{"id":18251,"date":"2024-02-04T18:05:52","date_gmt":"2024-02-04T10:05:52","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=18251"},"modified":"2024-02-04T18:05:52","modified_gmt":"2024-02-04T10:05:52","slug":"%e4%b8%ad%e6%96%87%e5%88%9b%e6%84%8f%e5%86%99%e4%bd%9c%e8%83%bd%e5%8a%9b%e8%b6%85gpt-4%ef%bc%8c%e3%80%8c%e6%9c%80%e4%bc%9a%e5%86%99%e3%80%8d%e7%9a%84%e4%b8%ad%e6%96%87%e5%a4%a7%e6%a8%a1%e5%9e%8bweaver","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/02\/04\/18251\/","title":{"rendered":"\u4e2d\u6587\u521b\u610f\u5199\u4f5c\u80fd\u529b\u8d85GPT-4\uff0c\u300c\u6700\u4f1a\u5199\u300d\u7684\u4e2d\u6587\u5927\u6a21\u578bWeaver\u6765\u4e86"},"content":{"rendered":"<div class=\"article-desc\">\u8fd1\u65e5\uff0c\u6ce2\u5f62\u667a\u80fd\u7684\u5927\u6a21\u578b\u56e2\u961f\u53d1\u5e03\u4e86\u4e00\u6b3e\u4e13\u7cbe AI \u5199\u4f5c\u7684\u4e13\u4e1a\u5927\u6a21\u578b Weaver\u3002\u901a\u8fc7\u5199\u4f5c\u9886\u57df\u4e13\u4e1a\u9884\u8bad\u7ec3\u548c\u4e00\u5957\u521b\u65b0\u6027\u7684\u6570\u636e\u751f\u6210\u548c Alignment \u7b97\u6cd5\uff0cWeaver \u5728\u5199\u4f5c\u9886\u57df\u7684\u5404\u79cd\u4efb\u52a1\u4e0a\u5747\u53d6\u5f97\u4e86\u9886\u5148 GPT-4 \u548c\u4f17\u591a\u4e2d\u6587\u901a\u7528\u5927\u6a21\u578b\u7684\u6548\u679c\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>ChatGPT \u7b49\u901a\u7528\u5927\u6a21\u578b\u652f\u6301\u7684\u529f\u80fd\u6210\u767e\u4e0a\u5343\uff0c\u4f46\u662f\u5bf9\u4e8e\u666e\u901a\u65e5\u5e38\u7528\u6237\u6765\u8bf4\uff0c\u667a\u80fd\u5199\u4f5c\u4e00\u5b9a\u662f\u6700\u5e38\u89c1\u7684\uff0c\u4e5f\u662f\u5927\u6a21\u578b\u6700\u80fd\u771f\u6b63\u5e2e\u4e0a\u5fd9\u7684\u4f7f\u7528\u573a\u666f\u4e4b\u4e00\u3002\u5c3d\u7ba1\u5927\u6a21\u578b\u7ecf\u5e38\u80fd\u5199\u51fa\u770b\u8d77\u6765\u50cf\u6a21\u50cf\u6837\u7684\u6587\u5b57\uff0c\u4f46\u662f\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u5185\u5bb9\u7684\u521b\u610f\u7a0b\u5ea6\u548c\u6587\u98ce\u90fd\u7ecf\u4e0d\u8d77\u6df1\u7a76\u3002\u5c24\u5176\u662f\u5728\u521b\u4f5c\u9886\u57df\uff0c\u5927\u6a21\u578b\u5e38\u89c1\u7684 \u201cGPT \u6587\u98ce\u201d \u66f4\u662f\u8ba9\u5229\u7528\u5927\u6a21\u578b\u8fdb\u884c\u521b\u610f\u5199\u4f5c\u770b\u8d77\u6765\u7b80\u5355\uff0c\u5b9e\u9645\u5374\u56f0\u96be\u91cd\u91cd\u3002<\/p>\n<p>\u8fd1\u65e5\uff0c\u6ce2\u5f62\u667a\u80fd\u7684\u5927\u6a21\u578b\u56e2\u961f\u53d1\u5e03\u4e86\u4e00\u6b3e\u4e13\u7cbe AI \u5199\u4f5c\u7684\u4e13\u4e1a\u5927\u6a21\u578b Weaver\u3002\u901a\u8fc7\u5199\u4f5c\u9886\u57df\u4e13\u4e1a\u9884\u8bad\u7ec3\u548c\u4e00\u5957\u521b\u65b0\u6027\u7684\u6570\u636e\u751f\u6210\u548c Alignment \u7b97\u6cd5\uff0cWeaver \u5728\u5199\u4f5c\u9886\u57df\u7684\u5404\u79cd\u4efb\u52a1\u4e0a\u5747\u53d6\u5f97\u4e86\u9886\u5148 GPT-4 \u548c\u4f17\u591a\u4e2d\u6587\u901a\u7528\u5927\u6a21\u578b\u7684\u6548\u679c\uff0c\u5c24\u5176\u662f\u5728\u751f\u6210\u5185\u5bb9\u7684\u521b\u610f\u6027\u548c\u6587\u98ce\u8d28\u91cf\u4e0a\u5927\u5e45\u9886\u5148\uff0c\u662f\u4e00\u6b3e\u66f4\u80fd\u5199\u51fa \u201c\u4eba\u8bdd\u201d \u7684\u5927\u6a21\u578b\u3002<\/p>\n<p><img data-dominant-color=\"dfdfdf\" data-has-transparency=\"false\" style=\"--dominant-color: #dfdfdf;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-18252\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/27e3fd3658c79e0ca6383995d5ad414c98feb4.jpg\" width=\"1080\" height=\"432\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/27e3fd3658c79e0ca6383995d5ad414c98feb4.