{"id":36553,"date":"2025-01-13T20:00:11","date_gmt":"2025-01-13T12:00:11","guid":{"rendered":"https:\/\/17aitech.com\/?p=36553"},"modified":"2025-01-13T20:00:11","modified_gmt":"2025-01-13T12:00:11","slug":"%e7%bb%93%e6%9e%84%e5%8c%96%e8%a1%a8%e6%a0%bc%e4%b9%9f%e6%88%90%e6%a8%a1%e6%80%81%ef%bc%81%e6%b5%99%e5%a4%a7tablegpt2%e5%bc%80%e6%ba%90%ef%bc%8c%e6%9c%80%e5%bc%ba%e8%a1%a8%e6%a0%bcai%e9%97%ae%e4%b8%96","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36553","title":{"rendered":"\u7ed3\u6784\u5316\u8868\u683c\u4e5f\u6210\u6a21\u6001\uff01\u6d59\u5927TableGPT2\u5f00\u6e90\uff0c\u6700\u5f3a\u8868\u683cAI\u95ee\u4e16"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-07-3\" target=\"_blank\">\u7ed3\u6784\u5316\u8868\u683c\u4e5f\u6210\u6a21\u6001\uff01\u6d59\u5927TableGPT2\u5f00\u6e90\uff0c\u6700\u5f3a\u8868\u683cAI\u95ee\u4e16<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"29\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u5f53\u7ed3\u6784\u5316\u6570\u636e\u4e5f\u53d8\u6210\u4e00\u4e2a\u6a21\u6001\uff0c\u54ea\u5bb6\u7684\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u8131\u9896\u800c\u51fa\u5462\uff1f<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u73b0\u5728\u6b63\u662f\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u65f6\u4ee3\uff0c\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u30013D\u3001\u751a\u81f3\u6c14\u8c61\u8fd0\u52a8\u90fd\u5728\u7eb7\u7eb7\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u539f\u751f\u6587\u672c\u6a21\u6001\u7ec4\u5408\u3002\u800c\u6d59\u6c5f\u5927\u5b66\u53ca\u5176\u8ba1\u7b97\u673a\u521b\u65b0\u6280\u672f\u7814\u7a76\u9662\u7684\u4e00\u4e2a\u6570\u5341\u4eba\u56e2\u961f\u4e5f\u5c06\u7ed3\u6784\u5316\u6570\u636e\uff08\u5305\u62ec\u6570\u636e\u5e93\u3001\u6570\u4ed3\u3001\u8868\u683c\u3001json \u00a0\u7b49\uff09\u89c6\u4e3a\u4e86\u4e00\u79cd\u72ec\u7acb\u6a21\u6001\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u8fd9\u4e00\u89c6\u89d2\uff0c\u4f9d\u6258 Qwen\uff0c\u4ed6\u4eec\u7814\u53d1\u4e86 TableGPT \u7cfb\u5217\u6a21\u578b\u3002\u73b0\u5982\u4eca\uff0c\u8fd9\u4e2a\u6a21\u578b\u5df2\u7ecf\u66f4\u65b0\u5230\u4e86\u7b2c 2 \u4ee3\uff0c\u6027\u80fd\u8868\u73b0\u8f83\u4e4b\u524d\u4ee3\u5df2\u6709\u5927\u5e45\u63d0\u5347\uff1a<strong>\u5728\u67d0\u4e9b\u57fa\u51c6\u4e0a\uff0cTableGPT2 \u80fd\u591f\u5ab2\u7f8e\u751a\u81f3\u4f18\u4e8e GPT-4o\uff01<\/strong>\u6216\u8005\u6309\u56e2\u961f\u8d1f\u8d23\u4eba\u9648\u521a\u548c\u8d75\u4fca\u535a\u4e24\u4f4d\u6559\u6388\u7684\u8bf4\u6cd5\uff1a\u300c\u76ee\u524d\u901a\u7528\u5927\u6a21\u578b\u5728\u8bb8\u591a\u7ed3\u6784\u5316\u6570\u636e\u76f8\u5173\u7684\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u4ecd\u7136\u8f83\u5f31\uff0cTableGPT2 \u5728\u76f8\u5173\u4efb\u52a1\u7684\u699c\u5355\u4e0a\u94c1\u8155\u5237\u699c \u2014\u2014 \u5404\u7c7b\u76f8\u5173\u4efb\u52a1\u5237\u51fa\u53bb\u5e73\u5747 40 \u4e2a\u70b9\u3002\u300d<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-dd66370b30d74315c92f7b9177aec939.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-dd66370b30d74315c92f7b9177aec939.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aTableGPT2: A Large Multimodal Model with Tabular Data Integration<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2411.02059<\/section>\n<\/li>\n<li>\n<section>TableGPT \u667a\u80fd\u4f53\uff1ahttps:\/\/github.com\/tablegpt\/tablegpt-agent<\/section>\n<\/li>\n<li>\n<section>Hugging Face\uff1ahttps:\/\/huggingface.co\/tablegpt\/TableGPT2-7B<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u8868\u793a\uff1a\u300c\u63d0\u51fa TableGPT2 \u7684\u5173\u952e\u52a8\u673a\u662f\u89e3\u51b3\u5f53\u524d LLM \u5728\u6570\u636e\u9a71\u52a8\u578b\u771f\u5b9e\u4e16\u754c\u5e94\u7528\u4e2d\u7684\u9650\u5236\u3002\u300d<\/section>\n<section><\/section>\n<section>\u5f53\u4eca\u7684\u8bb8\u591a LLM \u7684\u8bbe\u8ba1\u76ee\u6807\u5c31\u662f\u4ee5\u7aef\u5230\u7aef\u7684\u65b9\u5f0f\u8fd0\u884c\uff0c\u800c\u6ca1\u6709\u6574\u5408\u5916\u90e8\u6570\u636e\u3002\u4f46\u8be5\u56e2\u961f\u8ba4\u4e3a\u8fd9\u79cd\u65b9\u6cd5\u5b58\u5728\u56fa\u6709\u7f3a\u9677\u3002<strong>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5982\u679c\u4f60\u60f3\u7528 LLM \u6765\u5e2e\u52a9\u4f60\u6311\u9009\u80a1\u7968\uff0c\u4f46\u5982\u679c\u4e0d\u7ed9\u5b83\u63d0\u4f9b\u5b9e\u65f6\u7684\u5e02\u573a\u4fe1\u606f\uff0c\u5b83\u7684\u5efa\u8bae\u5c31\u6839\u672c\u4e0d\u53ef\u80fd\u9760\u8c31\uff1b\u66f4\u522b\u8bf4\u5fc5\u9700\u75c5\u4eba\u75c5\u5386\u548c\u5404\u7c7b\u8fc7\u5f80\u7684\u6307\u6807\u6570\u636e\u624d\u80fd\u505a\u51fa\u51c6\u786e\u5224\u65ad\u7684\u533b\u7597 AI \u5e94\u7528\u4e86\u3002\u5177\u8eab\u667a\u80fd\u4e2d\u7684\u7075\u5de7\u624b\u7684\u89e6\u89c9\u4fe1\u53f7\u4ee5\u53ca\u591a\u4e2a\u4f20\u611f\u5668\u4e2d\u7684\u5404\u7c7b \u300c\u89c9\u300d \u4e5f\u90fd\u662f\u7ed3\u6784\u5316\u4fe1\u606f\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u540c\u65f6\uff0c\u5373\u4fbf LLM \u5df2\u7ecf\u6574\u5408\u4e86\u5916\u90e8\u6570\u636e\u6e90\uff08\u5982\u6570\u636e\u5e93\uff09\uff0c\u5176\u6027\u80fd\u4e5f\u5f80\u5f80\u65e0\u6cd5\u8fbe\u5230\u6700\u4f18\u3002\u76ee\u524d\u5e38\u89c1\u7684\u6574\u5408\u601d\u8def\u5305\u62ec\u901a\u8fc7\u5de5\u5177\uff08\u5982 