{"id":34269,"date":"2024-12-03T11:56:22","date_gmt":"2024-12-03T03:56:22","guid":{"rendered":"https:\/\/17aitech.com\/?p=34269"},"modified":"2024-12-03T11:56:22","modified_gmt":"2024-12-03T03:56:22","slug":"%e4%b8%93%e4%b8%ba%e4%ba%94%e5%a4%a7%e7%a7%91%e5%ad%a6%e9%a2%86%e5%9f%9f%e5%ae%9a%e5%88%b6%ef%bc%8cnasa%e4%b8%8eibm%e5%90%88%e4%bd%9c%e5%bc%80%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8bindus","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34269","title":{"rendered":"\u4e13\u4e3a\u4e94\u5927\u79d1\u5b66\u9886\u57df\u5b9a\u5236\uff0cNASA\u4e0eIBM\u5408\u4f5c\u5f00\u5927\u8bed\u8a00\u6a21\u578bINDUS"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-27-3\" target=\"_blank\">\u4e13\u4e3a\u4e94\u5927\u79d1\u5b66\u9886\u57df\u5b9a\u5236\uff0cNASA\u4e0eIBM\u5408\u4f5c\u5f00\u5927\u8bed\u8a00\u6a21\u578bINDUS<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1899205005c55f25e9aab6a685abb2a4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1899205005c55f25e9aab6a685abb2a4.png\"><\/a><\/section>\n<section>INDUS \u4ee5\u5357\u5929\u661f\u5ea7\u547d\u540d\uff0c\u662f\u4e00\u5957\u5168\u9762\u7684\u5927\u578b<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u652f\u6301\u4e94\u4e2a\u79d1\u5b66\u9886\u57df\u3002\uff08\u6765\u6e90\uff1aNASA\uff09<\/section>\n<p>\u7f16\u8f91 | KX<\/p>\n<p>\u5728\u5927\u91cf\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u5927\u578b<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark> (LLM) \u5728<mark data-type=\"tech_tasks\" data-id=\"2065eb40-cdce-474e-bf22-dd0b9509dbb8\">\u81ea\u7136\u8bed\u8a00\u7406\u89e3<\/mark>\u548c\u751f\u6210\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\u3002\u5927\u591a\u6570\u6d41\u884c\u7684 LLM \u4f7f\u7528 Wikipedia \u7b49\u901a\u7528<mark data-type=\"concepts\" data-id=\"930c591c-a35b-4761-83ef-22ef12aa3c5f\">\u8bed\u6599\u5e93<\/mark>\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f46\u8bcd\u6c47\u7684\u5206\u5e03\u53d8\u5316\u5bfc\u81f4\u7279\u5b9a\u9886\u57df\u7684\u6027\u80fd\u4e0d\u4f73\u3002<\/p>\n<p>\u53d7\u6b64\u542f\u53d1\uff0cNASA \u4e0e <mark data-type=\"institutions\" data-id=\"b86983cf-b858-45b0-86a1-b05cb94cde08\">IBM<\/mark> \u5408\u4f5c\u5f00\u53d1\u4e86\u00a0INDUS\uff0c\u8fd9\u662f\u4e00\u5957\u5168\u9762\u7684 LLM\uff0c\u4e13\u4e3a\u5730\u7403\u79d1\u5b66\u3001\u751f\u7269\u5b66\u3001\u7269\u7406\u5b66\u3001\u592a\u9633\u7269\u7406\u5b66\u3001\u884c\u661f\u79d1\u5b66\u548c\u5929\u4f53\u7269\u7406\u5b66\u9886\u57df\u91cf\u8eab\u5b9a\u5236\uff0c\u5e76\u4f7f\u7528\u4ece\u4e0d\u540c\u6570\u636e\u6e90\u7684\u7cbe\u9009\u79d1\u5b66<mark data-type=\"concepts\" data-id=\"930c591c-a35b-4761-83ef-22ef12aa3c5f\">\u8bed\u6599\u5e93<\/mark>\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n<p>INDUS \u5305\u542b\u4e24\u7c7b\u6a21\u578b\uff1a\u7f16\u7801\u5668\u548c\u53e5\u5b50 Transformer\u3002\u7f16\u7801\u5668\u5c06\u81ea\u7136\u8bed\u8a00\u6587\u672c\u8f6c\u6362\u4e3a LLM \u53ef\u4ee5\u5904\u7406\u7684\u6570\u5b57\u7f16\u7801\u3002INDUS \u7f16\u7801\u5668\u5728\u5305\u542b\u5929\u4f53\u7269\u7406\u5b66\u3001\u884c\u661f\u79d1\u5b66\u3001\u5730\u7403\u79d1\u5b66\u3001\u592a\u9633\u7269\u7406\u5b66\u3001\u751f\u7269\u548c\u7269\u7406\u79d1\u5b66\u6570\u636e\u7684 600 \u4ebf\u4e2a tokens \u7684<mark data-type=\"concepts\" data-id=\"930c591c-a35b-4761-83ef-22ef12aa3c5f\">\u8bed\u6599\u5e93<\/mark>\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n<p>\u76f8\u5173\u7814\u7a76\u4ee5\u300c<em>INDUS: Effective and Efficient Language Models for Scientific Applications<\/em>\u300d\u4e3a\u9898\uff0c\u53d1\u5e03\u5728\u00a0<em>arXiv<\/em> \u9884\u5370\u5e73\u53f0\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1ecbcfa115517e6eb3bf6111d4951b32.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1ecbcfa115517e6eb3bf6111d4951b32.png\"><\/a><\/p>\n<section>\u8bba\u6587\u94fe\u63a5\uff1a<em>https:\/\/arxiv.org\/abs\/2405.10725<\/em><\/section>\n<p>\u5728\u901a\u7528\u9886\u57df<mark data-type=\"concepts\" data-id=\"930c591c-a35b-4761-83ef-22ef12aa3c5f\">\u8bed\u6599\u5e93<\/mark>\u4e0a\u8bad\u7ec3\u7684 LLM \u5728<mark data-type=\"tech_tasks\" data-id=\"c8ff5114-6cbb-49ca-8a89-3ee2826be0b4\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark> (NLP) \u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\u3002\u7136\u800c\uff0c\u5148\u524d\u7684\u7814\u7a76\u8868\u660e\uff0c\u4f7f\u7528\u7279\u5b9a\u9886\u57df<mark data-type=\"concepts\" data-id=\"930c591c-a35b-4761-83ef-22ef12aa3c5f\">\u8bed\u6599\u5e93<\/mark>\u8bad\u7ec3\u7684 LLM \u5728\u4e13\u95e8\u4efb\u52a1\u4e0a\u8868\u73b0\u66f4\u597d\u3002<\/p>\n<p>\u6bd4\u5982\uff0c\u6709\u7814\u7a76\u8005\u5df2\u7ecf\u5f00\u53d1\u4e86\u51e0\u4e2a\u7279\u5b9a\u9886\u57df\u7684 LLM\uff0c\u4f8b\u5982\u00a0SCIBERT\u3001BIOBERT\u3001MATBERT\u3001BATTERYBERT \u548c SCHOLARBERT\uff0c\u76ee\u7684\u662f\u63d0\u9ad8\u9886\u57df\u5185 NLP \u4efb\u52a1\u7684\u51c6\u786e\u6027\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 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id=\"INDUS%EF%BC%9A%E4%B8%80%E5%A5%97%E5%85%A8%E9%9D%A2%E7%9A%84_LLM\"><\/span><strong>INDUS\uff1a\u4e00\u5957\u5168\u9762\u7684 LLM<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\u5728\u8be5\u7814\u7a76\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u7279\u522b\u5173\u6ce8\u4e0e\u5730\u7403\u3001\u5929\u4f53\u3001\u592a\u9633\u548c\u592a\u9633\u7cfb\u5185\u7684\u884c\u661f\u76f8\u5173\u7684\u8de8\u5b66\u79d1\u9886\u57df\uff0c\u4f8b\u5982\u7269\u7406\u5b66\u3001\u5730\u7403\u79d1\u5b66\u3001\u5929\u4f53\u7269\u7406\u5b66\u3001\u592a\u9633\u7269\u7406\u5b66\u3001\u884c\u661f\u79d1\u5b66\u548c\u751f\u7269\u5b66\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-9c9dbd3f4dc595a275bcc52d09defa14.