![\"\u5b8c\u6210\u5b66\u672f\u7814\u7a76\u5168\u6d41\u7a0b\"](\"https:\/\/ai.jxgzhc.cn\/wp-content\/uploads\/2026\/09\/academic-research-skills.png\")
<\/p>\n<\/p>\n
\u5b66\u672f\u7814\u7a76\u5168\u6d41\u7a0b10\u9636\u6bb5\uff1a\u6587\u732e\u68c0\u7d22\u2192\u5199\u4f5c\u2192\u5f15\u7528\u683c\u5f0f\u5316\u2192\u540c\u884c\u8bc4\u5ba1\u6a21\u62df<\/strong><\/p>\n Academic Research Skills for Claude Code<\/p>\n \u4e00\u5957\u5b8c\u6574\u7684\u5b66\u672f\u7814\u7a76 Claude Code \u6280\u80fd\u5305\uff0c\u6db5\u76d6\u4ece\u7814\u7a76\u5230\u8bba\u6587\u51fa\u7248\u7684\u5168\u6d41\u7a0b\u3002<\/p>\n 30 \u79d2\u5b89\u88c5 \uff08Claude Code CLI \/ VS Code \/ JetBrains\uff0cv3.7.0+\uff09\uff1a<\/p>\n \/plugin marketplace add Imbad0202\/academic-research-skills \u5b89\u88c5\u540e\u8fd0\u884c \/ars-plan \uff0cARS \u4f1a\u7528\u82cf\u683c\u62c9\u5e95\u5f0f\u5bf9\u8bdd\u5e2e\u4f60\u89c4\u5212\u7ae0\u8282\u7ed3\u6784\u3002\u9700\u8981\u524d\u7f6e\u6761\u4ef6\u6216\u4f20\u7edf symlink \u5b89\u88c5\uff0c\u8bf7\u770b \u5feb\u901f\u5b89\u88c5 \u3002<\/p>\n AI \u662f\u4f60\u7684\u526f\u9a7e\u9a76\uff0c\u4e0d\u662f\u673a\u957f\u3002 \u8fd9\u4e2a\u5de5\u5177\u4e0d\u4f1a\u66ff\u4f60\u5199\u8bba\u6587\u3002\u5b83\u5904\u7406\u7e41\u7410\u5de5\u4f5c\uff1a\u641c\u6587\u732e\u3001\u6392\u683c\u5f0f\u3001\u9a8c\u6570\u636e\u3001\u67e5\u903b\u8f91\u4e00\u81f4\u6027\u3002\u8fd9\u6837\u4f60\u5c31\u80fd\u4e13\u6ce8\u5728\u771f\u6b63\u9700\u8981\u601d\u8003\u7684\u4e8b\u4e0a\uff1a\u5b9a\u4e49\u95ee\u9898\u3001\u9009\u62e9\u65b9\u6cd5\u3001\u89e3\u8bfb\u6570\u636e\u610f\u4e49\u3001\u5199\u51fa\u300c\u6211\u8ba4\u4e3a\u300d\u540e\u9762\u90a3\u53e5\u8bdd\u3002<\/p>\n \u548c humanizer \u4e0d\u540c\uff0c\u8fd9\u4e2a\u5de5\u5177\u4e0d\u662f\u5e2e\u4f60\u9690\u85cf\u4f7f\u7528 AI \u534f\u4f5c\u7684\u4e8b\u5b9e\uff0c\u800c\u662f\u5e2e\u4f60\u628a\u5173\u6587\u7ae0\u8d28\u91cf\u3002\u98ce\u683c\u6821\u51c6\u4f1a\u4ece\u4f60\u8fc7\u53bb\u7684\u6587\u7ae0\u4e2d\u5b66\u4e60\u4f60\u7684\u58f0\u97f3\uff0c\u5199\u4f5c\u8d28\u91cf\u68c0\u67e5\u4f1a\u8bc6\u522b\u8ba9\u6587\u5b57\u8bfb\u8d77\u6765\u50cf\u673a\u5668\u751f\u6210\u7684\u6a21\u5f0f\u3002\u76ee\u6807\u662f\u8d28\u91cf\uff0c\u4e0d\u662f\u63a9\u9970\u3002<\/p>\n \u4e3a\u4ec0\u4e48\u9009\u300c\u4eba\u673a\u534f\u4f5c\u300d\u800c\u4e0d\u662f\u300c\u5168\u81ea\u52a8\u300d\uff1f<\/p>\n Lu \u7b49\u4eba\uff082026\uff0c Nature 651:914-919\uff09\u53d1\u8868\u7684 The AI Scientist \u662f\u7b2c\u4e00\u4e2a\u7aef\u5230\u7aef\u5168\u81ea\u52a8\u7684 