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/27e3fd3658c79e0ca6383995d5ad414c98feb4-300x120.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/27e3fd3658c79e0ca6383995d5ad414c98feb4-1024x410.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/27e3fd3658c79e0ca6383995d5ad414c98feb4-150x60.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/27e3fd3658c79e0ca6383995d5ad414c98feb4-768x307.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<ul data-id=\"ua73dd4b-OiOOgVkR\">\n<li data-id=\"ld70c578-JhhBeC3W\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2401.17268.pdf<\/li>\n<li data-id=\"ld70c578-V7QF98GL\">\u5728\u7ebf Demo\uff1ahttps:\/\/www.wawawriter.com\/<\/li>\n<\/ul>\n<p>ChatGPT \u7b49\u5927\u6a21\u578b\u5728\u901a\u7528\u6307\u4ee4\u8ddf\u968f\u548c\u95ee\u7b54\u4efb\u52a1\u4e2d\u6548\u679c\u51fa\u8272\uff0c\u4f46\u662f\u5c06\u5927\u6a21\u578b\u5e94\u7528\u4e8e\u4e13\u4e1a\u5199\u4f5c\uff0c\u5c24\u5176\u662f\u9700\u8981\u521b\u9020\u6027\u548c\u4e2a\u6027\u5316\u6587\u98ce\u7684\u521b\u610f\u5199\u4f5c\u9886\u57df\u5374\u4f9d\u7136\u9762\u4e34\u91cd\u91cd\u963b\u788d\u3002\u5176\u4e2d\u6700\u5927\u7684\u95ee\u9898\u5c31\u662f\u5927\u6a21\u578b\u751f\u6210\u5185\u5bb9\u98ce\u683c\u8fc7\u4e8e\u5e73\u6de1\uff0c\u6216\u8005\u8bf4\u6587\u98ce\u8fc7\u4e8e \u201cGPT\u201d\uff0c\u7f3a\u5c11\u521b\u9020\u6027\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8bad\u7ec3\u51fa\u66f4\u9002\u5408\u4e13\u4e1a\u5199\u4f5c\u7684\u5927\u6a21\u578b\uff0c\u6ce2\u5f62\u667a\u80fd\u7684\u7814\u7a76\u56e2\u961f\u5206\u6790\u4e86\u4e3a\u4ec0\u4e48 GPT \u548c\u5176\u4ed6\u901a\u7528\u5927\u6a21\u578b\u90fd\u505a\u4e0d\u597d\u521b\u610f\u5199\u4f5c\u7c7b\u4efb\u52a1\u3002\u9996\u5148\uff0c\u901a\u7528\u5927\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u56e0\u4e3a\u5e0c\u671b\u8ba9\u6a21\u578b\u5728\u66f4\u591a\u7684\u6570\u636e\u4e2d\u81ea\u76d1\u7763\u5b66\u4e60\uff0c\u9884\u8bad\u7ec3\u7684\u6570\u636e\u96c6\u4e2d\u5e38\u5e38\u4f1a\u5305\u542b\u975e\u5e38\u591a\u7684\u4f4e\u8d28\u91cf\u5185\u5bb9\uff0c\u771f\u6b63\u7531\u4e13\u4e1a\u4f5c\u5bb6\u548c\u5185\u5bb9\u521b\u4f5c\u8005\u5199\u4f5c\u7684\u9ad8\u8d28\u91cf\u6587\u672c\u5185\u5bb9\u53ef\u80fd\u53ea\u5360\u9884\u8bad\u7ec3\u6570\u636e\u603b\u91cf\u7684 0.1% \u4e0d\u5230\u3002\u56e0\u6b64\uff0c\u7ecf\u8fc7\u9884\u8bad\u7ec3\u540e\u7684\u8bed\u8a00\u6a21\u578b\u5728\u5efa\u6a21\u4e86\u6574\u4e2a\u4e92\u8054\u7f51\u7684\u6587\u672c\u5206\u5e03\u4e4b\u540e\uff0c\u81ea\u7136\u4f1a\u503e\u5411\u4e8e\u8f93\u51fa\u8f83\u4e3a\u666e\u901a\u7684\u5185\u5bb9\u3002\u800c\u5728\u6a21\u578b\u7684\u5bf9\u9f50\u9636\u6bb5\uff0cOpenAI \u7b49\u516c\u53f8\u4f17\u5305\u6807\u6ce8\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6\u7684\u8fc7\u7a0b\u4e2d\u7684\u6807\u6ce8\u5458\u7684\u6559\u80b2 \/ \u5199\u4f5c\u6c34\u5e73\u6709\u9650\uff0c\u6ca1\u6709\u5bf9\u6807\u6ce8\u8005\u7684\u5199\u4f5c \/ \u521b\u4f5c\u80fd\u529b\u8fdb\u884c\u7b5b\u9009\u3002\u53e6\u5916\u6807\u6ce8\u7684\u8fc7\u7a0b\u4e2d\u7684\u6807\u51c6\u4e5f\u4e3b\u8981\u5f3a\u8c03\u56de\u7b54\u7684\u65e0\u5bb3\u6027 (harmlessness) \u548c\u6709\u6548\u6027 (helpfulness)\uff0c\u800c\u6ca1\u6709\u8003\u8651\u56de\u7b54\u5185\u5bb9\u7684\u521b\u9020\u6027\u548c\u8bed\u8a00 \/ \u5199\u4f5c\u98ce\u683c\u3002\u56e0\u6b64\uff0c\u7ecf\u8fc7\u6307\u4ee4\u5fae\u8c03\u7684\u8bed\u8a00\u6a21\u578b\u53cd\u800c\u66f4\u5bb9\u6613\u751f\u6210\u5e73\u5eb8\u65e0\u8da3\u7684\u6587\u5b57\u3002\u6700\u540e\uff0c\u5728 RLHF\/DPO \u7b49 alignment \u7b97\u6cd5\u4e2d\uff0c\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u548c Reward Model \u5747\u7531\u7ecf\u8fc7\u6307\u4ee4\u5fae\u8c03\u540e\u7684\u6a21\u578b\u751f\u6210\u6216\u8bad\u7ec3\u5f97\u5230\uff0c\u56e0\u6b64\u5bf9\u4e8e\u6587\u98ce\u548c\u521b\u9020\u6027\u4e0a\uff0cRLHF\/DPO \u7684\u8fc7\u7a0b\u4e5f\u53ea\u80fd\u662f \u201c\u77ee\u5b50\u91cc\u62d4\u5c06\u519b\u201d\uff0c\u65e0\u6cd5\u5f3a\u5316\u51fa\u771f\u6b63\u64c5\u957f\u5199\u4f5c\u7684\u5927\u6a21\u578b\u3002<\/p>\n<p>\u57fa\u4e8e\u6b64\u89c2\u5bdf\uff0c\u6ce2\u5f62\u667a\u80fd\u7684\u5927\u6a21\u578b\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u4e2a\u5c24\u5176\u9002\u5408\u521b\u610f\u5199\u4f5c\u9886\u57df\u7684\u5782\u57df\u4e13\u4e1a\u6a21\u578b\u8bad\u7ec3 pipeline\uff0c\u5e76\u57fa\u4e8e\u6b64\u65b9\u6848\u8bad\u7ec3\u4e86 Weaver\uff0c\u4e00\u4e2a\u5168\u7403\u9886\u5148\u7684\u521b\u610f\u5199\u4f5c\u5927\u6a21\u578b\u3002\u8be5\u65b9\u6848\u8986\u76d6\u4e86\u6a21\u578b\u7684 (\u6301\u7eed) \u9884\u8bad\u7ec3\uff0c\u6307\u4ee4\u5fae\u8c03 (instruction tuning)\uff0c\u548c\u5bf9\u9f50 (RLHF\/DPO) \u9636\u6bb5\u3002\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u56e2\u961f\u8fdb\u884c\u4e86\u975e\u5e38\u4ed4\u7ec6\u7684\u6570\u636e\u7b5b\u9009\u548c\u8fc7\u6ee4\uff0c\u5229\u7528\u4eba\u5de5 + \u89c4\u5219 + \u673a\u5668\u5b66\u4e60\u6a21\u578b\u534f\u540c\u7684\u65b9\u6848\uff0c\u4ece\u5f00\u6e90\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u627e\u5230\u4e86\u9ad8\u8d28\u91cf\u7684\u5c0f\u8bf4 \/ \u77ed\u6545\u4e8b \/ \u521b\u610f\u6587\u6848\u7b49\u7c7b\u522b\u7684\u6587\u672c\u5185\u5bb9\uff0c\u820d\u5f03\u6389\u4e86\u5927\u91cf\u7684\u4f4e\u8d28\u91cf\u5185\u5bb9\u548c\u4ee3\u7801 \/ \u5e7f\u544a\u7b49\u6570\u636e\uff0c\u5e76\u4e0b\u91c7\u6837\u4e86\u4e00\u90e8\u5206\u9ad8\u8d28\u91cf\u7684\u65b0\u95fb\u6570\u636e\uff0c\u540c\u65f6\u7ed3\u5408\u4e86\u5927\u89c4\u6a21\u7684\u79c1\u6709\u521b\u4f5c\u9886\u57df\u6570\u636e (\u5c0f\u8bf4\uff0c\u77ed\u6545\u4e8b\u7b49)\uff0c\u6784\u5efa\u51fa\u4e86\u8d85\u8fc7 200B \u7684\u53ef\u4ee5\u8ba9\u6a21\u578b\u4e13\u6ce8\u5b66\u4e60\u521b\u4f5c\u80fd\u529b\u7684\u9884\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n<p>\u5728\u6307\u4ee4\u5fae\u8c03\u9636\u6bb5\uff0c\u6ce2\u5f62\u667a\u80fd\u7684\u6570\u636e\u751f\u6210\u56e2\u961f\u53c2\u8003\u5e76\u6539\u8fdb\u4e86 Meta \u63d0\u51fa\u7684 LongForm \u548c HumpBack \u65b9\u6848\uff0c\u6784\u5efa\u4e86\u4e00\u5957\u53ef\u4ee5\u57fa\u4e8e\u4e00\u6bb5\u9ad8\u8d28\u91cf\u5185\u5bb9\uff0c\u81ea\u52a8\u751f\u6210\u5404\u79cd\u5199\u4f5c\u76f8\u5173\u4efb\u52a1\u6307\u4ee4\u548c\u5bf9\u5e94\u7684\u9ad8\u8d28\u91cf\u8f93\u51fa\u7684 Instruction Backtranslation \u6d41\u6c34\u7ebf\u3002\u56e2\u961f\u603b\u7ed3\u5e76\u5b9a\u4e49\u4e86 \u201c\u5199\u5185\u5bb9\u201d\uff0c\u201c\u5199\u5927\u7eb2\u201d\uff0c\u201c\u6269\u5199\u201d\uff0c\u201c\u6da6\u8272\u201d\uff0c\u201c\u7cbe\u7b80\u201d\uff0c\u201c\u98ce\u683c\u8fc1\u79fb (\u4eff\u5199)\u201d\uff0c\u201c\u5ba1\u6821\u201d\uff0c\u201c\u5934\u8111\u98ce\u66b4\u201d\uff0c\u201c\u8d77\u6807\u9898\u201d\uff0c\u548c \u201c\u5199\u4f5c\u76f8\u5173\u5bf9\u8bdd\u201d \u5341\u4e2a\u7c7b\u522b\u7684\u4efb\u52a1\u3002\u5bf9\u4e8e\u4e00\u7c7b\u4efb\u52a1\uff0c\u5982 \u201c\u6da6\u8272\u201d\uff0c\u6807\u6ce8 Prompt \u4e2d\u9996\u5148\u89e3\u91ca\u4efb\u52a1\u7684\u5b9a\u4e49\u548c\u51e0\u4e2a\u8f93\u5165\u8f93\u51fa\u6837\u4f8b\uff0c\u4e4b\u540e\u7ed9\u51fa\u4e00\u4e2a\u4ece\u4e00\u6bb5\u6587\u672c\u4e2d\u81ea\u52a8\u6316\u6398\u6da6\u8272\u4efb\u52a1\u6307\u4ee4 \/ \u8f93\u5165 \/ \u8f93\u51fa\u7684\u4f8b\u5b50\u548c\u6807\u6ce8\u7684\u601d\u8003\u8fc7\u7a0b: \u201c\u9996\u5148\u5728\u6587\u672c\u4e2d\u627e\u5230\u4e00\u6bb5\u5199\u7684\u5f88\u597d\u7684\u53e5\u5b50\uff0c\u5047\u8bbe\u8fd9\u53e5\u8bdd\u662f\u7ecf\u8fc7\u4e00\u6b21\u6da6\u8272\u800c\u6765\u7684\uff0c\u4e4b\u540e\u731c\u6d4b\u5728\u6da6\u8272\u4e4b\u524d\u8fd9\u53e5\u8bdd\u4f1a\u662f\u4ec0\u4e48\u6837\u5b50\uff0c\u6700\u540e\u5206\u6790\u6da6\u8272\u524d\u540e\u7684\u53d8\u5316\uff0c\u63a8\u7406\u51fa\u6da6\u8272\u7684\u6307\u4ee4\u4f1a\u662f\u4ec0\u4e48\u6837\u5b50\u3002\u201d \u4e4b\u540e\u6807\u6ce8\u7684 Prompt \u4e2d\u8f93\u5165\u9700\u8981\u6807\u6ce8\u7684\u4f8b\u5b50\u5e76\u6307\u793a\u5927\u6a21\u578b\u6309\u7167\u4f8b\u5b50\u4e2d\u7684\u6807\u6ce8\u6d41\u7a0b\u8fdb\u884c\u8f93\u51fa\uff0c\u6700\u540e parse \u51fa\u6a21\u578b\u8f93\u51fa\u4e2d\u6807\u6ce8\u7684 \u201c\u6307\u4ee4 \/ \u8f93\u5165 \/ \u8f93\u51fa\u201d \u90e8\u5206\uff0c\u7ec4\u5408\u6210\u4e00\u6761\u5199\u4f5c\u6307\u4ee4\u6570\u636e\u3002<\/p>\n<p>\u76f8\u6bd4 OpenAI \u7b49\u516c\u53f8\u7684\u6807\u51c6\u4f17\u5305\u6807\u6ce8\u6307\u4ee4\u6570\u636e\u7684\u6d41\u7a0b\uff0c\u6ce2\u5f62\u667a\u80fd\u7684\u6807\u6ce8\u7b56\u7565\u66f4\u9ad8\u6548 (\u4f17\u5305\u6807\u6ce8\u8005\u53ea\u9700\u8981\u6311\u9009\u7279\u5b9a\u9886\u57df\u9ad8\u8d28\u91cf\u7684\u5185\u5bb9\u5373\u53ef\uff0c\u540e\u7eed\u6807\u6ce8\u6d41\u7a0b\u7531 AI \u5b8c\u6210)\uff0c\u800c\u4f17\u5305\u6807\u6ce8\u548c\u76ee\u524d\u5e38\u7528\u7684 self-instruct \u7c7b\u7684\u5168\u81ea\u52a8\u6807\u6ce8\u6d41\u7a0b\u76f8\u6bd4\uff0c\u6ce2\u5f62\u667a\u80fd\u7684\u6807\u6ce8\u6d41\u7a0b\u80fd\u591f\u751f\u6210\u66f4\u9ad8\u8d28\u91cf\u7684\u6570\u636e (\u56e0\u4e3a\u8f93\u51fa\u662f\u624b\u5de5\u6311\u9009\u7684\u9ad8\u8d28\u91cf\u5185\u5bb9\u6216\u5176\u4e2d\u7684\u4e00\u90e8\u5206)\u3002\u57fa\u4e8e\u8fd9\u4e2a\u7b56\u7565\uff0c\u6ce2\u5f62\u667a\u80fd\u7684\u5927\u6a21\u578b\u56e2\u961f\u6536\u96c6\u4e86\u6db5\u76d6\u5c0f\u8bf4\u5199\u4f5c\uff0c\u521b\u610f\u5199\u4f5c\uff0c\u4e13\u4e1a\u5199\u4f5c\uff0c\u8425\u9500\u6587\u6848\u5199\u4f5c\u8fd9\u56db\u5927\u9886\u57df\u4e2d\u9ad8\u8d28\u91cf\u7684\u5185\u5bb9\u5e76\u8fdb\u884c\u4e86\u81ea\u52a8\u5316\u6807\u6ce8\uff0c\u4ea7\u51fa\u4e86 100 \u4e07 + \u9ad8\u8d28\u91cf\u7684\u5199\u4f5c\u9886\u57df\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u96c6\u3002<\/p>\n<p><img data-dominant-color=\"efefef\" data-has-transparency=\"false\" style=\"--dominant-color: #efefef;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-18253\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/427ec1f063fa5abb3a2441e4ac5500305446b1.png\" width=\"1038\" height=\"1280\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/427ec1f063fa5abb3a2441e4ac5500305446b1.png 