{"id":3933,"date":"2024-06-20T14:04:11","date_gmt":"2024-06-20T06:04:11","guid":{"rendered":"https:\/\/nullthought.net\/?p=3933"},"modified":"2024-11-07T11:02:57","modified_gmt":"2024-11-07T03:02:57","slug":"%f0%9d%97%a7%f0%9d%98%85-%f0%9d%97%9f%f0%9d%97%9f%f0%9d%97%a0%ef%bc%9a%e4%b8%80%e7%a7%8d%e7%94%a8%e4%ba%8e%e6%b2%bb%e7%96%97%e5%ad%a6%e7%9a%84%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=3933","title":{"rendered":"\ud835\udde7\ud835\ude05-\ud835\udddf\ud835\udddf\ud835\udde0\uff1a\u4e00\u79cd\u7528\u4e8e\u6cbb\u7597\u5b66\u7684\u5927\u8bed\u8a00\u6a21\u578b"},"content":{"rendered":"\n<p>\u6765\u81eaGoogle Research\u7684Juan Manuel Zambrano Chaves\u3001\u6765\u81eaGoogle DeepMind\u7684Eric Wang\u4ee5\u53ca\u5176\u4ed6\u591a\u540d\u7814\u7a76\u4eba\u5458\u8fd1\u671f\u5728\u8bba\u6587<strong><em><a href=\"https:\/\/arxiv.org\/pdf\/2406.06316\" target=\"_blank\" rel=\"noreferrer noopener\">Tx-LLM: A Large Language Model for Therapeutics<\/a><\/em><\/strong>\u4e2d\u63d0\u51fa\u4e86Tx-LLM\u6982\u5ff5\uff0c\u5373\u4e00\u79cd\u7528\u4e8e\u6cbb\u7597\u5b66\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4ecb\u7ecdTx-LLM\u63a2\u7d22\u4e86\u8fd9\u4e00\u65b0\u53ef\u80fd\u6027\u3002\u4e0e\u5927\u591a\u6570\u6cbb\u7597\u5b66AI\u6a21\u578b\u4e0d\u540c\uff0cTx-LLM\u662f\u4e00\u4e2a\u901a\u7528\u6a21\u578b\uff0c\u8bbe\u8ba1\u7528\u4e8e\u7406\u89e3\u591a\u79cd\u751f\u7269\u5b9e\u4f53\u2014\u2014\u5c0f\u5206\u5b50\u3001\u86cb\u767d\u8d28\u3001DNA\u3001\u7ec6\u80de\u7cfb\u3001\u75be\u75c5\u2014\u2014\u5e76\u80fd\u591f\u572866\u4e2a\u6cbb\u7597\u4efb\u52a1\u4e2d\u4ea4\u66ff\u4f7f\u7528\u81ea\u7531\u6587\u672c\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u7814\u7a76\u4eba\u5458\u5728\u8986\u76d6\u836f\u7269\u53d1\u73b0\u7ba1\u9053\u5404\u4e2a\u9636\u6bb5\u7684709\u4e2a\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u4e86Tx-LLM\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u6db5\u76d6\u4e8666\u4e2a\u4efb\u52a1\u3002\u4f7f\u7528\u6765\u81eaTherapeutic Data Commons (TDC)\u7684\u6570\u636e\u96c6\u6784\u5efa\u4e86\ud835\udde7\ud835\uddf5\ud835\uddf2\ud835\uddff\ud835\uddee\ud835\uddfd\ud835\uddf2\ud835\ude02\ud835\ude01\ud835\uddf6\ud835\uddf0\ud835\ude00 \ud835\uddf6\ud835\uddfb\ud835\ude00\ud835\ude01\ud835\uddff\ud835\ude02\ud835\uddf0\ud835\ude01\ud835\uddf6\ud835\uddfc\ud835\uddfb \ud835\udde7\ud835\ude02\ud835\uddfb\ud835\uddf6\ud835\uddfb\ud835\uddf4 (\ud835\udde7\ud835\ude05\ud835\udde7) \u96c6\u5408\u3002TxT\u5c06\u81ea\u7531\u6587\u672c\u6307\u4ee4\u4e0e\u5206\u5b50\u5b57\u7b26\u4e32\u8868\u793a\u4ea4\u7ec7\u5728\u4e00\u8d77\uff0c\u4f8b\u5982\u5c0f\u5206\u5b50\u7684SMILES\u5b57\u7b26\u4e32\u6216\u86cb\u767d\u8d28\u7684\u6c28\u57fa\u9178\u5e8f\u5217\u3002TxT\u7528\u4e8e\u63d0\u793a\u5e76\u5fae\u8c03Tx-LLM\uff0c\u4ee5\u89e3\u51b3\u6cbb\u7597\u9886\u57df\u7684\u5206\u7c7b\u3001\u56de\u5f52\u6216\u751f\u6210\u4efb\u52a1\u3002\u4f7f\u7528\u8fd9\u79cd\u7ec4\u5408\uff0cTx-LLM\u5728\u76f8\u5f53\u6570\u91cf\u7684\u8fd9\u4e9b\u4efb\u52a1\u4e2d\u5c55\u793a\u4e86\u4ee4\u4eba\u9f13\u821e\u7684\u7ed3\u679