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-9c9dbd3f4dc595a275bcc52d09defa14.png\"><\/a><\/p>\n<section>\u56fe\u793a\uff1aINDUS \u6a21\u578b\u6982\u89c8\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/section>\n<p>INDUS \u662f\u4e00\u7ec4\u57fa\u4e8e\u7f16\u7801\u5668\u7684 LLM\uff0c\u4e13\u6ce8\u4e8e\u8fd9\u4e9b\u611f\u5174\u8da3\u7684\u9886\u57df\uff0c\u7528\u4e0d\u540c\u6765\u6e90\u7684\u7cbe\u5fc3\u7b56\u5212\u7684<mark data-type=\"concepts\" data-id=\"930c591c-a35b-4761-83ef-22ef12aa3c5f\">\u8bed\u6599\u5e93<\/mark>\u8fdb\u884c\u8bad\u7ec3\u3002INDUS \u4e2d\u5305\u542b\u7684 50,000 \u4e2a\u8bcd\u6c47\u4e2d\u6709\u8d85\u8fc7\u4e00\u534a\u662f\u7528\u4e8e\u8bad\u7ec3\u7684\u7279\u5b9a\u79d1\u5b66\u9886\u57df\u6240\u72ec\u6709\u7684\u3002INDUS \u7f16\u7801\u5668\u6a21\u578b\u5bf9\u5927\u7ea6 2.68 \u4ebf\u4e2a\u6587\u672c\u5bf9\uff08\u5305\u62ec\u6807\u9898\/\u6458\u8981\u548c\u95ee\u9898\/\u7b54\u6848\uff09\u4e0a\u7684\u53e5\u5b50 Transformer \u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002<\/p>\n<p><strong>\u5177\u4f53\u800c\u8a00\uff1a<\/strong><\/p>\n<p>1. \u5229\u7528\u5b57\u8282\u5bf9\u7f16\u7801\u7b97\u6cd5\uff0c\u4ece\u7cbe\u9009\u7684\u79d1\u5b66<mark data-type=\"concepts\" data-id=\"930c591c-a35b-4761-83ef-22ef12aa3c5f\">\u8bed\u6599\u5e93<\/mark>\u4e2d\u6784\u5efa\u4e86\u5b9a\u5236\u7684\u6807\u8bb0\u5668 INDUSBPE\u3002<\/p>\n<p>2. \u4f7f\u7528\u7cbe\u9009\u7684\u79d1\u5b66<mark data-type=\"concepts\" data-id=\"930c591c-a35b-4761-83ef-22ef12aa3c5f\">\u8bed\u6599\u5e93<\/mark>\u548c INDUSBPE \u6807\u8bb0\u5668\u9884\u8bad\u7ec3\u4e86\u591a\u4e2a\u4ec5\u7f16\u7801\u5668\u7684 LLM\u3002\u8fdb\u4e00\u6b65\u901a\u8fc7\u4f7f\u7528\u5bf9\u6bd4\u5b66\u4e60\u76ee\u6807\u5bf9\u4ec5\u7f16\u7801\u5668\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u6765\u521b\u5efa\u53e5\u5b50\u5d4c\u5165\u6a21\u578b\uff0c\u4ee5\u5b66\u4e60\u300c\u901a\u7528\u300d\u53e5\u5b50\u5d4c\u5165\u3002\u4f7f\u7528\u77e5\u8bc6\u63d0\u70bc\u6280\u672f\u8bad\u7ec3\u4e86\u8fd9\u4e9b\u6a21\u578b\u7684\u66f4\u5c0f\u3001\u66f4\u9ad8\u6548\u7684\u7248\u672c\u3002<\/p>\n<p>3. \u521b\u5efa\u4e86\u4e09\u4e2a\u65b0\u7684\u79d1\u5b66<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6570\u636e\u96c6\uff0cCLIMATE-CHANGE NER\uff08\u5b9e\u4f53\u8bc6\u522b\u4efb\u52a1\uff09\u3001NASA-QA\uff08\u63d0\u53d6\u95ee\u7b54\u4efb\u52a1\uff09\u548c NASA-IR\uff08\u68c0\u7d22\u4efb\u52a1\uff09\uff0c\u4ee5\u8fdb\u4e00\u6b65\u52a0\u901f\u8fd9\u4e00\u591a\u5b66\u79d1\u9886\u57df\u7684\u7814\u7a76\u3002<\/p>\n<p>4. \u901a\u8fc7\u5b9e\u9a8c\u7ed3\u679c\uff0c\u5c55\u793a\u4e86\u6a21\u578b\u5728\u8fd9\u4e9b<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4efb\u52a1\u4ee5\u53ca\u73b0\u6709\u9886\u57df\u7279\u5b9a<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4e0a\u7684\u51fa\u8272\u8868\u73b0\uff0c\u8d85\u8d8a\u4e86 RoBERTa \u7b49\u901a\u7528\u6a21\u578b\u4ee5\u53ca SCIBERT \u7b49\u79d1\u5b66\u9886\u57df\u7f16\u7801\u5668\u3002<\/p>\n<h1><span class=\"ez-toc-section\" id=\"%E6%AF%94%E9%9D%9E%E9%A2%86%E5%9F%9F%E7%89%B9%E5%AE%9A_LLM_%E8%A1%A8%E7%8E%B0%E6%9B%B4%E5%A5%BD\"><\/span><strong>\u6bd4\u975e\u9886\u57df\u7279\u5b9a LLM \u8868\u73b0\u66f4\u597d<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\u901a\u8fc7\u4e3a INDUS \u63d0\u4f9b\u9886\u57df\u7279\u5b9a\u8bcd\u6c47\uff0c\u7814\u7a76\u56e2\u961f\u5728\u751f\u7269\u533b\u5b66\u4efb\u52a1<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u3001\u79d1\u5b66\u95ee\u7b54<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u548c\u5730\u7403\u79d1\u5b66\u5b9e\u4f53\u8bc6\u522b\u6d4b\u8bd5\u4e2d\uff0c\u6bd4\u5f00\u653e\u7684\u3001\u975e\u9886\u57df\u7279\u5b9a