1038w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/427ec1f063fa5abb3a2441e4ac5500305446b1-243x300.png 243w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/427ec1f063fa5abb3a2441e4ac5500305446b1-830x1024.png 830w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/427ec1f063fa5abb3a2441e4ac5500305446b1-122x150.png 122w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/427ec1f063fa5abb3a2441e4ac5500305446b1-768x947.png 768w\" sizes=\"auto, (max-width: 1038px) 100vw, 1038px\" \/><\/p>\n<p>\u56fe 1: Weaver \u8bad\u7ec3\u6570\u636e\u5206\u5e03\u548c\u6765\u6e90<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u5728\u5bf9\u9f50 (Alignment) \u9636\u6bb5\uff0c\u6ce2\u5f62\u667a\u80fd\u7684\u6570\u636e\u751f\u6210\u56e2\u961f\u63d0\u51fa\u4e86 Constitutional DPO, \u4e00\u5957\u5168\u65b0\u7684\uff0c\u57fa\u4e8e\u539f\u5219\u9ad8\u6548\u5c06\u6a21\u578b\u548c\u4e13\u4e1a\u4f5c\u5bb6 \/ \u521b\u4f5c\u8005\u5bf9\u9f50\u7684\u65b9\u6848\u3002\u548c\u4ee5\u5f80\u57fa\u4e8e\u6a21\u578b\u8f93\u51fa + \u4eba\u7c7b \/ \u5927\u6a21\u578b\u8bc4\u4f30\u7684\u5bf9\u9f50\u7b56\u7565\u4e0d\u540c\u3002Constitutional DPO \u4ee5\u4eba\u7c7b\u521b\u4f5c\u8005\u521b\u4f5c\u7684\u9ad8\u8d28\u91cf\u7684\u8f93\u51fa\u4f5c\u4e3a\u6b63\u6837\u672c\uff0c\u5229\u7528\u4eba\u7c7b\u4f5c\u5bb6 \/ \u7f16\u8f91\u6574\u7406\u63d0\u70bc\u51fa\u7684\u5404\u4e2a\u9886\u57df\u5199\u4f5c\u7684 \u201c\u539f\u5219 (Principles)\u201d\uff0c\u7528\u8fd9\u4e9b\u539f\u5219\u53bb\u751f\u6210\u80fd\u591f\u6559\u4f1a\u6a21\u578b\u66f4\u597d\u5730\u9075\u5b88\u8fd9\u4e9b\u539f\u5219\u7684\u8d1f\u6837\u672c\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4e13\u4e1a\u4f5c\u5bb6 \/ \u7f16\u8f91\u9996\u5148\u6574\u7406\u51fa\u56db\u5927\u9886\u57df\u5341\u4e2a\u4efb\u52a1\u4e2d\uff0c\u597d\u7684\u5185\u5bb9\u9700\u8981\u9075\u5faa\u7684\u5171 200 \u4f59\u6761\u539f\u5219\u3002\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u539f\u5219\uff0c\u7f16\u8f91\u603b\u7ed3\u51fa\u539f\u5219\u7684\u8be6\u7ec6\u89e3\u91ca\u548c\u4e00\u5bf9\u7b26\u5408 \/ \u8fdd\u80cc\u8be5\u539f\u5219\u7684\u4f8b\u5b50\uff0c\u5e76\u7528\u51e0\u53e5\u8bdd\u89e3\u91ca\u51fa\u7b26\u5408 \/ \u8fdd\u80cc\u539f\u5219\u7684\u539f\u56e0\u3002\u4e4b\u540e\uff0c\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u6b63\u6837\u672c\uff0c\u8d1f\u4f8b\u751f\u6210\u7684 prompt \u4e2d\u9996\u5148\u5c55\u793a\u51fa\u9886\u57df &#8211; \u4efb\u52a1\u4e0a\u7684\u539f\u5219\u96c6\u5408\u548c\u539f\u5219\u5bf9\u5e94\u7684\u4f8b\u5b50\u548c\u89e3\u91ca\uff0c\u4e4b\u540e\u5c55\u793a\u51fa\u6b63\u6837\u672c\uff0c\u8981\u6c42\u5927\u6a21\u578b\u5206\u6790\u51fa\u6b63\u6837\u672c\u6700\u7b26\u5408\u54ea\u51e0\u6761\u539f\u5219\uff0c\u5e76\u63a8\u7406\u51fa\u5982\u4f55\u4fee\u6539\u80fd\u591f\u5728\u4f5c\u51fa\u8f83\u5c11\u6539\u53d8\u7684\u60c5\u51b5\u4e0b\u8ba9\u6b63\u6837\u672c\u8f6c\u800c\u8fdd\u80cc\u8fd9\u4e2a\u539f\u5219\uff0c\u4ece\u800c\u53d8\u6210\u4e00\u6761\u8d28\u91cf\u6ca1\u90a3\u4e48\u597d\u7684\u8f93\u51fa\u3002\u56e2\u961f\u7cbe\u9009\u4e86\u5404\u4e2a\u9886\u57df\u9ad8\u8bc4\u5206 \/ \u9ad8\u9605\u8bfb\u91cf \/ \u9ad8\u70b9\u8d5e\u8bc4\u8bba\u6570\u7684\u5185\u5bb9\u4f5c\u4e3a\u6b63\u6837\u672c\uff0c\u901a\u8fc7 Consitutional DPO \u7684\u6d41\u6c34\u7ebf\u751f\u6210\u51fa\u4e86\u6570\u4e07\u6761\u504f\u597d\u6570\u636e (preference data)\uff0c\u5e76\u5229\u7528\u8fd9\u4e9b\u6570\u636e\u5bf9\u6a21\u578b\u5229\u7528 DPO \u8fdb\u884c\u4e86\u5bf9\u9f50\u8bad\u7ec3\u3002<\/p>\n<p><img data-dominant-color=\"dadee1\" data-has-transparency=\"false\" style=\"--dominant-color: #dadee1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-18254\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/e10e0e0327c56eba9c3063242d4ffdc7fbb7f6.png\" width=\"1080\" height=\"500\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/e10e0e0327c56eba9c3063242d4ffdc7fbb7f6.