c\uff0c\u8fbe\u5230\u4e86\u6216\u8d85\u8fc7\u4e86\u6700\u5148\u8fdb\u7684\u6027\u80fd\uff08SOTA\uff09\u3002<\/p>\n\n\n\n<p>Tx-LLM\u7684\u901a\u7528\u6027\u8d28\u4f7f\u5176\u80fd\u591f\u9884\u6d4b\u591a\u79cd\u4e0e\u6cbb\u7597\u76f8\u5173\u7684\u5c5e\u6027\u3002\u572866\u4e2a\u4efb\u52a1\u4e2d\uff0cTx-LLM\u572843\u4e2a\u4efb\u52a1\u4e0a\u63a5\u8fd1SOTA\u8868\u73b0\uff0c\u5e76\u572822\u4e2a\u4efb\u52a1\u4e0a\u8d85\u8d8aSOTA\u3002Tx-LLM\u5728\u5c06\u5206\u5b50\u4fe1\u606f\uff08\u5982SMILES\u8868\u793a\uff09\u4e0e\u6587\u672c\u4e0a\u4e0b\u6587\uff08\u5982\u7ec6\u80de\u7cfb\u6216\u75be\u75c5\u540d\u79f0\uff09\u7ed3\u5408\u7684\u4efb\u52a1\u4e2d\u8868\u73b0\u5c24\u4e3a\u51fa\u8272\uff0c\u8fd9\u4e00\u4f18\u52bf\u53ef\u80fd\u6e90\u4e8e\u5176\u5728\u9884\u8bad\u7ec3\u671f\u95f4\u83b7\u5f97\u7684\u5e7f\u6cdb\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p>\u4e00\u4e2a\u4ee4\u4eba\u5174\u594b\u7684\u53d1\u73b0\u662f\uff0cTx-LLM\u4f3c\u4e4e\u80fd\u591f\u5728\u4e0d\u540c\u836f\u7269\u7c7b\u578b\u7684\u4efb\u52a1\u4e4b\u95f4\u4f20\u9012\u77e5\u8bc6\uff0c\u4f8b\u5982\u6d89\u53ca\u5c0f\u5206\u5b50\u548c\u86cb\u767d\u8d28\u7684\u4efb\u52a1\u3002\u8fd9\u53ef\u80fd\u652f\u6301\u4f7f\u7528\u901a\u7528\u6a21\u578b\uff0c\u7528\u76f8\u540c\u7684\u5b57\u7b26\u4e32\u8868\u793a\u8868\u8fbe\u591a\u79cd\u836f\u7269\u7c7b\u578b\uff0c\u800c\u4e0d\u662f\u4e3a\u6bcf\u79cd\u836f\u7269\u7c7b\u578b\u4f7f\u7528\u5355\u72ec\u7684\u8868\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"655\" height=\"760\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/06\/image-9.png\" alt=\"\" class=\"wp-image-3936\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/06\/image-9.png 655w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/06\/image-9-259x300.png 259w\" sizes=\"auto, (max-width: 655px) 100vw, 655px\" \/><figcaption class=\"wp-element-caption\">Overview of the Tx-LLM<br><strong><em><a href=\"https:\/\/arxiv.org\/pdf\/2406.06316\" target=\"_blank\" rel=\"noreferrer noopener\">Tx-LLM: A Large Language Model for Therapeutics<\/a><\/em><\/strong><\/figcaption><\/figure>\n\n\n\n<p>\u4ee5\u4e0b\u4e3a\u8bba\u6587\u603b\u4f53\u6982\u8ff0\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u5f15\u8a00<\/h4>\n\n\n\n<p>\u8bba\u6587\u4ecb\u7ecd\u4e86Tx-LLM\uff0c\u8fd9\u662f\u4e00\u79cd\u4e13\u4e3a\u6cbb\u7597\u5b66\u8bbe\u8ba1\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u65e8\u5728\u52a0\u901f\u836f\u7269\u7814\u53d1\u3002\u5f53\u524d\u5927\u591a\u6570AI\u65b9\u6cd5\u4ec5\u9650\u4e8e\u7279\u5b9a\u9886\u57df\u7684\u4efb\u52a1\uff0c\u800cTx-LLM\u5219\u901a\u8fc7\u5728709\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u8986\u76d6\u836f\u7269\u53d1\u73b0\u7ba1\u9053\u768466\u4e2a\u4efb\u52a1\uff0c\u5c55\u793a\u4e86\u5176\u5728\u591a\u79cd\u5316\u5b66\u548c\u751f\u7269\u5b9e\u4f53\uff08\u5982\u5c0f\u5206\u5b50\u3001\u86cb\u767d\u8d28\u3001\u6838\u9178\u3001\u7ec6\u80de\u7cfb\u3001\u75be\u75c5\uff09\u4e0a\u7684\u9884\u6d4b\u80fd\u529b\u3002\u6a21\u578b\u572843\u4e2a\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u4e8e\u6216\u63a5