{"id":15283,"date":"2024-09-27T15:04:10","date_gmt":"2024-09-27T06:04:10","guid":{"rendered":"https:\/\/www.ecomottblog.com\/?p=15283"},"modified":"2025-03-14T17:11:39","modified_gmt":"2025-03-14T08:11:39","slug":"%e5%8c%96%e5%ad%a6%e3%81%ae%e3%81%9f%e3%82%81%e3%81%ae%e3%83%9e%e3%83%ab%e3%83%81%e3%83%a2%e3%83%bc%e3%83%80%e3%83%ab%e5%a4%a7%e8%a6%8f%e6%a8%a1%e8%a8%80%e8%aa%9e%e3%83%a2%e3%83%87%e3%83%ab%ef%bc%88ll","status":"publish","type":"post","link":"https:\/\/www.ecomottblog.com\/?p=15283","title":{"rendered":"\u5316\u5b66\u306e\u305f\u3081\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09"},"content":{"rendered":"

\"\"\u3053\u3093\u306b\u3061\u306f\u3001\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u90e8\u306e\u30ed\u30d9\u30eb\u30c8\u30fb\u30d5\u30d0\u30c3\u30c1\u3067\u3059\u3002\u4ee5\u524d\u306e\u30d6\u30ed\u30b0\u300c\u6709\u6a5f\u5408\u6210\u5206\u91ce\u3078\u306eLLM\u9069\u7528\u300d<\/a>\u3067\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u6709\u6a5f\u5408\u6210\u306b\u5229\u7528\u3059\u308b\u3053\u3068\u306b\u3064\u3044\u3066\u66f8\u304d\u307e\u3057\u305f\u3002\u3053\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u306e\u5229\u7528\u306f\u3001\u65b0\u3057\u3044\u6709\u6a5f\u5316\u5408\u7269\u306e\u751f\u7523\u3092\u5bb9\u6613\u306b\u3057\u3001\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306e\u5fdc\u7528\u7bc4\u56f2\u306f\u3001\u5316\u5b66\u5168\u4f53\u306e\u5206\u91ce\u306b\u62e1\u5927\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
\n\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u767a\u5c55\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u7406\u89e3\u3092\u5411\u4e0a\u3055\u305b\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u753b\u50cf\u3084\u97f3\u58f0\u306a\u3069\u4ed6\u306e\u60c5\u5831\u4f1d\u9054\u624b\u6bb5\u306e\u7406\u89e3\u306b\u3082\u5411\u304b\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb\u3068\u547c\u3070\u308c\u307e\u3059\u3002\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u5316\u5b66\u306b\u5fdc\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u8ffd\u52a0\u306e\u30e1\u30ea\u30c3\u30c8\u304c\u5f97\u3089\u308c\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306f\u901a\u5e38\u306e\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u5316\u5408\u7269\u306e\u5206\u5b50\u3084\u5316\u5b66\u53cd\u5fdc\u3092\u8868\u3059\u56f3\u3082\u5206\u6790\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u56f3\u306f\u3001\u5199\u771f\u3084\u624b\u66f8\u304d\u306e\u30b9\u30b1\u30c3\u30c1\u306e\u5f62\u5f0f\u3067\u63d0\u4f9b\u3055\u308c\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001\u5316\u5b66\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u5fdc\u7528\u4f8b\u30922\u3064\u7d39\u4ecb\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002
\n<\/p>\n

ChemVLM<\/h1>\n

\"\"<\/p>\n

\u56f3\uff11\uff0eChem VLM\u30e2\u30c7\u30eb\u306e\u56f3\u5f0f\u3002\u30d7\u30ed\u30b8\u30a7\u30af\u30bf\u30fc\u306f\u8996\u899a\u7684\u306a\u7279\u5fb4\u3092\u8a00\u8a9e\u57cb\u3081\u8fbc\u307f\u7a7a\u9593\u306b\u5909\u63db\u3059\u308b\u3002\u56f3\u306f[1]\u306b\u63b2\u8f09\u3055\u308c\u305f\u56f3\u306b\u57fa\u3065\u3044\u3066\u4f5c\u6210\u3055\u308c\u307e\u3057\u305f<\/p>\n

