{"id":21719,"date":"2024-08-12T12:56:18","date_gmt":"2024-08-12T04:56:18","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=21719"},"modified":"2024-08-12T12:59:16","modified_gmt":"2024-08-12T04:59:16","slug":"%e5%bc%80%e9%97%ad%e6%ba%90%e6%a8%a1%e5%9e%8b%e3%80%8c%e5%a4%a7%e4%b9%b1%e6%96%97%e3%80%8d%ef%bc%9a%e7%9c%8b%e7%9c%8b%e5%93%aa%e4%b8%aa%e6%99%ba%e8%83%bd%e4%bd%93%e6%9c%80%e8%83%bd%e7%aa%a5%e8%a7%81","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/08\/12\/21719\/","title":{"rendered":"\u5f00\u95ed\u6e90\u6a21\u578b\u300c\u5927\u4e71\u6597\u300d\uff1a\u770b\u770b\u54ea\u4e2a\u667a\u80fd\u4f53\u6700\u80fd\u7aa5\u89c1\u4eba\u7c7b\u771f\u5b9e\u610f\u56fe"},"content":{"rendered":"<div><img data-dominant-color=\"1d597d\" data-has-transparency=\"false\" style=\"--dominant-color: #1d597d;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-21723\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/4752ce504e8ae34b92988927506237be71b19e-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/4752ce504e8ae34b92988927506237be71b19e-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/4752ce504e8ae34b92988927506237be71b19e-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div class=\"article-desc\">\u6211\u4eec\u6b63\u7ad9\u5728\u4e00\u4e2a\u5168\u65b0\u7684\u8d77\u70b9\uff0c\u51c6\u5907\u89c1\u8bc1\u4e00\u4e2a\u4eba\u673a\u534f\u540c\u3001\u76f8\u4e92\u7406\u89e3\u4e0e\u5b66\u4e60\u7684\u65b0\u7bc7\u7ae0\u3002\u667a\u80fd\u4f53\u5373\u5c06\u4e0d\u518d\u662f\u51b0\u51b7\u7684\u4fe1\u606f\u5904\u7406\u5668\uff0c\u800c\u662f\u5145\u6ee1\u540c\u7406\u5fc3\u7684\u4f19\u4f34\uff0c\u5b83\u4eec\u80fd\u591f\u901a\u8fc7\u7ec6\u817b\u7684\u4ea4\u4e92\u4f53\u9a8c\uff0c\u6df1\u523b\u7406\u89e3\u6211\u4eec\u80cc\u540e\u53ef\u80fd\u5e76\u6ca1\u6709\u6700\u521d\u660e\u786e\u8868\u8fbe\u7684\u9700\u6c42\u548c\u613f\u671b\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p><strong>\u672c\u6587\u7b2c\u4e00\u4f5c\u8005\u4e3a\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u672c\u79d1\u751f\u94b1\u6210\uff0c\u4f55\u79c9\u7fd4\u3002\u4e24\u4eba\u5747\u4e3a THUNLP \u6210\u5458\u3002\u94b1\u6210\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u4e3a\u5de5\u5177\u5b66\u4e60\uff0c\u5927\u6a21\u578b\u9a71\u52a8\u667a\u80fd\u4f53\uff0c\u5373\u5c06\u5c31\u8bfb UIUC \u535a\u58eb\u3002\u4f55\u79c9\u7fd4\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u4e3a\u5927\u6a21\u578b\u5bf9\u9f50\u4e0e\u5b89\u5168\uff0c\u5373\u5c06\u5c31\u8bfb\u6e05\u534e\u5927\u5b66\u535a\u58eb\u3002\u672c\u6587\u901a\u8baf\u4f5c\u8005\u4e3a\u4ece\u946b\u4e0e\u6797\u884d\u51ef\uff0c\u6307\u5bfc\u6559\u5e08\u4e3a\u5218\u77e5\u8fdc\u526f\u6559\u6388\u3002<\/strong><\/p>\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u8fc5\u731b\u53d1\u5c55\u7684\u4eca\u5929\uff0c\u6211\u4eec\u4e0d\u65ad\u63a2\u7d22\u7740\u673a\u5668\u7684\u667a\u80fd\u5316\uff0c\u4f46\u5374\u5f80\u5f80\u5ffd\u89c6\u4e86\u8fd9\u4e9b\u667a\u80fd\u4f53\u5982\u4f55\u6df1\u5c42\u5730\u7406\u89e3\u6211\u4eec \u2014\u2014 \u5b83\u4eec\u7684\u521b\u9020\u8005\u3002\u6211\u4eec\u4eba\u7c7b\u5728\u751f\u6d3b\u4e2d\u7684\u6bcf\u4e00\u6b21\u4e92\u52a8\uff0c\u6bcf\u4e00\u53e5\u8bdd\u8bed\uff0c\u6bcf\u4e00\u4e2a\u884c\u4e3a\uff0c\u90fd\u5145\u65a5\u7740\u610f\u56fe\u548c\u60c5\u611f\u3002\u4f46\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1a\u8fd9\u4e9b\u9690\u5f0f\u7684\u610f\u56fe\u5982\u4f55\u88ab\u667a\u80fd\u4f53\u6355\u6349\u3001\u89e3\u6790\u5e76\u4f5c\u51fa\u53cd\u5e94\uff1f\u4f20\u7edf\u7684\u667a\u80fd\u4f53\u5bf9\u660e\u786e\u7684\u547d\u4ee4\u53cd\u5e94\u8fc5\u901f\uff0c\u7136\u800c\u5728\u7406\u89e3\u590d\u6742\u7684\u4eba\u7c7b\u9690\u5f0f\u610f\u56fe\u4e0a\uff0c\u5b83\u4eec\u5f80\u5f80\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002<\/p>\n<p>\u8fd1\u5e74\u6765\uff0cGPT \u548c LLaMA \u7b49\u8bed\u8a00\u6a21\u578b\u5c55\u793a\u4e86\u5728\u89e3\u51b3\u590d\u6742\u4efb\u52a1\u4e0a\u7684\u60ca\u4eba\u80fd\u529b\u3002\u7136\u800c\uff0c\u5c3d\u7ba1\u4ee5\u5b83\u4eec\u4f5c\u4e3a\u6838\u5fc3\u7684\u667a\u80fd\u4f53\u64c5\u957f\u5236\u5b9a\u7b56\u7565\u3001\u6267\u884c\u4efb\u52a1\uff0c\u5374\u5f88\u5c11\u517c\u987e\u9c81\u68d2\u7684\u7528\u6237\u4ea4\u4e92\u7b56\u7565\u3002\u7528\u6237\u7ed9\u51fa\u7684\u4efb\u52a1\u901a\u5e38\u662f\u6a21\u7cca\u548c\u7b80\u77ed\u7684\uff0c\u8fd9\u5c31\u9700\u8981\u667a\u80fd\u4f53\u4e0d\u4ec5\u80fd\u7406\u89e3\u6211\u4eec\u7684\u5b57\u9762\u8bf7\u6c42\uff0c\u66f4\u8981\u80fd\u900f\u89c6\u6211\u4eec\u7684\u9690\u5f0f\u610f\u56fe\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u8ba9\u65b0\u4e00\u4ee3\u7684\u667a\u80fd\u4f53\u843d\u5730\u5e76\u4e3a\u5927\u4f17\u6240\u7528