natural-language-to-sql \/ NL2SQL\uff09\u6765\u8c03\u7528\u5916\u90e8\u6570\u636e\u6e90\u4ee5\u53ca\u901a\u8fc7\u66f4\u957f\u7684\u957f\u4e0b\u6587\u548c\u65b0\u67b6\u6784\u6765\u7eb3\u5165\u5916\u90e8\u6570\u636e\u6e90\u3002\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u8981\u4e48\u96be\u4ee5\u7528\u4e8e\u590d\u6742\u573a\u666f\uff0c\u8981\u4e48\u5c31\u6548\u7387\u4f4e\u4e0b\uff0c\u4e0d\u5b9e\u7528\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u8fd9\u4e9b\u601d\u8003\uff0c\u8be5\u56e2\u961f\u8ba4\u4e3a\u5728\u6574\u5408\u5916\u90e8\u6570\u636e\u6e90\u65f6\u9700\u8981\u6839\u672c\u4e0a\u7684\u8303\u5f0f\u8f6c\u53d8\u3002TableGPT2 \u4e5f\u7531\u6b64\u800c\u751f\uff0c\u8be5\u6a21\u578b\u7684\u8bbe\u8ba1\u76ee\u6807\u662f\u76f4\u63a5\u4e14\u9ad8\u6548\u5730\u6574\u5408\u548c\u5904\u7406\u8868\u683c\u6570\u636e\uff0c\u514b\u670d\u5f53\u524d LLM \u7684\u56fa\u6709\u9650\u5236\uff0c\u8fdb\u800c\u5b9e\u73b0\u751f\u4ea7\u7ea7\u90e8\u7f72\u3002<\/section>\n<section><\/section>\n<section>\u4e4b\u524d LLM \u548c VLM \u65b9\u9762\u7684\u7814\u7a76\u5df2\u7ecf\u8bc1\u660e\u4e86\u5927\u89c4\u6a21\u591a\u6837\u5316\u6570\u636e\u96c6\u7684\u91cd\u8981\u6027\u3002\u5176\u5b9e\u8868\u683c\u6570\u636e\u4e5f\u540c\u6837\u591a\uff0c\u5e76\u4e14\u4e5f\u540c\u6837\u91cd\u8981\u3002\u636e\u4f30\u8ba1\uff0c\u5168\u7403\u8d85\u8fc7 70% \u7684\u6570\u636e\u90fd\u662f\u4ee5\u7ed3\u6784\u5316\u7684\u8868\u683c\u5f62\u5f0f\u5b58\u50a8\u7684\uff0c\u5305\u62ec\u6570\u636e\u5e93\u548c\u7535\u5b50\u8868\u683c\u3002<\/section>\n<section><\/section>\n<section>\u6240\u4ee5\uff0c\u8d44\u6e90\u6d69\u701a\uff0c\u4e5f\u56e0\u6b64\uff0c\u5f00\u53d1\u5927\u89c4\u6a21\u8868\u683c\u6a21\u578b\u6781\u5177\u6f5c\u529b\uff01\u8be5\u56e2\u961f\u8868\u793a\uff1a\u300c\u901a\u8fc7\u4f7f\u7528\u5927\u89c4\u6a21\u8868\u683c\u53ca\u5176 schema \u5143\u6570\u636e\u7684\u6570\u636e\u96c6\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u63a2\u7d22\u80fd\u5426\u6709\u6548\u5730\u5efa\u6a21\u8fd9\u4e9b\u6570\u636e\u683c\u5f0f\uff0c\u4ece\u800c\u5f97\u5230\u53ef\u7528\u4e8e\u5546\u4e1a\u667a\u80fd\u7b49\u5e94\u7528\u7684\u529f\u80fd\u5f3a\u5927\u7684\u6a21\u578b\u3002\u300d<\/section>\n<section><\/section>\n<section>TableGPT2 \u7684\u8868\u683c\u6570\u636e\u7f16\u7801\u5668\u662f\u8be5\u56e2\u961f\u5168\u65b0\u8bbe\u8ba1\u7684\uff0c\u5176\u91cd\u5728\u5efa\u6a21\u8868\u683c\u6570\u636e\u7684\u7ed3\u6784\u548c\u5185\u5bb9\u3002\u8fd9\u8ba9 TableGPT2 \u53ef\u4ee5\u6355\u83b7 schema \u5c42\u9762\u548c\u5355\u5143\u683c\u5c42\u9762\u7684\u4fe1\u606f\uff0c\u4ece\u800c\u6709\u671b\u4e3a\u8868\u683c\u5927\u6a21\u578b\u5e26\u6765\u6587\u672c\u6a21\u578b\u548c\u89c6\u89c9\u6a21\u578b\u6240\u7ecf\u5386\u8fc7\u7684\u90a3\u79cd\u5de8\u5927\u63d0\u5347\u3002<\/section>\n<section><\/section>\n<section><strong>TableGPT2 \u662f\u4ec0\u4e48<\/strong><\/section>\n<section><\/section>\n<section>\u4ece\u540d\u79f0\u4e5f\u80fd\u770b\u51fa\uff0cTableGPT2 \u662f TableGPT \u7684\u65b0\u4e00\u4ee3\u7248\u672c\u3002\u521d\u59cb\u7248\u672c\u7684 TableGPT \u5c31\u5df2\u7ecf\u5f15\u5165\u4e86\u7ed3\u6784\u5316\u7279\u5b9a\u9886\u57df\u8bed\u8a00\uff08DSL\uff09\u548c\u4e13\u7528\u8868\u683c\u7f16\u7801\u5668\u7b49\u65b9\u6cd5\uff0c\u53ef\u4ee5\u7ba1\u7406\u590d\u6742\u7684\u57fa\u4e8e\u8868\u683c\u7684\u67e5\u8be2\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0cTableGPT2 \u5b9e\u73b0\u4e86\u5de8\u5927\u7684\u6539\u8fdb\u3002\u4ed6\u4eec\u4e0d\u4ec5\u6269\u5927\u4e86\u6570\u636e\u548c\u8bad\u7ec3\u534f\u8bae\u7684\u89c4\u6a21\uff0c\u8fd8\u91cd\u65b0\u8bbe\u8ba1\u4e86\u6bcf\u4e2a\u7ec4\u4ef6\uff0c\u540c\u65f6\u4e5f\u5f15\u5165\u4e86\u4e00\u4e9b\u63d0\u5347\u7a33\u5065\u6027\u3001\u6269\u5927\u9002\u7528\u6027\u4ee5\u53ca\u4f18\u5316\u5546\u4e1a\u667a\u80fd\u5e94\u7528\u6027\u80fd\u7684\u6280\u672f\u3002<\/section>\n<section><\/section>\n<section>\u6700\u7ec8\uff0c\u5927\u89c4\u6a21\u591a\u6a21\u6001\u6a21\u578b TableGPT2 \u8bde\u751f\u4e86\uff01\u5b83\u6709\u4e24\u79cd\u914d\u7f6e\uff1a7B \u548c 72B \u7248\u672c\u3002\u5b83\u4eec\u5168\u90fd\u57fa\u4e8e Qwen2.5 \u7cfb\u5217\u6a21\u578b\u3002\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u8be5\u56e2\u961f\u4f7f\u7528\u4e86\u8d85\u8fc7 860 \u4ebf token \u6765\u8fdb\u884c\u6301\u7eed\u9884\u8bad\u7ec3\uff08CPT\uff09\u3001\u8d85\u8fc7 43.75 \u4e07\u4e2a\u8868\u683c &#8211; \u8bed\u8a00\u4ea4\u7ec7\u7684\u6837\u672c\u6765\u8bad\u7ec3\u7f16\u7801\u5668\u3001236 \u4e07\u591a\u4e2a\u9ad8\u8d28\u91cf\u300c\u67e5\u8be2 &#8211; \u8868\u683c &#8211; \u8f93\u51fa\u300d\u5143\u7ec4\u6765\u8fdb\u884c\u76d1\u7763\u5f0f\u5fae\u8c03\u3002<\/section>\n<section><\/section>\n<section>\u5728\u76f8\u5173\u7814\u7a76\u4e2d\uff0c\u8fd9\u79cd\u89c4\u6a21\u662f\u524d\u6240\u672a\u6709\u7684\uff0c\u8db3\u4ee5\u4fdd\u8bc1 TableGPT2 \u6ee1\u8db3\u6d89\u53ca\u7ed3\u6784\u5316\u6216\u8868\u683c\u6570\u636e\u7684\u73b0\u4ee3\u5e94\u7528\u7684\u4e25\u683c\u8981\u6c42\u3002<\/section>\n<section><\/section>\n<section>TableGPT2 \u7ecf\u5386\u7684\u6301\u7eed\u9884\u8bad\u7ec3\uff08CPT\uff09\u3001\u76d1\u7763\u5f0f\u5fae\u8c03\uff08SFT\uff09\u548c\u652f\u6301\u751f\u4ea7\u7ea7\u80fd\u529b\u7684\u667a\u80fd\u4f53\u6846\u67b6\u4e0d\u540c\u4e8e\u4f20\u7edf