LLM \u8868\u73b0\u66f4\u597d\u3002<\/p>\n<p>\u5c06 INDUS \u6a21\u578b\u4e0e\u7c7b\u4f3c\u5927\u5c0f\u7684\u5f00\u6e90\u6a21\u578b RoBERTaBASE\u3001SCIBERT\u3001MINILM \u548c\u00a0TINYBERT \u8fdb\u884c\u4e86\u6bd4\u8f83\u3002<\/p>\n<p>\u5728<mark data-type=\"tech_tasks\" data-id=\"2065eb40-cdce-474e-bf22-dd0b9509dbb8\">\u81ea\u7136\u8bed\u8a00\u7406\u89e3<\/mark>\u4efb\u52a1\u4e0a\uff0c\u5728\u57fa\u7840\u6a21\u578b\u4e2d\uff0cINDUSBASE \u5728\u5fae\u89c2\/\u5b8f\u89c2\u5e73\u5747\u503c\u4e0a\u660e\u663e\u4f18\u4e8e\u901a\u7528 RoBERTa \u6a21\u578b\uff0c\u540c\u65f6\u5728\u751f\u7269\u9886\u57df\u7279\u5b9a\u7684\u5bf9\u5e94\u6a21\u578b SCIBERT \u4e2d\u4e5f\u53d6\u5f97\u4e86\u7ade\u4e89\u6027\u7684\u8868\u73b0\u3002<\/p>\n<p>\u8868\uff1aBLURB \u7684\u8bc4\u4f30\u7ed3\u679c\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-0b29b7009e6ad54b8a0863223f9f42a1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-0b29b7009e6ad54b8a0863223f9f42a1.png\"><\/a><\/section>\n<p>BLURB \u5728\u6c14\u5019\u53d8\u5316 NER \u4efb\u52a1\u4e0a\u660e\u663e\u4f18\u4e8e\u76f8\u5e94\u7684\u57fa\u7ebf\u6a21\u578b\uff0c\u8868\u660e\u4e86\u5bf9\u5927\u578b\u7279\u5b9a\u9886\u57df\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u7684\u6709\u6548\u6027\u3002<\/p>\n<p>\u8868\uff1a\u6c14\u5019\u53d8\u5316 NER <mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u7ed3\u679c\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-fa6aa228db98febd852521010c8da65e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-fa6aa228db98febd852521010c8da65e.png\"><\/a><\/section>\n<p>\u5728 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f6bf5d12812b87e9ba59b9e14e4c5568.png\"><\/a><\/section>\n<p>\u5728\u68c0\u7d22\u4efb\u52a1\u4e2d\uff0c\u5728 NASA-IR \u6570\u636e\u96c6\u548c BEIR <mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4e0a\u8bc4\u4f30\u4e86 INDUS \u6a21\u578b\uff0c\u8be5<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u7531 12 \u4e2a\u6db5\u76d6\u5404\u79cd\u9886\u57df\u7684\u68c0\u7d22\u4efb\u52a1\u7ec4\u6210\u3002<\/p>\n<p>\u5982\u4e0b\u8868\u6240\u793a\uff0c\u4e24\u4e2a\u53e5\u5b50\u5d4c\u5165\u6a21\u578b\u5728 NASA-IR \u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u90fd\u660e\u663e\u4f18\u4e8e\u57fa\u7ebf\uff0c\u540c\u65f6\u5728\u51e0\u4e2a BEIR \u4efb\u52a1\u4e0a\u4ecd\u4fdd\u6301\u826f\u597d\u7684\u6027\u80fd\u3002<\/p>\n<p>\u8868\uff1aNASA-IR \u548c BEIR 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target=\"_blank\">\u4e13\u4e3a\u4e94\u5927\u79d1\u5b66\u9886\u57df\u5b9a\u5236\uff0cNASA\u4e0eIBM\u5408\u4f5c\u5f00\u5927\u8bed\u8a00\u6a21\u578bINDUS<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4e13\u4e3a\u4e94\u5927\u79d1\u5b66\u9886\u57df\u5b9a\u5236\uff0c [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","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":"","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":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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