\uff0c\u9700\u8981\u4ee5\u4eba\u4e3a\u4e2d\u5fc3\uff0c\u4e0d\u4ec5\u4ec5\u5173\u6ce8\u4e8e\u4efb\u52a1\u6267\u884c\u7684\u7cbe\u786e\u5ea6\uff0c\u66f4\u5173\u6ce8\u4e8e\u5982\u4f55\u4e0e\u4eba\u7c7b\u5efa\u7acb\u8d77\u4e00\u79cd\u66f4\u52a0\u81ea\u7136\u3001\u6d41\u7545\u800c\u5bcc\u6709\u6d1e\u5bdf\u529b\u7684\u6c9f\u901a\u65b9\u5f0f\u3002<\/p>\n<p>\u4e3a\u4e86\u5f25\u8865\u8fd9\u4e00\u7f3a\u5931\uff0c\u8fd1\u671f\u6765\u81ea\u6e05\u534e\u5927\u5b66\u3001\u4eba\u6c11\u5927\u5b66\u3001\u4ee5\u53ca\u817e\u8baf\u7684\u8054\u5408\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u5168\u65b0\u7684\u667a\u80fd\u4f53\u4ea4\u4e92\u8bbe\u8ba1\u65b9\u6848<\/strong>\u3002\u8be5\u5de5\u4f5c\u9996\u5148\u5f15\u5165\u4e86 Intention-in-Interaction\uff08IN3\uff09\u8fd9\u4e00\u5168\u65b0\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u65e8\u5728\u901a\u8fc7\u4e0e\u7528\u6237\u660e\u786e\u7684\u4ea4\u4e92\u6765\u7406\u89e3\u7528\u6237\u7684\u9690\u5f0f\u610f\u56fe\u3002<\/p>\n<p>\u4ee5 Mistral-7B \u4e3a\u6846\u67b6\uff0c\u57fa\u4e8e IN3 \u8bad\u7ec3\u7684 Mistral-Interact \u80fd\u4e3b\u52a8\u8bc4\u4f30\u4efb\u52a1\u7684\u6a21\u7cca\u6027\uff0c\u8be2\u95ee\u7528\u6237\u610f\u56fe\uff0c\u5e76\u5728\u542f\u52a8\u4e0b\u6e38\u667a\u80fd\u4f53\u4efb\u52a1\u6267\u884c\u4e4b\u524d\u5c06\u5176\u7ec6\u5316\u4e3a\u53ef\u64cd\u4f5c\u7684\u76ee\u6807\u3002\u5c06\u8be5\u6a21\u578b\u5d4c\u5165 XAgent \u6846\u67b6\u540e\uff0c\u6587\u7ae0\u5bf9\u5b8c\u5168\u6001\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u8fdb\u884c\u4e86\u5168\u9762\u8bc4\u4f30\u3002<\/p>\n<p>\u7ed3\u679c\u663e\u793a\uff0c\u8fd9\u5957\u65b9\u6848\u5728\u8bc6\u522b\u6a21\u7cca\u7528\u6237\u4efb\u52a1\u3001\u6062\u590d\u548c\u603b\u7ed3\u5173\u952e\u7f3a\u5931\u4fe1\u606f\u3001\u8bbe\u5b9a\u7cbe\u786e\u4e14\u5fc5\u8981\u7684\u667a\u80fd\u4f53\u6267\u884c\u76ee\u6807\u3001\u4ee5\u53ca\u51cf\u5c11\u5197\u4f59\u5de5\u5177\u4f7f\u7528\u7b49\u8bf8\u591a\u65b9\u9762\u6709\u7740\u7a81\u51fa\u8868\u73b0\u3002\u8fd9\u4e00\u521b\u65b0\u7684\u65b9\u6cd5\uff0c\u4e0d\u4ec5\u586b\u8865\u4e86\u667a\u80fd\u4f53\u4e0e\u7528\u6237\u4ea4\u4e92\u7684\u7a7a\u767d\uff0c\u5c06\u4eba\u7c7b\u771f\u6b63\u7f6e\u4e8e\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u4e2d\u5fc3\uff0c\u540c\u65f6\u610f\u5473\u7740\u6211\u4eec\u6b63\u5728\u5411\u7740\u8bbe\u8ba1\u66f4\u52a0\u7b26\u5408\u4eba\u7c7b\u610f\u56fe\u7684\u667a\u80fd\u4f53\u7684\u76ee\u6807\u8fc8\u8fdb\u4e00\u6b65\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202408\/11\/48fb62125bf3f3a4483871ead1f87f8d136027.