AI \u7814\u7a76\u7cfb\u7edf\uff0c\u5176\u751f\u6210\u7684\u8bba\u6587\u901a\u8fc7 ICLR 2025 workshop \u7684\u76f2\u5ba1\uff08\u8bc4\u5206 6.33\/10\uff0cworkshop \u5e73\u5747 4.87\uff09\u3002\u4ed6\u4eec\u81ea\u5df1\u7684 Limitations \u6bb5\u843d\u4e5f\u5217\u51fa\u4e86\u8fd9\u7c7b\u7cfb\u7edf\u4f1a\u9047\u5230\u7684\u7ed3\u6784\u6027\u5931\u8d25\u6a21\u5f0f\uff1a\u5b9e\u73b0\u9519\u8bef\u3001\u5e7b\u89c9\u5b9e\u9a8c\u7ed3\u679c\u3001\u53d6\u5de7\u7279\u5f81\u4f9d\u8d56\u3001\u5b9e\u73b0\u9519\u8bef\u88ab\u5305\u88c5\u6210\u300c\u610f\u5916\u53d1\u73b0\u300d\u3001\u65b9\u6cd5\u8bba\u4f2a\u9020\u3001\u6846\u67b6\u9501\u5b9a\u3001\u5f15\u7528\u5e7b\u89c9\u3002<\/p>\n ARS \u5efa\u7acb\u5728\u8fd9\u4e2a\u524d\u63d0\u4e0a\uff1a \u4eba\u7c7b\u7814\u7a76\u8005 + AI \u7684\u7ec4\u5408\uff0c\u6bd4\u7eaf\u81ea\u52a8\u6216\u7eaf\u4eba\u5de5\u66f4\u80fd\u907f\u5f00\u8fd9\u4e9b\u5931\u8d25\u6a21\u5f0f \u3002Stage 2.5 \u4e0e Stage 4.5 \u5b66\u672f\u8bda\u4fe1\u95f8\u95e8\u8fd0\u884c 7 \u7c7b\u963b\u65ad\u5f0f\u68c0\u67e5\u6e05\u5355\uff08\u89c1 academic-pipeline\/references\/ai_research_failure_modes.md \uff09\uff0creviewer \u4e5f\u63d0\u4f9b opt-in \u7684 calibration mode \u7528\u7528\u6237\u63d0\u4f9b\u7684 gold set \u6d4b\u91cf FNR\/FPR\u3002<\/p>\n Zhao \u7b49\u4eba \uff082026-05\uff09\u76d8\u70b9\u4e86 arXiv\u3001bioRxiv\u3001SSRN\u3001PMC \u4e0a 250 \u4e07\u7bc7\u8bba\u6587\u4e2d\u7684 1.11 \u4ebf\u6761\u5f15\u7528\uff0c\u4fdd\u5b88\u4f30\u8ba1 2025 \u5e74\u5355\u5e74\u5c31\u6709 146,932 \u6761\u5e7b\u89c9\u5f15\u7528\uff0c\u5e76\u89c2\u5bdf\u5230 2024 \u5e74\u4e2d\u662f\u4e0a\u5347\u7684\u62d0\u70b9\uff1bbioRxiv-to-PMC \u8fd9\u6761\u914d\u5bf9\u7684\u300c\u9884\u5370\u672c\u8fdb\u5165\u6b63\u5f0f\u53d1\u8868\u7248\u672c\u300d\u5e7b\u89c9\u5b58\u6d3b\u7387\u8fbe 85.3%\u3002\u4ed6\u4eec\u628a\u300c\u771f\u5b9e\u5f15\u7528\u88ab\u7528\u6765\u652f\u6491\u88ab\u5f15\u6587\u732e\u5176\u5b9e\u6ca1\u6709\u63d0\u51fa\u7684\u4e3b\u5f20\u300d\u63cf\u8ff0\u4e3a\u5f53\u524d\u672a\u89e3\u7684\u95ee\u9898\u3002ARS v3.7.1 \u4e3a\u6765\u6e90 provenance \u52a0\u4e0a trust-chain frontmatter\uff0cv3.7.3 \u4e3a\u672a\u6765\u7684 claim-level \u5ba1\u8ba1\u94fa\u8bbe locator \u57fa\u7840\u8bbe\u65bd\uff08\u4e09\u5c42\u5f15\u7528 anchor\uff09\uff0c\u5e76\u5728\u5f15\u7528\u9636\u6bb5\u5448\u73b0 advisory \u98ce\u9669\u4fe1\u53f7\uff08ARS \u5185\u90e8\u628a\u8fd9\u6761 claim-faithfulness \u7f3a\u53e3\u6807\u8bb0\u4e3a\u300cL3\u300d\uff0c\u6b64\u4e3a ARS \u7684\u7528\u8bcd\uff0c\u4e0d\u662f\u8bba\u6587\u7684\u7528\u8bcd\uff09\u3002v3.7.x \u7684\u8bbe\u8ba1\u52a8\u673a\u6765\u81ea Zhao \u7b49\u4eba\u7684 corpus-scale \u53d1\u73b0\uff1bARS \u672c\u8eab\u7684 corpus-scale \u8bc4\u4f30\u4ecd\u662f\u672a\u6765\u5de5\u4f5c\u3002<\/p>\n v3.8 \u8865\u4e0a L3 \u7f3a\u53e3\u7684\u53e6\u4e00\u534a\u3002v3.7.3 \u8ba9\u6bcf\u4e00\u6761\u5f15\u7528\u90fd\u5e26 locator anchor\uff0cv3.8 \u5728\u8fd9\u4e2a\u57fa\u7840\u4e0a\u52a0\u4e00\u9053 opt-in \u5ba1\u8ba1\uff08 ARS_CLAIM_AUDIT=1 \uff09\uff1a\u83b7\u53d6\u6bcf\u4e2a anchor \u6307\u5411\u7684\u539f\u59cb\u6587\u672c\uff0c\u5224\u65ad\u8bba\u6587\u91cc\u7684 claim \u662f\u5426\u771f\u6709\u88ab\u8be5\u5f15\u7528\u652f\u6491\u3002\u4e94\u7c7b\u65b0\u7684 HIGH-WARN annotation\uff08claim-not-supported\u3001negative-constraint-violation\u3001fabricated-reference\u3001anchorless\u3001constraint-violation-uncited\uff09\u4f1a\u5728 formatter terminal hard gate \u76f4\u63a5\u963b\u6b62\u8f93\u51fa\u3002Calibration \u968f release \u63d0\u4f9b 20 \u6761 gold set\uff0c\u91c7\u7528 FNR<0.15\u3001FPR<0.10 \u53cc\u9608\u503c\uff1b\u6b63\u5f0f\u653e\u5927\u6295\u5165\u524d\u8981\u5148\u6709 calibration \u8bc1\u636e\uff08v3.8 spec \u00a75\uff09\u3002<\/p>\n v3.3 \u7684\u7075\u611f\u6765\u81ea PaperOrchestra \uff08Song, Song, Pfister & Yoon, 2026, Google\uff09\uff1aSemantic Scholar API \u9a8c\u8bc1\u3001\u53cd\u6cc4\u9732\u534f\u8bae\u3001VLM \u56fe\u8868\u9a8c\u8bc1\u3001\u5206\u6570\u8f68\u8ff9\u8ffd\u8e2a\u3002<\/p>\n \u67b6\u6784\u4e0e pipeline<\/p>\n \ud83d\udc49 docs\/ARCHITECTURE.md \u2014 \u5b8c\u6574 pipeline \u89c6\u56fe\uff1a\u6d41\u7a0b\u56fe\u3001\u9636\u6bb5 \u00d7 \u7ef4\u5ea6\u77e9\u9635\u3001\u6570\u636e\u8bbf\u95ee\u6d41\u3001skill \u4f9d\u8d56\u56fe\u3001\u8d28\u91cf\u95f8\u95e8\u3001\u6a21\u5f0f\u6e05\u5355\u3002<\/p>\n \u8fd9\u4efd\u67b6\u6784\u6587\u6863\u53d6\u4ee3\u4e86\u539f\u672c\u6563\u5728 README \u5404\u5904\u7684 pipeline \u63cf\u8ff0\u3002\u5173\u4e8e\u300c\u54ea\u4e2a\u9636\u6bb5\u8dd1\u4ec0\u4e48\u300d\u7684\u6240\u6709\u4fe1\u606f\u90fd\u96c6\u4e2d\u5728\u4e00\u4e2a\u5730\u65b9\u3002<\/p>\n \u5feb\u901f\u5b89\u88c5<\/p>\n \u524d\u7f6e\u6761\u4ef6<\/p>\n Claude Code \uff08\u5efa\u8bae\u6700\u65b0\u7248\uff1bplugin packaging \u9700\u8981\u8fd1\u671f\u7248\u672c\uff09<\/p>\n \u5df2\u5bfc\u51fa ANTHROPIC_API_KEY \uff0c\u6216\u5728\u7b2c\u4e00\u6b21\u8fd0\u884c claude \u65f6\u8bbe\u7f6e<\/p>\n \u9009\u7528\uff1a Pandoc \u7528\u4e8e DOCX \u8f93\u51fa\uff0ctectonic + \u601d\u6e90\u5b8b\u4f53 