ChemVLM <\/a>\uff08\u56f31\uff09\u306f\u3001\u5316\u5b66\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u3078\u306e\u5165\u529b\u30c7\u30fc\u30bf\u306f\u3001\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u5f62\u5f0f\u306e\u30af\u30a8\u30ea\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306e\u6700\u3082\u5358\u7d14\u306a\u5fdc\u7528\u306f\u3001\u5316\u5408\u7269\u306e\u5206\u5b50\u753b\u50cf\u3084\u624b\u63cf\u304d\u306e\u30b9\u30b1\u30c3\u30c1\u306b\u57fa\u3065\u3044\u305f\u5316\u5b66\u7269\u8cea\u306e\u8a8d\u8b58\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306f\u5404\u5206\u5b50\u753b\u50cf\u306b\u5bfe\u5fdc\u3059\u308bSMILES\u6587\u5b57\u5217\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u524d\u56de\u306e\u30d6\u30ed\u30b0<\/a>\u3067\u3082\u8ff0\u3079\u305f\u3088\u3046\u306b\u3001SMILES\uff08\u7c21\u6613\u5206\u5b50\u5165\u529b\u7dda\u5f62\u8868\u73fe\u30b7\u30b9\u30c6\u30e0\uff09\u306f\u3001\u5316\u5b66\u69cb\u9020\u3092\u77ed\u3044ASCII\u6587\u5b57\u5217\u3067\u8868\u73fe\u3059\u308b\u305f\u3081\u306b\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002
\nChemVLM\u306e\u8457\u8005\u306b\u3088\u3063\u3066\u793a\u3055\u308c\u305f\u3053\u306e\u30e2\u30c7\u30eb\u306e\u5225\u306e\u5fdc\u7528\u4f8b\u306f\u3001\u30c6\u30b9\u30c8\u5f62\u5f0f\u3067\u5316\u5b66\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u5834\u5408\u3001\u554f\u984c\u3092\u8aac\u660e\u3059\u308b\u753b\u50cf\u3082\u8cea\u554f\u306b\u6dfb\u4ed8\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306e\u8457\u8005\u306f\u307e\u305f\u3001\u3053\u306e\u30e2\u30c7\u30eb\u3092\u5316\u5408\u7269\u306e\u56f3\u306b\u57fa\u3065\u3044\u3066\u5316\u5b66\u7269\u8cea\u306e\u6027\u8cea\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u53ef\u80fd\u6027\u306b\u3064\u3044\u3066\u3082\u8a00\u53ca\u3057\u3066\u3044\u307e\u3059\u3002
\n\u56f31\u306b\u793a\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u3001ChemVLM\u306e\u5165\u529b\u30c7\u30fc\u30bf\u306f\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u7406\u89e3\u3067\u304d\u308b\u30c8\u30fc\u30af\u30f3\u306b\u5909\u63db\u3055\u308c\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u306e\u5834\u5408\u3001\u30c8\u30fc\u30af\u30f3\u306f\u500b\u3005\u306e\u6587\u5b57\u3001\u5358\u8a9e\u306e\u65ad\u7247\u3001\u307e\u305f\u306f\u5358\u8a9e\u5168\u4f53\u3067\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30c6\u30ad\u30b9\u30c8\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u30c8\u30fc\u30af\u30f3\u306b\u5909\u63db\u3059\u308b\u306e\u306f\u6bd4\u8f03\u7684\u7c21\u5358\u3067\u3059\u3002\u4e00\u65b9\u3001\u753b\u50cf\u3092\u30c8\u30fc\u30af\u30f3\u306b\u5909\u63db\u3059\u308b\u306b\u306f\u3001\u753b\u50cf\u306b\u30a8\u30f3\u30b3\u30fc\u30c9\u3055\u308c\u305f\u60c5\u5831\u306e\u6027\u8cea\u3092\u5909\u66f4\u3057\u3066\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u7a7a\u9593\u3068\u4e92\u63db\u6027\u3092\u6301\u3064\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002ChemVLM\u306f\u3001\u3053\u306e\u76ee\u7684\u306e\u305f\u3081\u306b\u30d7\u30ed\u30b8\u30a7\u30af\u30bf\u30fc\u3068\u3044\u3046\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

 <\/p>\n

MM-RCR<\/h1>\n

\"\"
\n\u56f3\uff12\uff0eMM-RCR\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3002\u30e2\u30c0\u30ea\u30c6\u30a3\u6295\u5f71\u306f\u3001\u30b0\u30e9\u30d5\u3068SMILES\u306e\u57cb\u3081\u8fbc\u307f\u3092LLM\u7a7a\u9593\u3068\u4e92\u63db\u6027\u306e\u3042\u308b\u8a00\u8a9e\u30c8\u30fc\u30af\u30f3\u306b\u5909\u63db\u3057\u307e\u3059\u3002\u56f3\u306f[2]\u306b\u63b2\u8f09\u3055\u308c\u305f\u56f3\u306b\u57fa\u3065\u3044\u3066\u4f5c\u6210\u3055\u308c\u307e\u3057\u305f<\/p>\n