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<ul data-id=\"ua73dd4b-EPBPhCfe\">\n<li data-id=\"ld70c578-hi27k5cZ\">\u8bba\u6587\u6807\u9898\uff1aTell Me More! Towards Implicit User Intention Understanding of Language Model Driven Agents<\/li>\n<li data-id=\"ld70c578-QYgbPhle\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2402.09205<\/li>\n<li data-id=\"ld70c578-dZFMOlHc\">\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/HBX-hbx\/Mistral-Interact<\/li>\n<li data-id=\"ld70c578-M9G4jiUT\">\u5f00\u6e90\u6a21\u578b\uff1ahttps:\/\/huggingface.co\/hbx\/Mistral-Interact<\/li>\n<li data-id=\"ld70c578-BcqV8lQe\">\u5f00\u6e90\u6570\u636e\u96c6\uff1ahttps:\/\/huggingface.co\/datasets\/hbx\/IN3<\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202408\/11\/d95e1c648ec6ab8c58c803865a42f08852c9f5.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u667a\u80fd\u4f53\u7cfb\u7edf\u5bf9\u4e8e\u6a21\u7cca\u4efb\u52a1\u548c\u6e05\u6670\u4efb\u52a1\u6267\u884c\u7684\u5bf9\u6bd4<\/p>\n<h4>Intention-in-Interaction \u57fa\u51c6\u6d4b\u8bd5<\/h4>\n<p>\u5f53\u524d\u7684\u667a\u80fd\u4f53\u57fa\u51c6\u6d4b\u8bd5\u901a\u5e38\u5047\u8bbe\u7ed9\u5b9a\u7684\u4efb\u52a1\u662f\u6e05\u6670\u7684\uff0c\u5e76\u6ca1\u6709\u628a\u7528\u6237\u610f\u56fe\u7406\u89e3\u5f53\u4f5c\u8bc4\u4f30\u7684\u91cd\u8981\u65b9\u9762\u3002\u9274\u4e8e\u8bc4\u4f30\u6307\u6807\u7684\u4e0d\u5b8c\u5907\u6027\uff0c\u8be5\u5de5\u4f5c\u5236\u5b9a\u4e86 Intention-in-Interaction\uff08IN3\uff09\u57fa\u51c6\u6d4b\u8bd5\uff0c\u65e8\u5728\u901a\u8fc7\u660e\u786e\u7684\u4efb\u52a1\u6a21\u7cca\u6027\u5224\u65ad\u548c\u7528\u6237\u610f\u56fe\u7406\u89e3\u6765\u8bc4\u6d4b\u667a\u80fd\u4f53\u7684\u4ea4\u4e92\u80fd\u529b\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202408\/11\/c2f03ad219c95102a7d938d8f2c614449befb0.