{"id":10402,"date":"2026-07-26T06:49:40","date_gmt":"2026-07-25T22:49:40","guid":{"rendered":"https:\/\/infernews.com\/blog\/a-verifiable-benchmark-for-autonomous-agents-in-complex-document-operations\/"},"modified":"2026-07-26T06:49:40","modified_gmt":"2026-07-25T22:49:40","slug":"a-verifiable-benchmark-for-autonomous-agents-in-complex-document-operations","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/a-verifiable-benchmark-for-autonomous-agents-in-complex-document-operations\/","title":{"rendered":"DocOps \u76f4\u64ca\u6587\u4ef6\u4ee3\u7406\u771f\u529f\u592b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/main_figure.jpg\" alt=\"DocOps benchmark overview\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6539 Excel\u3001Word\u3001PowerPoint \u540c PDF\uff0c\u6700\u96e3\u5514\u4fc2\u751f\u6210\u4e00\u6bb5\u5408\u7406\u56de\u8986\uff0c\u800c\u4fc2\u4ea4\u8fd4\u4e00\u4efd<strong>\u53ef\u7528\u3001\u5187\u6574\u721b\u7d50\u69cb<\/strong>\u7684\u539f\u751f\u6587\u4ef6\u3002DocOps\u5c6c\u65bc benchmark \u985e\u578b\uff0c\u91dd\u5c0d document-operation agents \u800c\u8a2d\uff0c\u91cd\u9ede\u4e0d\u662f\u554f\u7b54\u5f97\u5206\uff0c\u800c\u662f\u6aa2\u67e5\u4ee3\u7406\u80fd\u5426\u628a\u6587\u4ef6\u6539\u5230\u6307\u5b9a\u72c0\u614b\uff0c\u540c\u6642\u4fdd\u4f4f\u516c\u5f0f\u3001\u6a23\u5f0f\u3001\u5927\u7db1\u3001\u66f8\u7c64\u8207\u683c\u5f0f\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u8a55\u6e2c\u5e38\u843d\u5728\u5169\u500b\u7bc4\u5f0f\uff1astatic document understanding \u628a\u6587\u4ef6\u7576\u6210\u552f\u8b80\u6750\u6599\u505a\u64f7\u53d6\u6216\u554f\u7b54\uff1bworkflow-oriented software evaluation \u5247\u628a\u6587\u4ef6\u7576\u6210\u5728\u61c9\u7528\u7a0b\u5f0f\u4e4b\u9593\u6d41\u8f49\u7684\u9644\u5c6c\u54c1\u3002DocOps\u53cd\u904e\u4f86\u628a\u300c\u6587\u4ef6\u672c\u8eab\u300d\u653e\u56de\u4e2d\u5fc3\uff0c\u7528 Harbor \u683c\u5f0f\u6574\u7406 210 \u500b\u53ef\u57f7\u884c\u4efb\u52d9\uff0c\u518d\u7528 deterministic artifact-level verifiers \u76f4\u63a5\u9a57\u6700\u7d42\u6a94\u6848\u72c0\u614b\uff0c\u9019\u7a2e\u8a2d\u8a08\u6bd4\u53ea\u770b\u53ef\u898b\u6587\u5b57\u66f4\u80fd\u6349\u5230\u7834\u58de\u6027\u4fee\u6539\u8207\u72c0\u614b\u907a\u6f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u53d6\u5411\u76f8\u7576\u9bae\u660e\uff1a\u4e0d\u662f\u8ffd\u6c42\u804a\u5929\u5f0f\u6d41\u66a2\u56de\u8986\uff0c\u800c\u662f\u62c6\u89e3 document manipulation \u5230 content\u3001format\u3001structure \u4e09\u500b\u7dad\u5ea6\uff0c\u518d\u6309 L1 \u5230 L4 \u62c9\u958b\u96e3\u5ea6\uff0c\u6db5\u84cb\u5c40\u90e8\u539f\u5b50\u64cd\u4f5c\u3001\u540c\u6587\u4ef6\u7d44\u5408\u64cd\u4f5c\u3001\u55ae\u6587\u4ef6\u6d41\u7a0b\uff0c\u5230\u8de8\u6587\u4ef6\u5de5\u4f5c\u6d41\u7a0b\u3002\u5c0d\u7814\u7a76 agent \u80fd\u5426\u9577\u6b65\u9a5f\u7dad\u6301\u5168\u5c40\u4e00\u81f4\u6027\u7684\u4eba\u4f86\u8aaa\uff0c\u9019\u500b\u5206\u5c64\u6bd4\u55ae\u4e00\u7e3d\u5206\u66f4\u6709\u8a3a\u65b7\u50f9\u503c\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6536\u9304 210 \u500b Harbor tasks\uff0c\u8986\u84cb\u56db\u7a2e\u5e38\u898b\u6587\u4ef6\u683c\u5f0f<\/li>\n<li>\u5167\u5efa deterministic verifiers\uff0c\u9a57\u8b49\u539f\u751f\u6a94\u6848\u800c\u975e\u53ea\u770b\u8f38\u51fa\u6587\u5b57<\/li>\n<li>\u63d0\u4f9b DocumentTools\u3001Terminus-2\u3001Codex\u3001Claude Code \u7b49 execution harnesses<\/li>\n<li>\u652f\u63f4 skill-on \/ skill-off \u8a55\u6e2c\uff0c\u8f03\u6613\u5206\u8fa8\u5de5\u5177\u80fd\u529b\u8207\u6a21\u578b\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b GitHub \u9805\u76ee\u5df2\u5305 task\u3001skills\u3001harnesses \u540c Docker base images\uff0c\u91cd\u9ede\u5728\u91cd\u73fe benchmark run\uff0c\u800c\u4e0d\u662f\u55ae\u7368\u63d0\u4f9b\u67d0\u500b\u8fa6\u516c\u81ea\u52d5\u5316\u5de5\u5177\u3002\u73fe\u6709\u7d50\u679c\u4ea6\u8aaa\u660e\u9580\u6abb\u4e0d\u4f4e\uff1a\u4f8b\u5982 GPT-5.5 \u5728\u4e0d\u540c harness \u7684\u8868\u73fe\u6709\u660e\u986f\u843d\u5dee\uff0cClaude Sonnet 4.6\u3001DeepSeek-V4-Pro \u7b49\u6a21\u578b\u4ea6\u672a\u898b\u63a5\u8fd1\u6eff\u5206\uff0c\u53cd\u6620\u6587\u4ef6\u64cd\u4f5c\u4ee3\u7406\u8ddd\u96e2\u7a69\u5b9a\u8655\u7406\u7aef\u5230\u7aef\u5de5\u4f5c\u4ecd\u6709\u4e00\u6bb5\u8ddd\u96e2\u3002\u5c0d\u505a Agentic \u8a55\u6e2c\u3001\u8fa6\u516c\u81ea\u52d5\u5316\u4ee3\u7406\u3001\u6216\u60f3\u6bd4\u8f03 skill \u8207\u6a21\u578b\u908a\u754c\u7684\u5718\u968a\u800c\u8a00\uff0cDocOps\u7684\u53c3\u8003\u50f9\u503c\u5f88\u9ad8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/docopsbench.github.io\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/icip-cas\/DocOps\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2607.19865\" rel=\"noopener noreferrer\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u4ef6\u4ee3\u7406\u5514\u6b62\u8981\u7b54\u5571\u5167\u5bb9\uff0c\u4ef2\u8981\u6539\u5f97\u5571\u683c\u5f0f\u540c\u7d50\u69cb\u3002DocOps\u5c07\u8a55\u6e2c\u7126\u9ede\u653e\u56de\u539f\u751f\u6587\u4ef6\u672c\u8eab\uff0c\u8f03\u6613\u770b\u6e05\u4ee3\u7406\u4fc2\u771f\u8b58\u505a\u4e8b\uff0c\u5b9a\u53ea\u4fc2\u8b58\u8b1b\u7b54\u6848\u3002<\/p>\n","protected":false},"author":8,"featured_media":10401,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,185,140,147,153,116,24,184,191,188,199,201,202],"tags":[],"class_list":["post-10402","post","type-post","status-publish","format-standard","hentry","category-133","category-qwen","category-gemini","category-deepseek","category-openai","category-agentic","category-aisoftware","category-robotic","category-anthropic","category-meta","category-dataset-","category-skill-","category-202"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10402","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=10402"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10402\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10401"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10402"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10402"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10402"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}