LLM\uff0c\u56e0\u4e3a\u8fd9\u91cc\u7684\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u66f4\u52a0\u6ce8\u91cd\u7f16\u7a0b\u3001\u591a\u8f6e\u63a8\u7406\u548c\u5de5\u5177\u4f7f\u7528\u3002\u8fd9\u4e9b\u7279\u70b9\u53ef\u786e\u4fdd\u6a21\u578b\u4e0d\u4ec5\u64c5\u957f\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u800c\u4e14\u80fd\u591f\u5f88\u597d\u5730\u5904\u7406\u4e0e\u8868\u683c\u76f8\u5173\u7684\u590d\u6742\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u8be5\u56e2\u961f\u8fd8\u521d\u6b65\u63a2\u7d22\u4e86\u8868\u683c\u6570\u636e\u7684\u591a\u6a21\u6001\u5bf9\u9f50\u3002\u5177\u4f53\u6765\u8bf4\uff0cTableGPT2 \u521b\u65b0\u6027\u5730\u52a0\u5165\u4e86\u4e00\u4e2a\u5355\u72ec\u7684\u6a21\u6001\u6a21\u5757\uff0c\u4e13\u95e8\u7528\u4e8e\u8bfb\u53d6\u548c\u89e3\u91ca\u8868\u683c\u6570\u636e\u3002\u7c7b\u4f3c\u4e8e\u89c6\u89c9 &#8211; \u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\uff0cTableGPT2 \u5305\u542b\u4e00\u4e2a\u8868\u683c\u6570\u636e\u8bfb\u53d6\u6a21\u5757\uff0c\u5176\u4f5c\u7528\u662f\u751f\u6210\u4e0e\u6765\u81ea\u6587\u672c\u8f93\u5165\u7684 token \u5d4c\u5165\u76f8\u8fde\u63a5\u7684\u4e13\u7528\u5d4c\u5165\u3002\u8fd9\u4e2a\u65b0\u589e\u6a21\u5757\u53ef\u8ba9 TableGPT2 \u66f4\u597d\u5730\u6355\u83b7\u8868\u683c\u6570\u636e\u7684\u7ed3\u6784\u548c\u8bed\u4e49\uff0c\u4ece\u800c\u5728\u590d\u6742\u7684\u5546\u4e1a\u667a\u80fd\u573a\u666f\u4e2d\u5b9e\u73b0\u66f4\u51c6\u786e\u7684\u8868\u683c\u7406\u89e3\u3002\u56fe 1 \u63cf\u7ed8\u4e86\u5176\u6574\u4f53\u6a21\u578b\u6846\u67b6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3877d1911b8894ebe5eb937f3653eace.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3877d1911b8894ebe5eb937f3653eace.png\"><\/a><\/section>\n<section><strong>TableGPT2 \u662f\u5982\u4f55\u70bc\u6210\u7684<\/strong><\/section>\n<section><\/section>\n<section><strong>\u6301\u7eed\u9884\u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5b9e\u73b0 TableGPT2 \u7684\u76ee\u6807\uff0c\u8be5\u56e2\u961f\u9996\u5148\u662f\u901a\u8fc7\u6301\u7eed\u9884\u8bad\u7ec3\uff08CPT\uff09\u6765\u63d0\u5347\u6a21\u578b\u7684\u7f16\u7a0b\u548c\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c80% \u7684 CPT \u6570\u636e\u90fd\u662f\u6807\u6ce8\u826f\u597d\u7684\u4ee3\u7801\uff0c\u4ece\u800c\u786e\u4fdd TableGPT2 \u5177\u6709\u7a33\u5065\u7684\u7f16\u7a0b\u80fd\u529b\uff0c\u8fd9\u4e0e DeepSeek-v2 \u91c7\u7528\u7684\u65b9\u6cd5\u662f\u4e00\u81f4\u7684\u3002\u6b64\u5916\uff0c\u8be5\u56e2\u961f\u8fd8\u505a\u4e86\u8865\u5145\uff1b\u4ed6\u4eec\u6536\u96c6\u6574\u7406\u4e86\u5927\u91cf\u5305\u542b\u591a\u79cd\u9886\u57df\u77e5\u8bc6\uff08\u5982\u91d1\u878d\u3001\u5236\u9020\u4e1a\u3001\u751f\u7269\u6280\u672f\u3001\u5e02\u573a\u6280\u672f\uff09\u7684\u63a8\u7406\u6570\u636e\u548c\u4e00\u822c\u6559\u79d1\u4e66\uff0c\u4ee5\u4fdd\u6301\u6570\u636e\u6bd4\u4f8b\u5e73\u8861\uff0c\u589e\u5f3a\u63a8\u7406\u80fd\u529b\u3002\u8868 1 \u5c55\u793a \u00a0CPT \u8fc7\u7a0b\u4e2d\u4f7f\u7528\u7684\u6570\u636e\u5206\u5e03\u548c\u603b token \u6570\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0f84f3989cf148b47d866a3f2b63adcf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0f84f3989cf148b47d866a3f2b63adcf.png\"><\/a><\/section>\n<section>\u5728\u6570\u636e\u5904\u7406\u65b9\u9762\uff0c\u4ed6\u4eec\u91c7\u7528\u4e86\u4e00\u79cd\u4e24\u7ea7\u8fc7\u6ee4\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6587\u6863\u5c42\u9762\uff0c\u4ed6\u4eec\u4f7f\u7528 54 \u4e2a\u4e0d\u540c\u7684\u7c7b\u522b\u5bf9\u6570\u636e\u8fdb\u884c\u4e86\u6807\u6ce8\uff0c\u4ee5\u786e\u4fdd\u5168\u9762\u8986\u76d6\u4e0d\u540c\u7684\u6587\u6863\u7c7b\u578b\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u4e00\u4e9b\u91cd\u8981\u7684\u8fc7\u6ee4\u6807\u7b7e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-de51fd7b74077c69474339e495634370.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-de51fd7b74077c69474339e495634370.png\"><\/a><\/section>\n<section>\u5728 token \u5c42\u9762\uff0c\u5219\u662f\u5229\u7528\u4e86 RHO-1 \u6765\u5fae\u8c03\u5bf9\u9ad8\u8d28\u91cf token \u7684\u9009\u62e9\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u5f15\u5165\u4e86\u4e00\u79cd\u53ef\u5c06\u4ee3\u7801\u957f\u5ea6\u548c\u4e0a\u4e0b\u6587\u7a97\u53e3\u8bbe\u7f6e\u7eb3\u5165\u8003\u8651\u7684\u65b0\u65b9\u6cd5\uff0c\u8fd9\u53ef\u4f18\u5316\u6a21\u578b\u6709\u6548\u5904\u7406\u591a\u79cd\u4e0d\u540c\u4ee3\u7801\u6bb5\u7684\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u7ecf\u8fc7\u5f7b\u5e95\u8fc7\u6ee4\u540e\uff0c\u6700\u7ec8\u7684 CPT \u6570\u636e\u5305\u542b 86B token\uff0c\u8fd9\u79cd\u7a33\u5065\u5f3a\u5927\u7684\u9884\u8bad\u7ec3\u53ef\u786e\u4fdd TableGPT2 \u5177\u5907\u5fc5\u8981\u7684\u7f16\u7a0b\u548c\u63a8\u7406\u80fd\u529b\uff0c\u8db3\u4ee5\u5e94\u5bf9\u590d\u6742\u7684\u5546\u4e1a\u667a\u80fd\u548c\u5176\u4ed6\u76f8\u5173\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section><strong>\u6709\u76d1\u7763\u5fae\u8c03<\/strong><\/section>\n<section><\/section>\n<section>\u5728 TableGPT2 \u4e2d\uff0c\u76d1\u7763\u5f0f\u5fae\u8c03\uff08SFT\uff09\u7684\u4f5c\u7528\u662f\u89e3\u51b3\u5728\u7528\u4e8e\u5546\u4e1a\u667a\u80fd\u4efb\u52a1\u548c\u573a\u666f\u65f6\u7684\u5c40\u9650\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u6b64\uff0c\u8be5\u56e2\u961f\u7f16\u6392\u4e86\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u542b\u8303\u56f4\u5e7f\u6cdb\u7684\u8fd1\u4e4e\u73b0\u5b9e\u7684\u5173\u952e\u573a\u666f\uff0c\u5305\u62ec\u591a\u8f6e\u5bf9\u8bdd\u3001\u590d\u6742\u63a8\u7406\u3001\u5de5\u5177\u4f7f\u7528\u548c\u9488\u5bf9\u5177\u4f53\u4e1a\u52a1\u7684\u67e5\u8be2\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e2a\u6570\u636e\u96c6\u7684\u6784\u5efa\u8fc7\u7a0b\u65e2\u5305\u62ec\u4eba\u5de5\u6807\u6ce8\uff0c\u4e5f\u5305\u542b\u4e00\u4e2a\u4e13\u5bb6\u9a71\u52a8\u7684\u81ea\u52a8\u5316\u6807\u6ce8\u6d41\u7a0b\uff0c\u4ece\u800c\u53ef\u4ee5\u4fdd\u8bc1\u6570\u636e\u7684\u8d28\u91cf\u548c\u76f8\u5173\u6027\u3002\u603b\u4f53\u800c\u8a00\uff0cSFT \u8fc7\u7a0b\u6d89\u53ca 236 \u4e07\u4e2a\u6837\u672c\uff0c token \u6570\u91cf\u8fbe\u6570\u5341\u4ebf\uff0c\u8db3\u53ef\u7528\u4e8e\u8fdb\u4e00\u6b65\u5fae\u8c03\u6a21\u578b\uff0c\u4f7f\u5176\u6ee1\u8db3\u5546\u4e1a\u667a\u80fd\u548c\u5176\u4ed6\u6d89\u53ca\u8868\u683c\u7684\u73af\u5883\u7684\u7279\u5b9a\u9700\u6c42\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f94f254129cfc76c3119bc5ef5b67444.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f94f254129cfc76c3119bc5ef5b67444.png\"><\/a><\/section>\n<section>\u66f4\u5177\u4f53\u5730\u8bf4\uff0cTableGPT2 \u7684 SFT \u6d41\u7a0b\u6709\u4e00\u4e2a\u5173\u952e\u5dee\u5f02\uff0c\u5373\u8fd9 236 \u4e07\u4e2a\u6307\u4ee4\u6837\u672c\u7684\u7ec4\u6210\u975e\u5e38\u5e73\u8861\u4e14\u591a\u6837\u5316\u3002\u5982\u6b64\u4e00\u6765\uff0c\u5c31\u53ef\u4ee5\u6ee1\u8db3\u8868\u683c\u76f8\u5173\u4efb\u52a1\u7684\u9700\u6c42\uff1a\u65e2\u9700\u8981\u901a\u7528\u7684\u6a21\u578b\u80fd\u529b\uff0c\u4e5f\u9700\u8981\u9488\u5bf9\u8868\u683c\u7684\u6280\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u6570\u636e\u96c6\u5305\u542b\u7684\u8868\u683c\u4e13\u6709\u4efb\u52a1\u5305\u62ec\u4ee3\u7801\u751f\u6210\uff08Python \u548c SQL\uff09\u3001\u8868\u683c\u67e5\u8be2\u3001\u6570\u636e\u53ef\u89c6\u5316\u3001\u7edf\u8ba1\u6d4b\u8bd5\u548c\u9884\u6d4b\u5efa\u6a21\u3002\u6b64\u5916\uff0c\u5176\u4e2d\u8fd8\u6709\u8868\u683c\u7406\u89e3\u3001\u8868\u683c\u751f\u6210\u3001\u7f3a\u5931\u503c\u63d2\u8865\u548c\u57fa\u4e8e\u8868\u683c\u7684\u95ee\u7b54\u7b49\u591a\u79cd\u4efb\u52a1\uff0c\u51e0\u4e4e\u6db5\u76d6\u4e86\u8868\u683c\u4f7f\u7528\u7684\u6240\u6709\u9636\u6bb5\u3002\u8f93\u5165\u683c\u5f0f\u52a0\u4e0a\u968f\u673a\u6392\u5217\u7684\u8868\u683c\u5143\u6570\u636e\uff08\u5982\u5b57\u6bb5\u63cf\u8ff0\u3001schema \u4fe1\u606f\u548c\u503c\u679a\u4e3e\uff09\uff0c\u53ef\u4ee5\u4ea7\u751f\u8d85\u8fc7 20 \u79cd\u4e0d\u540c\u7684\u300c\u8868\u683c &#8211; \u4fe1\u606f\u300d\u8f93\u5165\u7ec4\u5408\uff0c\u7ec4\u53ef\u786e\u4fdd\u5168\u9762\u8986\u76d6\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u4fdd\u8bc1\u6570\u636e\u8d28\u91cf\uff0c\u4ed6\u4eec\u8fd8\u5b9e\u65bd\u4e86\u4e00\u4e2a\u591a\u6b65\u9aa4\u7684\u6570\u636e\u8fc7\u6ee4\u6d41\u7a0b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u9996\u5148\uff0c\u4f7f\u7528\u4e00\u7ec4\u57fa\u4e8e\u89c4\u5219\u7684\u8fc7\u6ee4\u5668\uff0c\u5305\u62ec\u4f7f\u7528 Python \u548c SQL \u6267\u884c\u5668\u68c0\u67e5\u4ee3\u7801\u7684\u53ef\u6267\u884c\u6027\u548c\u6b63\u786e\u6027\uff0c\u4ece\u800c\u6d88\u9664\u5e38\u89c1\u9519\u8bef\uff08\u4f8b\u5982\u952e\u9519\u8bef\u548c\u7c7b\u578b\u8f6c\u6362\u95ee\u9898\uff09\u3002\u6b64\u5916\uff0c\u8fd8\u4f1a\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u548c\u5176\u4ed6\u89c4\u5219\u6765\u4e22\u5f03\u5f02\u5e38\u8f93\u51fa\u3002<\/section>\n<\/li>\n<li>\n<section>\u7136\u540e\uff0c\u4f7f\u7528\u591a\u4e2a\u6a21\u578b\uff08\u5982 GPT-4o\uff09\u5bf9\u8fc7\u6ee4\u540e\u7684\u6570\u636e\u8fdb\u884c\u8bc4\u5206\uff1b\u8fd9\u91cc\u4f7f\u7528\u7684\u63d0\u793a\u8bcd\u662f\u4e13\u95e8\u8bbe\u8ba1\u7684\uff0c\u53ef\u4ee5\u4fdd\u8bc1\u5f97\u5230\u66f4\u4e3a\u7ec6\u81f4\u7684\u8bc4\u4f30\u3002\u53ea\u8981\u5f53\u6837\u672c\u5728\u6240\u6709\u8bc4\u5206\u7ec4\u5408\u4e0a\u90fd\u8d85\u8fc7\u9608\u503c\u65f6\uff0c\u8be5\u6837\u672c\u624d\u4f1a\u88ab\u4fdd\u7559\u4e0b\u6765\u3002<\/section>\n<\/li>\n<li>\n<section>\u4e4b\u540e\uff0c\u901a\u8fc7\u4eba\u5de5\u68c0\u67e5\u8fdb\u884c\u6837\u672c\u6821\u51c6\u3002\u5982\u679c\u6837\u672c\u51c6\u786e\u7387\u4f4e\u4e8e 95%\uff0c\u5c31\u91cd\u65b0\u5ba1\u67e5\u5e76\u4f18\u5316\u5176\u6570\u636e\u751f\u6210\u548c\u8fc7\u6ee4\u811a\u672c\u3002<\/section>\n<\/li>\n<li>\n<section>\u6700\u540e\uff0c\u6267\u884c\u8bc4\u4f30\uff0c\u8fd9\u4f1a\u7528\u5230\u4e00\u4e2a\u5305\u542b\u7ea6 94.9K \u4e2a\u6848\u4f8b\uff08\u5305\u62ec\u73b0\u6709\u6848\u4f8b\u548c\u65b0\u6784\u5efa\u7684\u6848\u4f8b\uff09\u7684\u56fa\u5b9a\u9a8c\u8bc1\u96c6\uff0c\u5982\u6b64\u53ef\u786e\u4fdd\u751f\u6210\u7684\u7ed3\u679c\u662f\u53ef\u6267\u884c\u4e14\u51c6\u786e\u7684\u3002\u540c\u65f6\u8fd8\u4f1a\u6267\u884c\u8fdb\u4e00\u6b65\u7684\u624b\u52a8\u9a8c\u8bc1\u6765\u62bd\u67e5\u4efb\u4f55\u4e0d\u4e00\u81f4\u4e4b\u5904\u5e76\u68c0\u6d4b\u6f5c\u5728\u7684\u6570\u636e\u95ee\u9898\uff0c\u4f8b\u5982\u7f3a\u5c11\u51fd\u6570\u8c03\u7528\u6216\u591a\u8f6e\u5bf9\u8bdd\u80fd\u529b\u8f83\u5dee\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u7528\u4e8e\u8868\u683c\u6570\u636e\u7684\u6570\u636e\u589e\u5f3a<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u63d0\u5347 