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>IN3 \u57fa\u51c6\u6570\u636e\u7684\u6784\u9020\u8fc7\u7a0b<\/p>\n<p>\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u57fa\u4e8e\u4eba\u7c7b\u7f16\u5199\u7684\u79cd\u5b50\u4efb\u52a1\u4e3a Step 1\uff0c\u6a21\u578b\u8fed\u4ee3\u751f\u6210\u65b0\u4efb\u52a1\u4ee5\u589e\u5f3a\u6570\u636e\u96c6\uff0c\u540c\u65f6\u4ece\u6570\u636e\u96c6\u4e2d\u91c7\u6837\u4ee5\u4f5c\u4e3a\u4e0b\u4e00\u8f6e\u751f\u6210\u7684\u65b0\u793a\u4f8b\uff08Step 2\uff09\u3002\u5728\u8fd9\u79cd Self-Instruct \u7684\u751f\u6210\u65b9\u5f0f\u540e\uff0c\u518d\u5bf9\u6bcf\u4e2a\u4efb\u52a1\u7684\u6a21\u7cca\u5ea6\u3001\u7f3a\u5931\u7ec6\u8282\u4ee5\u53ca\u6bcf\u4e2a\u7ec6\u8282\u7684\u91cd\u8981\u7a0b\u5ea6\u548c\u6f5c\u5728\u7684\u9009\u9879\u8fdb\u884c\u4eba\u5de5\u6807\u6ce8\uff08Step 3\uff09\u3002<\/p>\n<h4>Mistral-Interact \u8bad\u7ec3\u8fc7\u7a0b<\/h4>\n<p>\u7531\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u5904\u4e8e\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u6838\u5fc3\u4f4d\u7f6e\uff0c\u8be5\u5de5\u4f5c\u9996\u5148\u8fdb\u884c\u4e86\u4e00\u9879\u521d\u6b65\u7814\u7a76\uff0c\u8bc4\u4f30\u5f53\u524d\u5f00\u6e90\u548c\u95ed\u6e90\u6a21\u578b\u5728\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u7684\u9690\u5f0f\u610f\u56fe\u7406\u89e3\u80fd\u529b\u3002<\/p>\n<p>\u5177\u4f53\u5730\uff0c\u6587\u7ae0\u4ece IN3 \u4e2d\u968f\u673a\u62bd\u53d6\u4e86\u5341\u4e2a\u4efb\u52a1\uff0c\u5c06\u5b83\u4eec\u5e94\u7528\u4e8e\u6d4b\u8bd5 LLaMA-2-7B-Chat\u3001Mistral-7B-Instruct-v0.2 \u548c GPT-4 \u5e76\u6307\u793a\u8fd9\u4e9b\u6a21\u578b i\uff09\u5224\u65ad\u4efb\u52a1\u7684\u6a21\u7cca\u5ea6\uff0cii\uff09\u5728\u4efb\u52a1\u6a21\u7cca\u65f6\u8be2\u95ee\u7528\u6237\u7f3a\u5931\u7684\u7ec6\u8282\uff0ciii\uff09\u603b\u7ed3\u8be6\u7ec6\u7684\u7528\u6237\u4efb\u52a1\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202408\/11\/143898387a3b0827ca45011f4229f5b6d1efbf.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u9690\u5f0f\u610f\u56fe\u7406\u89e3\u521d\u6b65\u7814\u7a76\u4e2d\u5404\u4e2a\u6a21\u578b\u7684\u5b9a\u91cf\u4e0e\u5b9a\u6027\u7ed3\u679c\u5c55\u793a<\/p>\n<p>\u7531\u7ed3\u679c\u53ef\u89c1\uff0cMistral \u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u8868\u73b0\u66f4\u597d\uff0c\u4f46\u4ecd\u7136\u5b58\u5728\u5bf9\u4eba\u7c7b\u610f\u56fe\u7406\u89e3\u4e0d\u8db3\u7684\u95ee\u9898\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cGPT-4 \u5728\u4efb\u52a1\u6a21\u7cca\u5ea6\u548c\u91cd\u8981\u7f3a\u5931\u7ec6\u8282\u65b9\u9762\u4e0e\u4eba\u7c7b\u610f\u56fe\u6700\u4e3a\u63a5\u8fd1\u3002\u540c\u65f6\uff0c\u521d\u6b65\u63a2\u7d22\u4e5f\u8868\u660e\uff0c\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347\u667a\u80fd\u4f53\u5728\u4ea4\u4e92\u4e2d\u7684\u9690\u5f0f\u610f\u56fe\u7406\u89e3\u80fd\u529b\uff0c\u5355\u7eaf\u7684\u63d0\u793a\u5de5\u7a0b\uff08prompt engineering\uff09\u662f\u4e0d\u591f\u7684\uff0c\u6709\u5fc5\u8981\u4ee5\u5f53\u524d\u5f00\u6e90\u6a21\u578b\u4e3a\u57fa\u7840\uff0c\u8fdb\u4e00\u6b65\u8bad\u7ec3\uff0c\u4ee5\u8fbe\u5230\u53ef\u4ee5\u5728\u667a\u80fd\u4f53\u843d\u5730\u5e94\u7528\u7684\u7a0b\u5ea6\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202408\/11\/b1656d399324286a386386011fe81d4b633341.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8bad\u7ec3\u6570\u636e\uff08IN3 \u5bf9\u8bdd\u8bb0\u5f55\uff09\u7684\u6784\u9020\u8fc7\u7a0b<\/p>\n<p>\u53c2\u7167\u4e0a\u56fe\uff0c\u6839\u636e IN3 \u5173\u4e8e\u4efb\u52a1\u6a21\u7cca\u5ea6\u3001\u7f3a\u5931\u7ec6\u8282\u548c\u6f5c\u5728\u9009\u9879\u7684\u6807\u6ce8\uff0c\u6587\u7ae0\u5728\u6784\u5efa\u5bf9\u8bdd\u8bb0\u5f55\u8fc7\u7a0b\u4e2d\u5e94\u7528\u4e86\u82e5\u5e72\u7b56\u7565\uff08\u6a59\u8272\u6846\uff09\uff0c\u5176\u4e2d\u5305\u62ec\uff1a\u6e05\u6670\u521d\u59cb\u63a8\u7406\u94fe\u7684\u6784\u9020\u3001\u5e26\u6709\u5efa\u8bae\u9009\u9879\u7684\u8be2\u95ee\u6784\u9020\u3001\u4e0d\u540c\u7528\u6237\u56de\u7b54\u8bed\u6c14\u7684\u6784\u9020\u3001\u4ee5\u53ca\u6e05\u6670\u603b\u7ed3\u63a8\u7406\u94fe\u7684\u6784\u9020\u3002\u8fd9\u51e0\u79cd\u5bf9\u8bdd\u6784\u9020\u7b56\u7565\u5c06\u66f4\u597d\u5730\u6fc0\u53d1\u76ee\u6807\u6a21\u578b\u7684\u8be2\u95ee\u4ee5\u53ca\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<h4>\u667a\u80fd\u4f53\u4ea4\u4e92\u80fd\u529b\u5168\u9762\u8bc4\u4f30<\/h4>\n<p>\u667a\u80fd\u4f53\u7684\u9690\u5f0f\u610f\u56fe\u7406\u89e3\u80fd\u529b\u65e2\u53ef\u4ee5\u901a\u8fc7\u7528\u6237\u4ea4\u4e92\u6765\u76f4\u63a5\u8bc4\u4f30\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u667a\u80fd\u4f53\u6267\u884c\u4e0b\u6e38\u4efb\u52a1\u6765\u95f4\u63a5\u8bc4\u4f30\u3002\u5176\u4e2d\uff0c\u7528\u6237\u4ea4\u4e92\u5173\u6ce8\u610f\u56fe\u7406\u89e3\u672c\u8eab\uff0c\u800c\u4efb\u52a1\u6267\u884c\u5173\u6ce8\u610f\u56fe\u7406\u89e3\u7684\u6700\u7ec8\u76ee\u7684\uff0c\u5373\u589e\u5f3a\u667a\u80fd\u4f53\u5904\u7406\u4efb\u52a1\u7684\u80fd\u529b\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