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/e10e0e0327c56eba9c3063242d4ffdc7fbb7f6-300x139.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/e10e0e0327c56eba9c3063242d4ffdc7fbb7f6-1024x474.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/e10e0e0327c56eba9c3063242d4ffdc7fbb7f6-150x69.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/e10e0e0327c56eba9c3063242d4ffdc7fbb7f6-768x356.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe 2 &#8211; Constitutional DPO \u65b9\u6cd5\u793a\u610f\u56fe<\/p>\n<p><img data-dominant-color=\"e6e6e6\" data-has-transparency=\"false\" style=\"--dominant-color: #e6e6e6;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-18255\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/77b202756dee33f889886896d3ce9f763d77bb.png\" width=\"1080\" height=\"585\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/77b202756dee33f889886896d3ce9f763d77bb.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/77b202756dee33f889886896d3ce9f763d77bb-300x163.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/77b202756dee33f889886896d3ce9f763d77bb-1024x555.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/77b202756dee33f889886896d3ce9f763d77bb-150x81.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/77b202756dee33f889886896d3ce9f763d77bb-768x416.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe 3 &#8211; \u4e13\u5bb6\u6807\u6ce8\u7684\u5199\u4f5c\u539f\u5219<\/p>\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u6ce2\u5f62\u667a\u80fd\u7684\u6570\u636e\u751f\u6210\u56e2\u961f\u8fd8\u8bbe\u8ba1\u4e86\u4e00\u5957\u652f\u6301 RAG-aware training \u7684\u6570\u636e\u751f\u6210\u65b9\u6848\uff0c\u8fc7\u6ee4 \/ \u7cbe\u9009\u51fa\u4e86\u4e00\u7cfb\u5217\u8f93\u51fa\u5185\u5bb9\u660e\u663e\u57fa\u4e8e\u5176\u4ed6\u5185\u5bb9\u7684\u6837\u672c\uff0c\u901a\u8fc7 10 \u4f59\u4e2a\u5e38\u7528\u7684 RAG \u6a21\u7248\uff0c\u6784\u9020\u51fa\u4e86 10 \u4e07\u4f59\u6761\u7684 RAG \u8bad\u7ec3\u6570\u636e\uff0c\u4f7f\u5f97 Weaver \u6a21\u578b\u80fd\u591f\u539f\u751f\u652f\u6301 RAG\uff0c\u80fd\u591f\u7ed3\u5408\u53c2\u8003\u6587\u732e\u548c\u8303\u6587\u8fdb\u884c\u9ad8\u8d28\u91cf\u7684\u521b\u4f5c \/ \u4eff\u5199\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u56e2\u961f\u8fd8\u8bbe\u8ba1\u4e86\u4e00\u5957\u8ba9 Weaver \u652f\u6301 Function Calling \u7684\u6570\u636e\u751f\u6210\u65b9\u6848\u3002\u6700\u7ec8 Weaver \u7684\u5fae\u8c03\u6570\u636e\u91cf\u603b\u548c\u8fbe\u5230\u4e86 100 \u4e07 + \u91cf\u7ea7\u3002<\/p>\n<p>Weaver \u6a21\u578b\u5bb6\u65cf\u4e00\u5171\u5305\u62ec\u56db\u4e2a\u4e0d\u540c\u5927\u5c0f\u7684\u6a21\u578b\uff0c\u540d\u5b57\u53eb\u505a Weaver-mini\/base\/pro\/ultra, \u5206\u522b\u5305\u62ec 18 \u4ebf\uff0c60 \u4ebf\uff0c140 \u4ebf\u548c 340 \u4ebf\u53c2\u6570\u3002\u4e3a\u4e86\u8bc4\u4f30 Weaver \u6a21\u578b\u548c\u901a\u7528\u5927\u6a21\u578b\u7684\u5199\u4f5c\u80fd\u529b\uff0c\u6ce2\u5f62\u667a\u80fd\u7684\u6a21\u578b\u8bc4\u4f30\u56e2\u961f\u6784\u5efa\u4e86\u4e00\u4e2a\u65b0\u7684\u7528\u6237\u5927\u6a21\u578b\u4e13\u4e1a\u5199\u4f5c\u80fd\u529b\u8bc4\u4f30\u7684 Benchmark\u3002Benchmark \u4e2d\u7cbe\u9009\u4e86\u6db5\u76d6\u56db\u5927\u5199\u4f5c\u9886\u57df 30 \u4f59\u4e2a\u5b50\u9886\u57df\u7684\u5341\u9879\u5199\u4f5c\u4efb\u52a1\u7684\u6709\u4ee3\u8868\u6027\u6307\u4ee4\uff0c\u5171\u5305\u542b 2000 + \u6761\u6307\u4ee4\u3002\u56e2\u961f\u6536\u96c6\u4e86 Weaver \u548c 10 \u4f59\u4e2a\u6709\u4ee3\u8868\u6027\u7684\u5f00\u6e90 + \u95ed\u6e90\u6a21\u578b\u5728 Benchmark \u4e0a\u7684\u8f93\u51fa\uff0c\u5e76\u5206\u522b\u8fdb\u884c\u4e86\u4eba\u5de5\u5bf9\u6bd4\u8bc4\u4f30\u548c\u57fa\u4e8e GPT4 \u7684\u81ea\u52a8\u8bc4\u4f30\u3002<\/p>\n<p>\u8bc4\u4f30\u7ed3\u679c\u663e\u793a\uff0cWeaver Ultra \u5728 Benchmark \u4e2d\u5bf9\u751f\u6210\u5185\u5bb9\u7684\u65b0\u9896\u5ea6\u548c\u6587\u98ce\u7684\u8bc4\u4f30\u4e2d\u5bf9\u6bd4\u5305\u62ec GPT-4 \u5728\u5185\u7684\u901a\u7528\u5927\u6a21\u578b\u5747\u6709\u663e\u8457\u9886\u5148\uff0c\u5728\u751f\u6210\u5185\u5bb9\u7684\u6d41\u7545\u6027\u548c\u5207\u9898\u7a0b\u5ea6\u4e0a\u4e5f\u548c\u884c\u4e1a\u9886\u5148\u7684 GPT-4 \u76f8\u5f53\uff0c\u9886\u5148\u5176\u4ed6\u5f00\u6e90 \/ \u95ed\u6e90\u6a21\u578b\u3002\u800c\u5176\u4ed6\u8f83\u5c0f\u7684 Weaver \u6a21\u578b\u4e5f\u90fd\u5728\u5404\u9879\u6307\u6807\u4e2d\u76f8\u6bd4\u5927 2-3 \u500d\u7684\u901a\u7528\u5927\u6a21\u578b\u6709\u660e\u663e\u4f18\u52bf\u3002<\/p>\n<p><img data-dominant-color=\"f8f7f7\" data-has-transparency=\"false\" style=\"--dominant-color: #f8f7f7;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-18256\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/a5d5f68196e11e5dcf80867c11e88279db04bc.png\" width=\"1080\" height=\"785\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/a5d5f68196e11e5dcf80867c11e88279db04bc.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/a5d5f68196e11e5dcf80867c11e88279db04bc-300x218.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/a5d5f68196e11e5dcf80867c11e88279db04bc-1024x744.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/a5d5f68196e11e5dcf80867c11e88279db04bc-150x109.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/a5d5f68196e11e5dcf80867c11e88279db04bc-768x558.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe 4: Weaver \u5728 WriteBench \u7684\u8bc4\u6d4b\u7ed3\u679c<\/p>\n<p>\u9664\u4e86\u6807\u51c6 Benchmark \u7684\u4eba\u5de5\u548c\u81ea\u52a8\u8bc4\u4f30\u4ee5\u5916\uff0c\u6ce2\u5f62\u667a\u80fd\u7684\u6a21\u578b\u8bc4\u4f30\u56e2\u961f\u8fd8\u5728\u5305\u542b\u4eba\u673a\u4ea4\u4e92\u7684\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\u5bf9 Weaver Ultra \u548c GPT-4 \u8fdb\u884c\u4e86\u7528\u6237\u4f53\u9a8c\u6d4b\u8bc4\u3002\u7531 4 \u4f4d\u4eba\u7c7b\u5199\u624b\u5728\u540c\u6837\u7684 Chat Interface \u5206\u522b\u4f7f\u7528 Weaver Ultra \u548c GPT-4\uff0c\u4ee5\u76f8\u540c\u7684\u4e3b\u9898\u5206\u522b\u521b\u4f5c\u4e00\u4e2a\u77ed\u6545\u4e8b\uff0c\u4e00\u4e2a\u5c0f\u7ea2\u4e66\u6587\u6848\uff0c\u4e00\u4e2a\u5546\u4e1a\u8ba1\u5212\u4e66\uff0c\u548c\u4e00\u4e2a\u8bfe\u7a0b\u8bba\u6587\u3002\u6d4b\u8bc4\u7ed3\u679c\u663e\u793a\uff0c\u4eba\u7c7b\u5199\u624b\u5229\u7528 Weaver \u8fdb\u884c\u521b\u4f5c\u7684\u6548\u7387\u76f8\u6bd4\u4f7f\u7528 