TableGPT2 \u7684\u6027\u80fd\uff08\u5c24\u5176\u662f\u5546\u4e1a\u667a\u80fd\u4efb\u52a1\u6027\u80fd\uff09\uff0c\u8be5\u56e2\u961f\u91c7\u7528\u4e86\u591a\u79cd\u67e5\u8be2\u589e\u5f3a\u6280\u672f\uff0c\u5305\u62ec<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5728\u67e5\u8be2\u5185\u5f15\u5165\u5b57\u6bb5\u65f6\u8fdb\u884c\u6a21\u7cca\u5316\u5904\u7406<\/section>\n<\/li>\n<li>\n<section>\u901a\u8fc7\u533f\u540d\u5316\u5b57\u6bb5\u540d\u548c\u7c7b\u522b\u503c\u6765\u5b9e\u73b0\u8868\u683c\u6570\u636e\u589e\u5f3a<\/section>\n<\/li>\n<li>\n<section>\u901a\u8fc7\u7ed3\u5408\u5355\u8f6e\u548c\u591a\u8f6e\u95ee\u7b54\u4efb\u52a1\u6765\u589e\u5f3a\u6a21\u578b\u7684\u591a\u529f\u80fd\u6027<\/section>\n<\/li>\n<li>\n<section>\u4f7f\u7528\u53d8\u52a8\u7684\u63d0\u793a\u8bcd\u683c\u5f0f\u548c\u8f93\u51fa\u7ed3\u6784\u6765\u964d\u4f4e TableGPT2 \u5bf9\u67d0\u4e9b\u63d0\u793a\u8bcd\u6a21\u677f\u7684\u654f\u611f\u5ea6<\/section>\n<\/li>\n<li>\n<section>\u5728\u6570\u636e\u751f\u6210\u8fc7\u7a0b\u4e2d\u5e94\u7528\u540e\u5904\u7406\u589e\u5f3a\u6765\u63d0\u5347\u8bad\u7ec3\u6570\u636e\u7684\u591a\u6837\u6027<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u8bed\u4e49\u8868\u683c\u7f16\u7801\u5668<\/strong><\/section>\n<section><\/section>\n<section>\u7531\u4e8e NL2SQL \u7b49\u4f20\u7edf\u5de5\u4f5c\u6d41\u7a0b\u5b58\u5728\u5c40\u9650\u6027\uff0c\u8be5\u56e2\u961f\u4e3a TableGPT2 \u8bbe\u8ba1\u4e86\u65b0\u7684\u8bed\u4e49\u7f16\u7801\u5668\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cb19e2c672139926ea4c826688ceb6b7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cb19e2c672139926ea4c826688ceb6b7.png\"><\/a><\/section>\n<section>\u8fd9\u79cd\u65b0\u7684\u8868\u683c\u7f16\u7801\u5668\u7684\u8f93\u5165\u662f\u6574\u5f20\u8868\u683c\u3002\u57fa\u4e8e\u6b64\uff0c\u5b83\u53ef\u4e3a\u6bcf\u4e00\u5217\u751f\u6210\u4e00\u7ec4\u7d27\u51d1\u7684\u5d4c\u5165\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u67b6\u6784\u662f\u6839\u636e\u8868\u683c\u6570\u636e\u7684\u72ec\u7279\u5c5e\u6027\u4e13\u95e8\u8bbe\u8ba1\u7684\uff0c\u6bd5\u7adf\u8868\u683c\u4e0e\u6587\u672c\u3001\u56fe\u50cf\u548c\u5176\u5b83\u6570\u636e\u7c7b\u578b\u5b58\u5728\u6839\u672c\u6027\u5dee\u5f02\u3002<\/section>\n<section><\/section>\n<section>\u8868\u683c\u7684\u8bed\u4e49\u6765\u81ea\u56db\u4e2a\u5173\u952e\u7ef4\u5ea6\uff1a\u5355\u5143\u683c\u3001\u884c\u3001\u5217\u548c\u8868\u683c\u6574\u4f53\u7ed3\u6784\u3002\u8fd9\u4e9b\u7ef4\u5ea6\u90fd\u5b58\u5728\u6392\u5217\u4e0d\u53d8\u6027\uff08permutation invariance\uff09\u3002\u57fa\u4e8e\u8fd9\u4e00\u89c2\u5bdf\uff0c\u8be5\u56e2\u961f\u5b9e\u73b0\u4e86\u4e00\u4e2a\u6ca1\u6709\u4f4d\u7f6e\u5d4c\u5165\u7684\u4e8c\u7ef4\u6ce8\u610f\u529b\u673a\u5236\u4ee5\u53ca\u4e00\u4e2a\u5206\u5c42\u7279\u5f81\u63d0\u53d6\u8fc7\u7a0b\u3002\u8fd9\u80fd\u786e\u4fdd\u884c\u65b9\u5411\u548c\u5217\u65b9\u5411\u7684\u5173\u7cfb\u90fd\u88ab\u6355\u83b7\u5e76\u88ab\u6709\u6548\u7406\u89e3\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u91c7\u7528\u4e86\u4e00\u79cd\u9010\u5217\u5f0f\u5bf9\u6bd4\u5b66\u4e60\u65b9\u6cd5\uff0c\u4ee5\u9f13\u52b1\u6a21\u578b\u5b66\u4e60\u6709\u610f\u4e49\u7684\u3001\u5bf9\u7ed3\u6784\u6709\u611f\u77e5\u7684\u8868\u683c\u8bed\u4e49\u8868\u5f81\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u4f7f\u7528\u4e86 Q-former \u5f0f\u7684\u9002\u5e94\u5668\uff08\u914d\u5907\u4e86\u4e00\u7ec4\u53ef\u5b66\u4e60\u7684\u67e5\u8be2\uff09\u6765\u5c06\u5217\u5d4c\u5165\u4e0e\u6587\u672c\u5d4c\u5165\u5bf9\u9f50\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u8fd8\u5f15\u5165\u4e86\u4e24\u4e2a\u7279\u6b8a token  \u548c \uff0c\u4ee5\u533a\u5206\u8868\u683c\u7279\u5f81\u548c\u539f\u751f\u6587\u672c\uff0c\u8ba9\u6a21\u578b\u53ef\u4ee5\u540c\u65f6\u5904\u7406\u8fd9\u4e24\u79cd\u6a21\u6001\uff0c\u5e76\u4e14\u4e0d\u4ea7\u751f\u6df7\u6dc6\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u8fdb\u4e00\u6b65\u589e\u5f3a\u6587\u672c\u4fe1\u606f\u3001\u5217\u5d4c\u5165\u548c schema \u5143\u6570\u636e\u4e4b\u95f4\u7684\u5bf9\u9f50\u7a0b\u5ea6\uff0c\u4ed6\u4eec\u8fd8\u4f7f\u7528\u4e86\u8054\u5408\u6307\u4ee4\u5fae\u8c03\u3002\u6b64\u8fc7\u7a0b\u6709\u52a9\u4e8e\u4f18\u5316\u6a21\u578b\u5bf9\u8868\u683c\u6570\u636e\u7684\u7406\u89e3\uff0c\u4f7f\u5176\u80fd\u591f\u66f4\u6709\u6548\u5730\u96c6\u6210\u548c\u89e3\u8bfb\u5404\u79cd\u8f93\u5165\u3002<\/section>\n<section><\/section>\n<section>\u987a\u5e26\u4e00\u63d0\uff0c\u76ee\u524d\u8fd9\u4e2a\u7f16\u7801\u5668\u90e8\u5206\u8fd8\u5c1a\u672a\u5f00\u6e90\u3002\u81f3\u4e8e\u539f\u56e0\uff0c\u8d75\u4fca\u535a\u535a\u58eb\u8868\u793a\uff1a\u300c\u4e00\u65b9\u9762\u4fdd\u62a4\u4e0b\u56e2\u961f\u5b66\u751f\u4eec\u672a\u6765\u7684\u5c0f\u8bba\u6587\uff0c\u53e6\u5916\u4e00\u65b9\u9762\u786e\u5b9e VLM \u548c\u7279\u5b9a\u9886\u57df\u7684\u9002\u914d\u6ca1\u5f04\u597d\uff0c\u89e3\u7801\u5668\u53ef\u4ee5\u72ec\u7acb\u4f7f\u7528\uff0c\u6548\u679c\u4ecd\u5728\u3002\u300d<\/section>\n<section><\/section>\n<section><strong>\u667a\u80fd\u4f53\u6846\u67b6<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u5728\u5f00\u6e90\u5e93\u4e2d\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5168\u9762\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7a0b\u8fd0\u884c\u65f6\u95f4\u6846\u67b6\uff0c\u5176\u8bbe\u8ba1\u76ee\u6807\u662f\u5c06 TableGPT2 \u65e0\u7f1d\u5730\u96c6\u6210\u5230\u4f01\u4e1a\u7ea7\u6570\u636e\u5206\u6790\u5de5\u5177\u4e2d\u3002\u8be5\u6846\u67b6\u5305\u542b\u4e09\u4e2a\u6838\u5fc3\u7ec4\u4ef6\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8fd0\u884c\u65f6\u95f4\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b<\/section>\n<\/li>\n<li>\n<section>\u4e00\u4e2a\u5b89\u5168\u7684\u4ee3\u7801\u6c99\u7bb1<\/section>\n<\/li>\n<li>\n<section>\u4e00\u4e2a\u667a\u80fd\u4f53\u8bc4\u4f30\u6a21\u5757<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5b83\u4eec\u52a0\u5728\u4e00\u8d77\uff0c\u53ef\u4ee5\u63d0\u5347\u667a\u80fd\u4f53\u7684\u80fd\u529b\u548c\u53ef\u9760\u6027\u3002\u8fd9\u4e2a\u5de5\u4f5c\u6d41\u7a0b\u5177\u6709\u6a21\u5757\u5316\u7684\u6b65\u9aa4\uff0c\u56e0\u6b64\u53ef\u652f\u6301\u590d\u6742\u7684\u6570\u636e\u5206\u6790\u3002\u8fd9\u4e9b\u6b65\u9aa4\u5305\u62ec\u8f93\u5165\u89c4\u8303\u5316\u3001\u667a\u80fd\u4f53\u6267\u884c\uff08\u53ef\u9009\u62e9 VLM \u652f\u6301\uff09\u3001\u5de5\u5177\u8c03\u7528\u3002<\/section>\n<section><\/section>\n<section>\u518d\u7ed3\u5408\u68c0\u7d22\u589e\u5f3a\u5f0f\u751f\u6210\uff08RAG\uff0c\u7528\u4e8e\u9ad8\u6548\u4e0a\u4e0b\u6587\u68c0\u7d22\uff09\u548c\u4ee3\u7801\u6c99\u7bb1\uff08\u7528\u4e8e\u5b89\u5168\u6267\u884c\uff09\uff0c\u8be5\u6846\u67b6\u53ef\u786e\u4fdd TableGPT2 \u4e3a\u5b9e\u9645\u95ee\u9898\u63d0\u4f9b\u51c6\u786e\u3001\u4e0e\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u89c1\u89e3\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u4e86\u667a\u80fd\u4f53\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u7a0b\uff1a\u9996\u5148\u901a\u8fc7\u4e00\u4e2a\u63d0\u793a\u8bcd\u5de5\u7a0b\u6a21\u5757\u6765\u51c6\u5907\u548c\u5904\u7406\u8f93\u5165\u67e5\u8be2\u3002\u518d\u57fa\u4e8e\u4e00\u4e2a\u5916\u90e8\u77e5\u8bc6\u5e93\u4f7f\u7528 RAG \u6a21\u5757\u540e\uff0c\u5c06\u7ecf\u8fc7\u5904\u7406\u7684\u8f93\u5165\u9001\u5165\u4e3b\u6a21\u578b\u3002\u7136\u540e\uff0cTableGPT2 \u4f1a\u4e0e\u4e00\u4e2a\u89c6\u89c9 &#8211; \u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u5408\u4f5c\u751f\u6210\u5de5\u5177\u8c03\u7528\u3001\u4ee3\u7801\u7b49\u76f8\u5173\u52a8\u4f5c\u3002\u901a\u8fc7\u89c2\u5bdf\u4e2d\u95f4\u7ed3\u679c\uff0c\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u9009\u62e9\u662f\u5426\u8fed\u4ee3\uff0c\u4ee5\u5229\u7528\u8be5\u667a\u80fd\u4f53\u7684\u53cd\u601d\u80fd\u529b\u3002\u901a\u8fc7\u667a\u80fd\u4f53\u4e0e\u5de5\u5177\u4e4b\u95f4\u7684\u65e0\u7f1d\u4ea4\u4e92\uff0c\u8fd9\u4e2a\u8fed\u4ee3\u8fc7\u7a0b\u6700\u7ec8\u53ef\u5f97\u5230\u6700\u7ec8\u8f93\u51fa\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7600e164b3b1ef4cc79b609ccccfef16.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7600e164b3b1ef4cc79b609ccccfef16.png\"><\/a><\/section>\n<section><strong>TableGPT2 \u6548\u679c\u600e\u4e48\u6837<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5b9e\u9a8c\u90e8\u5206\uff0c\u56e2\u961f\u6b64\u6b21\u9488\u5bf9\u8868\u683c\u76f8\u5173\u4efb\u52a1\u8fdb\u884c\u4e86\u5168\u9762\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u4e0d\u4ec5\u6db5\u76d6\u4e86\u5df2\u6709\u7684\u4e00\u4e9b\u6570\u636e\u96c6\uff0c\u8fd8\u52a0\u5165\u4e86\u4e00\u4e2a\u65b0\u6536\u96c6\u7684\u3001\u9762\u5411\u771f\u5b9e\u4efb\u52a1\u7684\u590d\u6742\u8868\u683c\u6570\u636e\u96c6\uff0c\u4ece\u800c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4e25\u683c\u7684\u8bc4\u4f30\u5e73\u53f0\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8fdb\u884c\u5168\u9762\u7684\u6bd4\u8f83\uff0c\u56e2\u961f\u9009\u62e9\u4e86\u591a\u6837\u5316\u7684\u57fa\u7ebf\u5927\u8bed\u8a00\u6a21\u578b\u3002\u7b2c\u4e00\u7c7b\u662f<strong>\u6700\u5148\u8fdb\u7684\u5f00\u6e90\u901a\u7528 LLM<\/strong>\uff0c\u5305\u62ec DeepSeek-Coder-V2-Lite-16B\u3001 YiCoder-9B-Chat \u4ee5\u53ca Qwen2.5-Coder-7B-Instruct\u3001Qwen2.5-7B-Instruct\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e8c\u7c7b\u662f<strong>\u9488\u5bf9\u8868\u683c\u76f8\u5173\u4efb\u52a1\u8fdb\u884c\u5fae\u8c03\u6216\u4e13\u95e8\u5f00\u53d1\u7684\u6a21\u578b<\/strong>\uff0c\u6bd4\u5982\u9488\u5bf9\u8868\u683c\u5206\u6790\u8bbe\u8ba1\u548c\u4f18\u5316\u7684 TableLLM\u3001\u4e3a\u5904\u7406\u7535\u5b50\u8868\u683c\u548c\u6587\u6863\u8bbe\u7f6e\u4e2d\u5404\u79cd\u771f\u5b9e\u8868\u683c\u64cd\u4f5c\u800c\u5fae\u8c03\u7684 CodeLlama-13B\u3002<\/section>\n<section><\/section>\n<section><strong>\u57fa\u51c6\u6982\u89c8<\/strong><\/section>\n<section><\/section>\n<section>\u4e0b\u8868 4 \u6c47\u603b\u4e86\u73b0\u6709\u7684\u8868\u683c\u7406\u89e3\u548c\u63a8\u7406\u57fa\u51c6\uff0c\u5171\u6db5\u76d6\u4e86 27.7K \u4e2a\u8868\u683c\u548c 88.9K \u4e2a\u6d4b\u8bd5\u6837\u672c\u3002\u56e2\u961f\u5c06\u8fd9\u4e9b\u57fa\u51c6\u5212\u5206\u4e3a\u4e86<strong>\u4ee5\u4e0b 6 \u9879\u4e3b\u8981\u7684\u8868\u683c\u5206\u6790\u4efb\u52a1<\/strong>\uff0c\u4ee5\u5168\u65b9\u4f4d\u8bc4\u4f30\u6a21\u578b\u5728\u4e0d\u540c\u7c7b\u578b\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8868\u683c\u7406\u89e3<\/section>\n<\/li>\n<li>\n<section>\u8868\u683c\u95ee\u7b54\uff08TableQA\uff09<\/section>\n<\/li>\n<li>\n<section>\u8868\u683c\u4e8b\u5b9e\u9a8c\u8bc1<\/section>\n<\/li>\n<li>\n<section>\u8868\u683c\u5230\u6587\u672c\u751f\u6210\uff08Table2Text\uff09<\/section>\n<\/li>\n<li>\n<section>\u81ea\u7136\u8bed\u8a00\u5230 SQL\uff08NL2SQL\uff09<\/section>\n<\/li>\n<li>\n<section>\u6574\u4f53\u8bc4\u4f30<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a67ca6db1165cbfcdf7411371fb70726.