u4e3a\u4e86\u5168\u9762\u8bc4\u4f30\u53ef\u4ea4\u4e92\u667a\u80fd\u4f53\u8bbe\u8ba1\uff0c\u6587\u7ae0\u5c06\u5b9e\u9a8c\u5206\u4e3a\u4e24\u4e2a\u90e8\u5206\uff1ai\uff09<strong>\u6307\u4ee4\u7406\u89e3<\/strong>\uff1a\u8bc4\u4f30\u667a\u80fd\u4f53\u5728\u7528\u6237\u4ea4\u4e92\u671f\u95f4\u7684\u610f\u56fe\u7406\u89e3\u80fd\u529b\uff1bii\uff09<strong>\u6307\u4ee4\u6267\u884c<\/strong>\uff1a\u8bc4\u4f30\u96c6\u6210\u4e86\u4ea4\u4e92\u6a21\u578b\u540e\u667a\u80fd\u4f53\u7684\u4efb\u52a1\u6267\u884c\u8868\u73b0\u3002<\/p>\n<p>\u6307\u4ee4\u7406\u89e3\u5e76\u4e0d\u6d89\u53ca\u4efb\u4f55\u5b9e\u65f6\u7684\u667a\u80fd\u4f53\u6267\u884c\uff0c\u56e0\u6b64\u6587\u7ae0\u76f4\u63a5\u8bc4\u4f30\u4e86\u4e0d\u540c\u8bed\u8a00\u6a21\u578b\u5728\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u7684\u8868\u73b0\uff0c\u4ee5\u5224\u65ad\u5176\u4f5c\u4e3a\u667a\u80fd\u4f53\u8bbe\u8ba1\u4e2d\u7684\u4e0a\u6e38\u6a21\u5757\u7684\u4ea4\u4e92\u80fd\u529b\uff0c\u7ed3\u679c\u5982\u4e0b\u8868\u6240\u793a\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202408\/11\/e8503a092d038c4b0a1431482490c358f80e37.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6307\u4ee4\u7406\u89e3\u6d4b\u8bd5\u7ed3\u679c\uff0c\u5176\u4e2d\u7bad\u5934\u4ee3\u8868\u5f97\u5206\u8d8a\u9ad8 \/ \u8d8a\u4f4e\u5219\u80fd\u529b\u66f4\u5f3a<\/p>\n<p>\u7ed3\u679c\u8868\u660e\uff0cMistral-Interact \u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u7528\u6237\u7684\u610f\u56fe\uff0c\u5728\u5224\u65ad\u4efb\u52a1\u6a21\u7cca\u5ea6\u4ee5\u53ca\u7f3a\u5931\u7ec6\u8282\u7684\u8986\u76d6\u7387\u7b49\u6307\u6807\u4e0a\u8868\u73b0\u6700\u4f73\uff0c\u800c\u4e14\u80fd\u591f\u57fa\u4e8e\u8be6\u7ec6\u7684\u7528\u6237\u610f\u56fe\u8fdb\u884c\u660e\u786e\u800c\u5168\u9762\u7684\u603b\u7ed3\u3002\u76f8\u8f83\u4e8e\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\uff0cMistral-Interact \u5728\u8be2\u95ee\u6a21\u7cca\u4efb\u52a1\u4e2d\u7684\u7f3a\u5931\u7ec6\u8282\u65b9\u9762\u80fd\u63d0\u4f9b\u66f4\u52a0\u5408\u7406\u7684\u9009\u9879\uff0c\u8be2\u95ee\u65b9\u5f0f\u66f4\u52a0\u53cb\u597d\uff0c\u5e76\u4e0e GPT-4 \u7684\u8868\u73b0\u4e0d\u76f8\u4e0a\u4e0b\u3002<\/p>\n<p>\u5728\u6307\u4ee4\u6267\u884c\u65b9\u9762\uff0c\u4e3a\u4e86\u8bc4\u4f30\u9690\u5f0f\u610f\u56fe\u7406\u89e3\u5bf9\u4e8e\u667a\u80fd\u4f53\u4efb\u52a1\u6267\u884c\u6709\u6548\u6027\uff0c\u6587\u7ae0\u5c06 