\u8fd1\u6700\u5148\u8fdb\u6c34\u5e73\uff08SOTA\uff09\uff0c\u5e76\u572822\u4e2a\u4efb\u52a1\u4e0a\u8d85\u8fc7SOTA\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u76f8\u5173\u5de5\u4f5c<\/h4>\n\n\n\n<p>\u6587\u7ae0\u56de\u987e\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u53d1\u5c55\uff0c\u7279\u522b\u662f\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u5316\u5b66\u548c\u751f\u7269\u5b66\u4e2d\u7684\u5e94\u7528\u3002\u5b83\u8fd8\u8ba8\u8bba\u4e86\u4e13\u4e3a\u6cbb\u7597\u5b66\u8bbe\u8ba1\u7684\u4e13\u5bb6\u6a21\u578b\u7684\u5c40\u9650\u6027\uff0c\u5f3a\u8c03\u4e86Tx-LLM\u4f5c\u4e3a\u901a\u7528\u6a21\u578b\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u65b9\u6cd5<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">3.1 \u6570\u636e\u96c6<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u6765\u6e90<\/strong>\uff1aTx-LLM\u7684\u6570\u636e\u96c6\u6765\u81eaTherapeutic Data Commons (TDC)\uff0c\u8986\u76d6\u836f\u7269\u7814\u53d1\u7684\u5404\u4e2a\u9636\u6bb5\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u683c\u5f0f<\/strong>\uff1a\u6bcf\u4e2a\u6570\u636e\u96c6\u88ab\u683c\u5f0f\u5316\u4e3a\u6587\u672c\u63d0\u793a\uff0c\u5305\u62ec\u6307\u4ee4\u3001\u4e0a\u4e0b\u6587\u3001\u95ee\u9898\u548c\u7b54\u6848\u3002\u6570\u636e\u96c6\u7684\u7c7b\u578b\u5305\u62ec\u4e8c\u5143\u5206\u7c7b\u3001\u56de\u5f52\u548c\u751f\u6210\u4efb\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3.2 \u6a21\u578b<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u57fa\u7840\u6a21\u578b<\/strong>\uff1aTx-LLM\u57fa\u4e8ePaLM-2\u6a21\u578b\uff0c\u901a\u8fc7\u5c11\u91cf\u793a\u4f8b\u63d0\u793a\u8fdb\u884c\u5fae\u8c03\u3002<\/li>\n\n\n\n<li><strong>\u5fae\u8c03<\/strong>\uff1a\u4f7f\u7528TxT\u8bad\u7ec3\u6570\u636e\u5bf9PaLM-2\u8fdb\u884c\u5fae\u8c03\uff0c\u8bad\u7ec3\u5355\u4e00\u6a21\u578b\u6765\u5904\u7406\u6240\u6709TDC\u6570\u636e\u96c6\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3.3 \u8bc4\u4f30<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>SOTA\u8868\u73b0<\/strong>\uff1a\u8bc4\u4f30Tx-LLM\u5728TDC\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\uff0c\u7ed3\u679c\u8868\u660eTx-LLM\u572843\u4e2a\u4efb\u52a1\u4e0a\u8d85\u8fc7\u6216\u63a5\u8fd1SOTA\u3002<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u8fc1\u79fb<\/strong>\uff1a\u901a\u8fc7\u5bf9\u6bd4\u8bad\u7ec3\u5728\u6240\u6709\u6570\u636e\u96c6\u4e0a\u7684\u6a21\u578b\u548c\u4ec5\u5728\u5c0f\u5206\u5b50\u6570\u636e\u96c6\u4e0a\u7684\u6a21\u578b\uff0c\u53d1\u73b0\u4e0d\u540c\u7c7b\u578b\u836f\u7269\u4efb\u52a1\u4e4b\u95f4\u5b58\u5728\u6b63\u8fc1\u79fb\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u7ed3\u679c<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">4.1 TDC\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6574\u4f53\u8868\u73b0<\/strong>\uff1aTx-LLM\u572866\u4e2a\u4efb\u52a1\u4e2d\uff0c43\u4e2a\u4efb\u52a1\u4e0a\u8fbe\u5230\u6216\u8d85\u8fc7SOTA\uff0c\u5176\u4e2d22\u4e2a\u4efb\u52a1\u663e\u8457\u8d85\u8d8aSOTA\u3002<\/li>\n\n\n\n<li><strong>SMILES\u548c\u6587\u672c\u6570\u636e\u96c6<\/strong>\uff1a\u5bf9\u4e8e\u5305\u542bSMILES\u548c\u6587\u672c\u7684\u6570\u636e\u96c6\uff0cTx-LLM\u8868\u73b0\u5c24\u4e3a\u51fa\u8272\uff0c\u53ef\u80fd\u662f\u56e0\u4e3a\u5728\u9884\u8bad\u7ec3\u671f\u95f4\u5b66\u4e60\u5230\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">4.2 \u6570\u636e\u96c6\u95f4\u7684\u6b63\u8fc1\u79fb<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6b63\u8fc1\u79fb\u6548\u679c<\/strong>\uff1a\u5728\u6240\u6709\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u5728\u5c0f\u5206\u5b50\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u4f18\u4e8e\u4ec5\u5728\u5c0f\u5206\u5b50\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u8868\u660e\u4e0d\u540c\u7c7b\u578b\u836f\u7269\u6570\u636e\u96c6\u4e4b\u95f4\u5b58\u5728\u6b63\u8fc1\u79fb\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">4.3 \u6d88\u878d\u7814\u7a76<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u89c4\u6a21\u548c\u5fae\u8c03<\/strong>\uff1a\u8f83\u5927\u7684\u6a21\u578b\u89c4\u6a21\u548c\u9886\u57df\u5fae\u8c03\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u8868\u73b0\u3002<\/li>\n\n\n\n<li><strong>\u63d0\u793a\u7b56\u7565<\/strong>\uff1a\u4e0d\u540c\u6570\u91cf\u7684\u63d0\u793a\u548c\u9009\u62e9\u65b9\u5f0f\u5bf9\u6027\u80fd\u7684\u5f71\u54cd\u4e0d\u663e\u8457\u3002<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u79fb\u9664<\/strong>\uff1a\u79fb\u9664\u4e0a\u4e0b\u6587\u4fe1\u606f\u4f1a\u663e\u8457\u964d\u4f4e\u6a21\u578b\u6027\u80fd\uff0c\u7279\u522b\u662f\u5728\u5305\u542b\u591a\u4e2a\u5b50\u4efb\u52a1\u7684\u6570\u636e\u96c6\u4e2d\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">5. \u8ba8\u8bba<\/h4>\n\n\n\n<p>Tx-LLM\u662f\u9996\u4e2a\u5728\u591a\u79cdTDC\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u901a\u7528LLM\u6a21\u578b\uff0c\u5c55\u793a\u4e86\u5728\u836f\u7269\u7814\u53d1\u5404\u4e2a\u9636\u6bb5\u7684\u6f5c\u5728\u5e94\u7528\u3002\u7136\u800c\uff0c\u6a21\u578b\u4ecd\u5728\u7814\u7a76\u9636\u6bb5\uff0c\u672a\u6765\u53ef\u80fd\u9700\u8981\u7ed3\u5408\u5176\u4ed6\u5148\u8fdb\u6a21\u578b\uff08\u5982<a href=\"https:\/\/nullthought.net\/?p=3712\" target=\"_blank\" rel=\"noreferrer noopener\">Gemini<\/a>\u7cfb\u5217\uff09\u6765\u8fdb\u4e00\u6b65\u63d0\u5347\u6027\u80fd\u3002\u6b64\u5916\uff0c\u5b9e\u9a8c\u9a8c\u8bc1\u4ecd\u662f\u836f\u7269\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u7684\u5173\u952e\u6b65\u9aa4\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">6. \u7ed3\u8bba<\/h4>\n\n\n\n<p>Tx-LLM\u901a\u8fc7\u7edf\u4e00\u591a\u4e2a\u4efb\u52a1\u7684\u901a\u7528\u6a21\u578b\uff0c\u4e3a\u836f\u7269\u5f00\u53d1\u63d0\u4f9b\u4e86\u4e00\u4e2a\u65b0\u7684\u65b9\u5411\u3002\u5c3d\u7ba1\u9700\u8981\u8fdb\u4e00\u6b65\u53d1\u5c55\u548c\u9a8c\u8bc1\uff0cTx-LLM\u5c55\u793a\u4e86AI\u5728\u63d0\u5347\u836f\u7269\u5f00\u53d1\u6548\u7387\u65b9\u9762\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6765\u81eaGoogle Research\u7684Juan Manuel Zambrano Chaves\u3001\u6765\u81eaGoogle  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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