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a67ca6db1165cbfcdf7411371fb70726.png\"><\/a><\/section>\n<section>\u9664\u4e86\u8868 4 \u4e2d\u5df2\u6709\u7684\u57fa\u51c6\uff0c\u56e2\u961f\u6784\u5efa\u4e86\u4e00\u4e2a<strong>\u65b0\u57fa\u51c6 RealTabBench<\/strong>\u3002\u73b0\u6709\u57fa\u51c6\u5927\u591a\u4fa7\u91cd\u4e8e\u7b80\u5355\u7684\u4efb\u52a1\uff0c\u4e0d\u7b26\u5408\u5b9e\u9645\u4f7f\u7528\u573a\u666f\u3002\u4e3a\u4e86\u514b\u670d\u8fd9\u4e00\u5c40\u9650\u6027\uff0c\u56e2\u961f\u6784\u5efa\u4e86\u8fd9\u4e2a\u66f4\u5177\u6311\u6218\u6027\u3001\u66f4\u80fd\u53cd\u6620\u5b9e\u9645\u5e94\u7528\u573a\u666f\u7684\u65b0\u57fa\u51c6\uff0c\u4ece\u5546\u4e1a\u667a\u80fd\uff08BI\uff09\u573a\u666f\u4e2d\u7684\u771f\u5b9e\u8868\u683c\u4e2d\u6536\u96c6\u4e86 360 \u4e2a\u590d\u6742\u6570\u636e\u8868\u683c\uff0c\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\u5236\u5b9a\u4e86 6000 \u4e2a\u771f\u5b9e\u3001\u590d\u6742\u7684\u67e5\u8be2\u8bed\u53e5\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u65f6\uff0c\u56e2\u961f\u91c7\u7528\u4e86\u4e24\u4e2a\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7279\u522b\u96be\u5904\u7406\u7684\u8868\u683c\u7279\u5f81\uff0c\u5206\u522b\u662f\uff1a<\/section>\n<ul>\n<li>\n<p><strong>\u6a21\u7cca\u6027<\/strong>\uff0c\u8868\u683c\u4e2d\u6f5c\u5728\u7684\u5f62\u4f3c\u300cA1\u300d\u3001\u300cA2\u300d\u7b49\u96be\u4ee5\u786e\u8ba4\u5b9e\u9645\u542b\u4e49\u7684\u533f\u540d\u5b57\u6bb5\u4f1a\u5bf9\u81ea\u52a8\u5206\u6790\u6784\u6210\u5f88\u5927\u7684\u6311\u6218\uff1b<\/p>\n<\/li>\n<li>\n<section><strong>\u4e0d\u89c4\u5219\u6027<\/strong>\uff0c\u5728\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u8868\u683c\u6570\u636e\u901a\u8fc7\u5305\u542b\u666e\u904d\u7684\u5408\u5e76\u64cd\u4f5c\u548c\u4e0d\u89c4\u5219\u7684\u7ed3\u6784\uff0c\u6bd4\u5982\u5408\u5e76\u5355\u5143\u683c\u548c\u975e\u5747\u5300\u5e03\u5c40\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u540c\u65f6\uff0c\u9488\u5bf9\u65b0\u57fa\u51c6 RealTabBench\uff0c\u56e2\u961f\u53c8\u4ece\u4e09\u4e2a\u5173\u952e\u7ef4\u5ea6\u5bf9\u751f\u6210\u7684\u7ed3\u679c\u8fdb\u884c\u4e86\u8bc4\u4f30\uff0c\u5373<strong>\u4e00\u81f4\u6027\u3001\u4fe1\u606f\u5b8c\u6574\u6027\u548c\u5b89\u5168\u6027<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u4fdd\u8bc1\u6743\u5a01\u6027\uff0c\u56e2\u961f\u91c7\u7528\u4eba\u5de5\u8bc4\u5ba1\u5458\u4e0e\u8bc4\u4f30 LLM \u7ed3\u5408\u7684\u6df7\u5408\u7cfb\u7edf\u6765\u751f\u6210\u6700\u7ec8\u7684\u5206\u6570\uff0c\u5e76\u5df2\u7ecf\u516c\u5f00\u4e86\u6574\u4e2a\u8bc4\u4f30\u6d41\u7a0b\u4e2d\u7684\u90e8\u5206\u6837\u672c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-63d43dd235f9e894bfe65b88f31f6a0d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-63d43dd235f9e894bfe65b88f31f6a0d.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/tablegpt\/tablegpt-agent\/tree\/main\/realtabbench<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u8bc4\u4f30\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u4e0b\u8868 5 \u5c55\u793a\u4e86 TableGPT2 \uff087B \u548c 72B \u7248\u672c\uff09\u4e0e\u6700\u5148\u8fdb\u57fa\u7ebf\u6a21\u578b\u7684\u6bd4\u8f83\u7ed3\u679c\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u6ca1\u6709\u5bf9\u4efb\u4f55\u7279\u5b9a\u57fa\u51c6\u8bad\u7ec3\u96c6\u8fdb\u884c\u5927\u91cf\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0cTableGPT2 \u663e\u8457\u4f18\u4e8e\u51e0\u4e4e\u6240\u6709\u5176\u4ed6 LLM \u65b9\u6cd5\u3002\u5e76\u4e14<strong>\u5728\u67d0\u4e9b\u57fa\u51c6\u4e0a\uff0cTableGPT2 \u80fd\u591f\u5ab2\u7f8e\u751a\u81f3\u4f18\u4e8e GPT-4o\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u53e6\u5916\uff0c\u5728\u6d89\u53ca\u5206\u5c42\u7ed3\u6784\u8868\u683c\u7684\u590d\u6742\u6570\u636e\u57fa\u51c6\uff08\u5982 HiTab\uff09\u4e0a\uff0c\u5f53\u524d\u5927\u591a\u6570 LLM \u65b9\u6cd5\u8868\u73b0\u4e0d\u4f73\u3002\u76f8\u53cd\uff0cTableGPT2 \u6709\u4e86\u660e\u663e\u6539\u8fdb\uff0c\u4e0e Qwen2.5 \u7cfb\u5217\u6a21\u578b\u76f8\u6bd4\uff0c\u6267\u884c\u51c6\u786e\u7387\u5b9e\u73b0\u4e86 60% \u4ee5\u4e0a\u7684\u7edd\u5bf9\u589e\u957f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-727674def0c5269a2df1ed0416f5c3a8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-727674def0c5269a2df1ed0416f5c3a8.png\"><\/a><\/section>\n<section>\u540c\u6837\u5730\uff0c\u5bf9\u4e8e RealTabBench \u6570\u636e\u96c6\uff0cTableGPT2\uff087B\uff09\u5728\u591a\u9879\u4efb\u52a1\u4e0a\u5747\u8fbe\u5230\u4e86\u65b0 SOTA\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-19b9248bcab071277560c83790765cb8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-19b9248bcab071277560c83790765cb8.png\"><\/a><\/section>\n<section>\u4e3a\u4e86\u66f4\u76f4\u89c2\u5730\u5c55\u793a TableGPT2 \u7684\u6548\u679c\uff0c\u56e2\u961f\u9009\u62e9\u4e86\u51e0\u4e2a\u6bd4\u8f83\u6848\u4f8b\uff08vs Qwen2.5 \u7cfb\u5217\u6a21\u578b\uff09\uff0c\u6db5\u76d6\u4e86\u4e0d\u89c4\u5219\u8868\u683c\u3001\u4e00\u822c\u8868\u683c\u548c\u6a21\u7cca\u8868\u683c\u7684\u573a\u666f\u3002\u5177\u4f53\u7ed3\u679c\u5982\u4e0b\u56fe 4 \u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-54c19beb699f18484663728b70c82601.