MM-RCR <\/a>\u306f\u3001\u7279\u5b9a\u306e\u5316\u5b66\u53cd\u5fdc\u3092\u884c\u3046\u305f\u3081\u306e\u6761\u4ef6\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u3059\u3002\u53cd\u5fdc\u6761\u4ef6\u306e\u9069\u5207\u306a\u9078\u629e\u306f\u3001\u751f\u6210\u30b3\u30b9\u30c8\u3084\u53cd\u5fdc\u306e\u7d50\u679c\u3068\u3057\u3066\u5f97\u3089\u308c\u308b\u751f\u6210\u7269\u3001\u3064\u307e\u308a\u5316\u5408\u7269\u306e\u54c1\u8cea\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u305f\u3081\u3001\u3068\u3066\u3082\u91cd\u8981\u3067\u3059\u3002
\nMM-RCR\u30e2\u30c7\u30eb\u306e\u5165\u529b\u30c7\u30fc\u30bf\u306f\u3001\u53cd\u5fdc\u306b\u95a2\u4e0e\u3059\u308b\u5316\u5408\u7269\u306e\u5206\u5b50\u3001\u53cd\u5fdc\u30b9\u30ad\u30fc\u30e0\u3001\u304a\u3088\u3073\u985e\u4f3c\u306e\u53cd\u5fdc\u3092\u8aac\u660e\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u30b3\u30fc\u30d1\u30b9\uff09\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5206\u5b50\u3068\u53cd\u5fdc\u30b9\u30ad\u30fc\u30e0\u306f\u3069\u3061\u3089\u3082\u3001\u5316\u5b66\u5f0f\u3092\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306bSMILES\u3067\u8a18\u8ff0\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u53cd\u5fdc\u3092\u8868\u3059SMILES\u306f\u3001\u30b0\u30e9\u30d5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u30b0\u30e9\u30d5\u306b\u5909\u63db\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u3001\u30b0\u30e9\u30d5\u306f\u53cd\u5fdc\u306e\u8ffd\u52a0\u306e\u56f3\u3068\u3057\u3066\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u306b\u8868\u73fe\u3055\u308c\u305f\u3082\u306e\u3068\u898b\u306a\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u53cd\u5fdc\u30b0\u30e9\u30d5\u3068SMILES\u306f\u901a\u5e38\u306e\u30c6\u30ad\u30b9\u30c8\u3067\u306f\u306a\u3044\u305f\u3081\u3001\u8a00\u8a9e\u30c8\u30fc\u30af\u30f3\u3078\u306e\u5909\u63db\u306b\u306f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u6295\u5f71\u304c\u5fc5\u8981\u3067\u3059\u3002
\n\u5165\u529b\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u3001\u30e2\u30c7\u30eb\u306f\u9069\u5207\u306a\u6eb6\u5a92\uff08\u57fa\u8cea\u304c\u6eb6\u89e3\u3057\u3001\u5316\u5b66\u53cd\u5fdc\u304c\u9032\u884c\u3059\u308b\u6db2\u4f53\uff09\u3092\u9078\u629e\u3057\u3001\u89e6\u5a92\u3084\u4ed6\u306e\u5fc5\u8981\u306a\u8a66\u85ac\u3092\u63d0\u6848\u3057\u307e\u3059\u3002<\/p>\n

\u6587\u732e\uff1a<\/h2>\n

[1] J. Li, D. Zhang, X. Wang, Z. Hao, J. Lei, Q. Tan, C. Zhou, W. Liu, Y. Yang, X. Xiong, W. Wang, Z. Chen, W. Wang, W. Li, S. Zhang, M. Su, W. Ouyang, Y. Li, D. Zhou:ChemVLM: Exploring the Power of Multimodal Large Language Models in Chemistry Area, arXiv:2408.07246
\n[2] Y. Zhang, R. Yu, K. Zeng, D. Li, F.Zhu, X. Yang, Y. Jin, Y. Xu: Text-Augmented Multimodal LLMs for Chemical Reaction Condition Recommendation, arXiv:2407.15141<\/p>\n","protected":false},"excerpt":{"rendered":"

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