GPT-4 \u63d0\u5347\u4e86\u7ea6 40%\uff0c\u800c\u4e13\u4e1a\u7f16\u8f91\u5bf9\u521b\u4f5c\u5185\u5bb9\u7684\u8d28\u91cf\u8bc4\u6bd4\u4e2d\u4e5f\u4ee5 9:3 \u7684\u6bd4\u5206\u66f4\u503e\u5411\u4e8e\u91c7\u7528 Weaver \u521b\u4f5c\u7684\u6587\u6848\u3002\u5206\u6790\u663e\u793a\uff0cWeaver \u5e26\u6765\u7684\u6548\u7387\u63d0\u5347\u4e3b\u8981\u6765\u81ea\u4e8e\u751f\u6210\u5185\u5bb9\u7684\u6587\u98ce\u66f4\u5f97\u4f53\uff0c\u9700\u8981\u7684\u540e\u7f16\u8f91\u66f4\u5c11\uff0c\u4ee5\u53ca\u521b\u4f5c\u8fc7\u7a0b\u4e2d Weaver \u4ea4\u4e92\u66f4\u52a0\u76f4\u63a5\uff0c\u4e0d\u4f1a\u8f93\u51fa\u65e0\u7528\u7684\u5e9f\u8bdd\u548c\u7591\u95ee\u3002\u800c\u6765\u81ea\u4e13\u4e1a\u7f16\u8f91\u7684\u53cd\u9988\u4e3b\u8981\u96c6\u4e2d\u5728\u57fa\u4e8e Weaver \u521b\u4f5c\u7684\u4f5c\u54c1\u98ce\u683c\u5f80\u5f80\u66f4\u7b26\u5408\u5b9e\u7528\u6807\u51c6\uff0c\u4ee5\u53ca\u521b\u4f5c\u7684\u5185\u5bb9\u4e2a\u65b0\u9896\u7a0b\u5ea6\u66f4\u9ad8\uff0c\u4e0d\u6b7b\u677f\u3002<\/p>\n<p><img data-dominant-color=\"e5e5e5\" data-has-transparency=\"false\" style=\"--dominant-color: #e5e5e5;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-18257\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/036029a7275e64f3d56559cf2272fe887f351d.png\" width=\"1080\" height=\"321\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/036029a7275e64f3d56559cf2272fe887f351d.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/036029a7275e64f3d56559cf2272fe887f351d-300x89.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/036029a7275e64f3d56559cf2272fe887f351d-1024x304.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/036029a7275e64f3d56559cf2272fe887f351d-150x45.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/02\/036029a7275e64f3d56559cf2272fe887f351d-768x228.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe 5: Weaver \u548c\u5176\u4ed6\u5927\u6a21\u578b\u5728\u4eba\u5de5\u8bc4\u6d4b\u4e2d\u7684 ELO Rating<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_18251\" class=\"pvc_stats total_only  \" data-element-id=\"18251\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u65e5\uff0c\u6ce2\u5f62\u667a\u80fd\u7684\u5927\u6a21\u578b\u56e2\u961f\u53d1\u5e03\u4e86\u4e00\u6b3e\u4e13\u7cbe AI \u5199\u4f5c\u7684\u4e13\u4e1a\u5927\u6a21\u578b Weaver\u3002\u901a\u8fc7\u5199\u4f5c\u9886\u57df\u4e13\u4e1a\u9884\u8bad\u7ec3\u548c\u4e00\u5957\u521b [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_18251\" class=\"pvc_stats total_only  \" data-element-id=\"18251\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":18252,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,80],"tags":[124,887],"class_list":["post-18251","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-80","tag-ai","tag-887"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/18251","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=18251"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/18251\/revisions"}],"predecessor-version":[{"id":18258,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/18251\/revisions\/18258"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/18252"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=18251"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=18251"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=18251"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}