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-54c19beb699f18484663728b70c82601.png\"><\/a><\/section>\n<section>\u6700\u540e\uff0c<strong>\u9488\u5bf9\u8868\u683c\u76f8\u5173\u4efb\u52a1\u5bf9 LLM \u5fae\u8c03\u4e0d\u5e94\u635f\u5bb3\u5176\u6574\u4f53\u6027\u80fd<\/strong>\u3002\u4e3a\u4e86\u9a8c\u8bc1\u8fd9\u4e00\u89c2\u70b9\uff0c\u56e2\u961f\u5728\u4e0b\u8868 7 \u4e2d\u5bf9\u6d41\u884c\u7684\u57fa\u51c6\u5c55\u5f00\u8bc4\u4f30\uff0c\u5305\u62ec MBPP\u3001HumanEval\u3001CMMLU \u548c MMLU\u3002<\/section>\n<section><\/section>\n<section>\u7ed3\u679c\u663e\u793a\uff0cTableGPT2 \u5728\u8fd9\u4e9b\u57fa\u51c6\u4e0a\u4fdd\u6301\u4e86\u5f3a\u5927\u7684\u6027\u80fd\uff0c\u5e76\u6ca1\u6709\u51fa\u73b0\u901a\u7528\u80fd\u529b\u7684\u4e0b\u964d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6bccb213b962a76cff8f2b04bdbacdb7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6bccb213b962a76cff8f2b04bdbacdb7.png\"><\/a><\/section>\n<section><strong>\u672a\u6765\u6539\u8fdb\u65b9\u5411<\/strong><\/section>\n<section><\/section>\n<section>\u4e0d\u8fc7\uff0c\u56e2\u961f\u4e5f\u8868\u793a\uff0c\u5c3d\u7ba1 TableGPT2 \u5728\u8bc4\u4f30\u4e2d\u5b9e\u73b0\u4e86 SOTA\uff0c\u4f46\u5c1a\u672a\u5b8c\u5168\u89e3\u51b3\u5728\u5b9e\u9645 BI \u73af\u5883\u4e2d\u90e8\u7f72 LLM \u7684\u6311\u6218\u3002\u56e0\u6b64\u8ddd\u79bb\u5c06\u8be5\u6a21\u578b\u53ef\u9760\u5730\u7528\u4e8e\u751f\u4ea7\u7cfb\u7edf\u4ecd\u6709\u4e00\u4e9b\u5dee\u8ddd\u3002\u56e2\u961f\u63d0\u51fa\u53ef\u4ee5\u91c7\u7528\u4ee5\u4e0b\u51e0\u79cd\u5173\u952e\u7684\u6280\u672f\u4e0e\u65b9\u6cd5\u6765\u89e3\u51b3\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u662f\u9488\u5bf9<strong>\u7279\u5b9a\u9886\u57df\u8fdb\u884c\u7f16\u7801<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u56e2\u961f\u867d\u7136\u5229\u7528 Python \u548c SQL \u6570\u636e\u5bf9 TableGPT2 \u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u4f46\u8003\u8651\u5230\u5b89\u5168\u548c\u6548\u7387\u7b49\u56e0\u7d20\uff0c\u7279\u5b9a\u9886\u57df\u901a\u5e38\u9700\u8981\u4e13\u95e8\u7684\u7f16\u7801\u3002\u8fd9\u5c31\u9762\u4e34\u4e00\u4e2a\u5173\u952e\u6311\u6218\uff1a\u5982\u4f55\u4f7f LLM \u80fd\u591f\u5feb\u901f\u9002\u5e94\u4f01\u4e1a\u7279\u5b9a\u7684 DSL \u6216\u4f2a\u4ee3\u7801\uff1f\u62ff TableGPT2 \u6765\u8bf4\uff0c\u867d\u7136\u5b83\u53ef\u4ee5\u751f\u6210\u4ee3\u7801\uff0c\u4f46\u95ee\u9898\u5728\u4e8e\u5982\u4f55\u6709\u6548\u5730\u5f25\u5408\u8fd9\u4e9b\u4ee3\u7801\u4e0e\u4f01\u4e1a\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u7279\u5b9a\u9700\u6c42\u4e4b\u95f4\u7684\u5dee\u8ddd\uff1f<\/section>\n<section><\/section>\n<section>\u5728 TableGPT2 \u4e2d\uff0c\u56e2\u961f\u91c7\u7528\u4e86\u4e00\u79cd\u6df7\u5408\u8f93\u51fa\u65b9\u6cd5\uff0c\u7ed3\u5408\u4f7f\u7528\u4e86\u7ed3\u6784 DSL 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\u624d\u80fd\u89e3\u51b3\u771f\u5b9e\u5e94\u7528\u7684\u5168\u90e8\u590d\u6742\u6027\u3002\u56e0\u6b64\uff0c\u56e2\u961f\u8ba4\u4e3a\uff0c\u5355\u4e00\u6a21\u578b\u4f55\u65f6\u80fd\u591f\u719f\u7ec3\u3001\u65e0\u7f1d\u5730\u89e3\u51b3\u8de8\u591a\u4e2a\u9886\u57df\u7684\u95ee\u9898\u4ecd\u4e0d\u786e\u5b9a\uff0c\u5728\u751f\u4ea7\u9636\u6bb5\u5c24\u4e3a\u5982\u6b64\u3002<\/section>\n<section><\/section>\n<section>\u4e09\u662f<strong>\u5145\u5206\u5229\u7528\u8868\u683c\u7684\u591a\u529f\u80fd\u6027<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1 TableGPT2 \u4e3b\u8981\u5173\u6ce8 BI \u5e94\u7528 \u2014\u2014 \u5728\u8fd9\u4e9b\u5e94\u7528\u4e2d\uff0c\u7ed3\u6784\u5316\u6570\u636e\u7684\u4e0a\u6e38\u6765\u6e90\u662f\u6570\u636e\u5e93\u6216\u6570\u636e\u4ed3\u5e93\uff1b\u4e0d\u8fc7\uff0c\u8868\u683c\u6570\u636e\u8fd8\u6709\u53e6\u4e00\u4e2a\u975e\u5e38\u5e38\u89c1\u7684\u6765\u6e90\uff0c\u5373 Apple Pages \u6216 Microsoft Excel 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LLM\uff0c\u5e76\u5c06\u5176\u96c6\u6210\u5230\u4e00\u4e2a\u6574\u4f53\u7cfb\u7edf\u4e2d\u3002\u7136\u800c\uff0c\u5904\u7406\u4e0d\u89c4\u5219\u8868\u683c\u4ecd\u6709\u5f88\u5927\u7684\u6539\u8fdb\u7a7a\u95f4\uff0c\u5c24\u5176\u662f\u8003\u8651\u5230\u5176\u5de8\u5927\u7684\u5546\u4e1a\u751f\u4ea7\u6f5c\u529b\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u8be5\u56e2\u961f\u731c\u60f3\uff0c\u8981\u5904\u7406\u8fd9\u79cd\u4e0d\u89c4\u8303\uff0c\u5c31\u5e94\u8be5\u4ece\u9884\u8bad\u7ec3\u9636\u6bb5\u5f00\u59cb\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u80fd\u591f\u719f\u7ec3\u5904\u7406\u8868\u683c\u7684\u5404\u79cd\u683c\u5f0f\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u524d\u7684\u8bb8\u591a LLM \u4ee5\u53ca RAG 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