305f\u3044\u3068\u3053\u308d\u3067\u3042\u308b\u3002<\/p>\n\n\n\n

\u6539\u3081\u3066Engram\u306f\u30e2\u30c7\u30eb\u306b\u7d44\u307f\u8fbc\u307f\u3084\u3059\u304f\u52b9\u679c\u304c\u51fa\u3084\u3059\u3044\u9762\u767d\u3044\u624b\u6cd5\u3060\u3068\u601d\u3046\u3002\u5916\u90e8\u30e1\u30e2\u30ea\u95a2\u9023\u306f\u306a\u304b\u306a\u304b\u5b9f\u7528\u306b\u8db3\u308b\u3082\u306e\u304c\u51fa\u3066\u304d\u3066\u3044\u306a\u304b\u3063\u305f\u304c\u3001\u4eca\u5f8c\u3053\u306e\u3042\u305f\u308a\u306e\u7814\u7a76\u304c\u9032\u3080\u3068\u826f\u3044\u306a\u3068\u601d\u3046\u3002<\/p>\n\n\n\n

\u6700\u8fd1\u306e\u691c\u8a3c<\/a>\u306fGPT-6 Astra\u3092ChatGPT\u3068Codex\u304b\u3089\u4f7f\u3063\u3066\u5b9f\u65bd\u3001\u540c\u3058\u74b0\u5883+Claude\uff08Opus 5.5\uff09\u3067\u5206\u6790\u306a\u3069\u3092\u884c\u3063\u3066\u3044\u308b\u3002\u30a2\u30a4\u30c7\u30a2\u304b\u3089\u5b9f\u9a13\u3001\u5206\u6790\u307e\u3067\u3068\u3066\u3082\u7d20\u65e9\u304f\u3067\u304d\u308b\u6642\u4ee3\u306b\u306a\u3063\u3066\u6539\u3081\u3066\u6280\u8853\u306e\u9032\u5316\u3092\u611f\u3058\u308b\u3002<\/p>\n\n\n\n

\u811a\u6ce8<\/h4>\n\n\n\n

[1] \u5148\u884c\u7814\u7a76\u306f\u591a\u304f\u3042\u308b\u3002Peng Wang et al. \u201cWISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models.\u201d Advances in Neural Information Processing Systems, 37, 2024.\uff08https:\/\/arxiv.org\/abs\/2405.14768<\/a>\uff09\u3001Ryan Wei Heng Quek, et al., “MeMo: Memory as a Model,” 2026.\uff08https:\/\/arxiv.org\/abs\/2605.15156<\/a>\uff09\u306a\u3069\u3002\u3044\u305a\u308c\u3082\u8907\u6570\u306e\u8a18\u61b6\uff08\u7de8\u96c6\u5dee\u5206\u3084\u8a18\u61b6\u30e2\u30c7\u30eb\uff09\u306e\u7d71\u5408\u3092\u6271\u3046\u304c\u3001WISE\u306fFFN\u90e8\u5206\u3092\u5229\u7528\u3001MeMo\u306f\u8a18\u61b6\u30e2\u30c7\u30eb\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3067\u3042\u308a\u3001\u4eca\u56de\u306eEngram\u578b\u8a18\u61b6\u8868\u306e\u7d71\u5408\u3068\u306f\u3001\u8a18\u61b6\u306e\u5f62\u5f0f\u3068\u8aad\u307f\u51fa\u3057\u65b9\u304c\u7570\u306a\u308b\u3002
[2] \u5b9f\u9a13\u8a2d\u5b9a\u306f\u524d\u56de<\/a>\u3068\u307b\u307c\u540c\u3058\u3067\u3042\u308b\u3002Google, \u201cGemma 3n model overview<\/a>,\u201d \u306b\u00a0Xin Cheng, et al, \u201cConditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models,\u201d 2026. \uff08https:\/\/arxiv.org\/abs\/2601.07372<\/a>\uff09\u306eEngram\u3092\u53c2\u8003\u306b\u3057\u305f\u8a18\u61b6\u9818\u57df\u3092\u7d44\u307f\u8fbc\u307f\u3001Mingyuan Li, et al, \u201cFrozen Memory Is Not Enough: Rethinking External Memory as Extraction,\u201d 2026.\uff08https:\/\/arxiv.org\/abs\/2608.17050<\/a>\uff09\u3068\u8fd1\u3044\u624b\u6cd5\u3067\u8a18\u61b6\u9818\u57df\u306e\u79fb\u690d\u3092\u8a66\u3057\u3066\u3044\u308b\u3002
[3] \u5358\u7d14\u5e73\u5747\u3067\u3082\u305d\u3053\u305d\u3053\u306e\u30b9\u30b3\u30a2\u304c\u51fa\u305b\u3066\u3044\u308b\u70b9\u306f\u9762\u767d\u3044\u304c\u3001\u30e2\u30c7\u30eb\u30de\u30fc\u30b8\u3067\u3082\u8fd1\u3057\u3044\u52d5\u304d\u304c\u3042\u3063\u305f\u308a\u3059\u308b\u306e\u3067\u305d\u3046\u3044\u3046\u3082\u306e\u306a\u3093\u3060\u308d\u3046\u3068\u601d\u308f\u306a\u304f\u306f\u306a\u3044\u3002\u307e\u305f\u3001\u524d\u56de\u540c\u69d8\u3001\u5c5e\u6027\u3088\u308a\u3082\u9b54\u529b\u306e\u65b9\u304c\u30b9\u30b3\u30a2\u304c\u4f4e\u3044\u306e\u306f\u6df1\u5800\u30dd\u30a4\u30f3\u30c8\u306a\u6c17\u306f\u3057\u3066\u3044\u308b\u3002
[4] \u8a18\u61b6\u9818\u57df\u304c\u8db3\u308a\u3066\u3044\u306a\u3044\u306e\u304b\u306a\u3068\u3044\u3046\u6c17\u3082\u3057\u306a\u3044\u3067\u306f\u306a\u3044\u3002
[5] \u305d\u3082\u305d\u3082\u30ed\u30b0\u306a\u308a\u8ecc\u8de1\uff08trajectory\uff09\u306a\u308a\u3092\u96c6\u3081\u3066\u5b66\u7fd2\u3057\u305f\u307b\u3046\u304c\u52b9\u679c\u304c\u9ad8\u304f\u3001Memory\u3060\u3051\u629c\u304d\u51fa\u3059\u610f\u5473\u306f\u306a\u3044\u306e\u3067\u306f\uff1f\u3068\u3044\u3046\u30c4\u30c3\u30b3\u30df\u306f\u3057\u3066\u306f\u3044\u3051\u306a\u3044\u3002\u3082\u3061\u308d\u3093\u3001\u901a\u4fe1\u91cf\u306e\u524a\u6e1b\u3084\u9023\u5408\u5b66\u7fd2\u7684\u306a\u826f\u3055\u306a\u3069\u3042\u308b\u306b\u306f\u3042\u308b\u304c\u3002\u3002\u3002
<\/p>\n","protected":false},"excerpt":{"rendered":"

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