Mistral-Interact \u4f5c\u4e3a\u4e0a\u6e38\u4ea4\u4e92\u6a21\u5757\u6574\u5408\u5230 XAgent \u6846\u67b6\u4e2d\u8fdb\u884c\u6d4b\u8bd5\u3002\u5176\u4e2d\uff0cXAgent \u53ef\u4ee5\u5728\u8bf8\u5982\u7f51\u7edc\u641c\u7d22\u3001\u4ee3\u7801\u6267\u884c\u3001\u547d\u4ee4\u884c\u548c\u6587\u4ef6\u7cfb\u7edf\u7b49\u73af\u5883\u4e2d\u8fdb\u884c\u4ea4\u4e92\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202408\/11\/3199ee756fdae4ba317847e9b0589f18590adb.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6307\u4ee4\u6267\u884c\u6d4b\u8bd5\u7ed3\u679c (ST \u4ee3\u8868 subtask\uff0cMS \u4ee3\u8868 milestone)<\/p>\n<p>\u4e0a\u8868\u5448\u73b0\u4e86\u667a\u80fd\u4f53\u4efb\u52a1\u6267\u884c\u7684\u5b9a\u91cf\u8bc4\u4f30\u7ed3\u679c\uff0c\u7ed3\u679c\u8868\u660e\u6574\u5408 Mistral-Interact \u6709\u52a9\u4e8e\uff1ai\uff09\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u907f\u514d\u8bbe\u5b9a\u4e0d\u5fc5\u8981\u7684\u76ee\u6807\uff0cii\uff09\u4f7f\u667a\u80fd\u4f53\u7684\u6267\u884c\u8fc7\u7a0b\u66f4\u52a0\u7b26\u5408\u8be6\u7ec6\u7684\u7528\u6237\u610f\u56fe\uff0c\u4ee5\u53ca iii\uff09\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u5de5\u5177\u8c03\u7528\uff0c\u4fc3\u8fdb\u667a\u80fd\u4f53\u5de5\u5177\u4f7f\u7528\u6548\u7387\u3002<\/p>\n<h4>\u667a\u80fd\u4f53\u4ea4\u4e92\u6848\u4f8b\u5206\u6790<\/h4>\n<p>\u5728\u6307\u4ee4\u7406\u89e3\u65b9\u9762\uff0c\u4e3a\u4e86\u8fdb\u4e00\u6b65\u5c55\u793a Mistral-Interact \u5728\u4e0d\u540c\u5bf9\u8bdd\u573a\u666f\u4e0b\u7684\u9c81\u68d2\u6027\uff0c\u6587\u7ae0\u8fd8\u63d0\u4f9b\u4e86\u4e09\u4e2a\u6848\u4f8b\u5206\u6790\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202408\/11\/019e26799ae2de14b15468edb534ab421a32f9.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>Mistral-Interact \u4e0e\u7528\u6237\u5728\u4e0d\u540c\u573a\u666f\u4e0b\u7684\u6848\u4f8b\u5206\u6790<\/p>\n<p>\u6848\u4f8b A \u5c55\u793a\u4e86\u4e0d\u540c\u7528\u6237\u8bed\u6c14\u548c\u5bf9\u8bdd\u98ce\u683c\u5bf9 Mistral-Interact \u7684\u5f71\u54cd\u3002\u6587\u7ae0\u53d1\u73b0\uff0c\u65e0\u8bba\u7528\u6237\u7684\u56de\u7b54\u662f\u7b80\u77ed\u8fd8\u662f\u8be6\u7ec6\uff0c\u70ed\u60c5\u8fd8\u662f\u51b7\u6f20\uff0c\u751a\u81f3\u5305\u542b\u62fc\u5199\u9519\u8bef\uff0cMistral-Interact 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