TC \u7528\u4e8e APA 7.0 PDF\uff08\u7eaf Markdown \u8f93\u51fa\u4e0d\u9700\u8981\u8fd9\u4e24\u8005\uff09<\/p>\n Plugin \u5b89\u88c5\uff08v3.7.0+\uff0c\u63a8\u8350\uff09\uff1a<\/p>\n \/plugin marketplace add Imbad0202\/academic-research-skills \u9a8c\u8bc1\u53ef\u7528\uff1a \u8fd0\u884c \/ars-plan \u5e76\u63cf\u8ff0\u4f60\u6b63\u5728\u5199\u7684\u8bba\u6587\uff0cARS \u4f1a\u7528\u82cf\u683c\u62c9\u5e95\u5f0f\u5bf9\u8bdd\u5e2e\u4f60\u89c4\u5212\u7ae0\u8282\u7ed3\u6784\u3002\u5982\u679c\u60f3\u505a\u5355\u6b21\u6d4b\u8bd5\uff0c\u53ef\u4ee5\u8fd0\u884c \/ars-lit-review "\u4f60\u7684\u4e3b\u9898" \u3002<\/p>\n \ud83d\udc49 docs\/SETUP.md \u2014 \u5b8c\u6574\u6307\u5357\uff1a\u5b89\u88c5 Claude Code\u3001\u8bbe\u7f6e API key\u3001\u9009\u7528\u7684 Pandoc\/tectonic\uff08DOCX\/PDF\uff09\u3001\u8de8\u6a21\u578b\u9a8c\u8bc1\uff08 ARS_CROSS_MODEL \uff09\uff0c\u4ee5\u53ca\u516d\u79cd\u5b89\u88c5\u65b9\u5f0f\uff08Plugin\u3001\u9879\u76ee skills\u3001\u5168\u5c40 skills\u3001 claude.ai Project\u3001repo clone\u3001Claude Science \u5bfc\u5165\uff09\u3002<\/p>\n \u4f7f\u7528 Claude Science\uff1f \u56db\u4e2a skill \u53ef\u76f4\u63a5\u5bfc\u5165\uff1a Skills \u2192 Import from GitHub \uff0c\u7c98\u8d34 https:\/\/github.com\/Imbad0202\/academic-research-skills \uff0c\u70b9 Preview \uff0c\u518d\u70b9 Import 4 skills \uff08\u9700\u672c repo v3.14.0+\u2014\u2014\u5bfc\u5165\u5668\u8bfb\u53d6 marketplace manifest \u4e2d\u663e\u5f0f\u58f0\u660e\u7684 skill \u8def\u5f84\uff09\u3002\u5bfc\u5165\u662f\u4e00\u6b21\u6027\u5feb\u7167\uff1aARS \u66f4\u65b0\u540e\u9700\u91cd\u65b0\u5bfc\u5165\u3002\u5bfc\u5165\u7684 skill \u627f\u8f7d ARS \u65b9\u6cd5\u8bba\uff08\u7814\u7a76\uff0f\u5199\u4f5c\uff0f\u8bc4\u5ba1\u534f\u8bae\uff09\uff1bClaude Code \u4e13\u5c5e\u673a\u5236\u2014\u2014slash commands\u3001hooks\u3001subagent \u7f16\u6392\u2014\u2014\u4e0d\u4f1a\u8f6c\u79fb\u3002\u8be6\u89c1 docs\/SETUP.md Method 5\u3002<\/p>\n \u7528 Codex CLI\uff1f \u8bf7\u5b89\u88c5\u59d0\u59b9\u7248\uff1a Imbad0202\/academic-research-skills-codex \u3002\u540c\u4e00\u5957 workflow \u5185\u5bb9\uff0cCodex \u539f\u751f\u6253\u5305\u4e3a\u5355\u4e00 $academic-research-suite skill\uff0c\u63d0\u4f9b ars-* \u522b\u540d\u3002<\/p>\n \u6027\u80fd\u4e0e\u8d39\u7528<\/p>\n \ud83d\udc49 docs\/PERFORMANCE.md \u2014 \u5404\u6a21\u5f0f token \u9884\u7b97\u3001\u5b8c\u6574 pipeline \u4f30\u7b97\uff08\u4e00\u7bc7 15k \u5b57\u8bba\u6587\u7ea6 ~$4\u20136\uff09\uff0c\u4ee5\u53ca\u5efa\u8bae\u7684 Claude Code \u8bbe\u7f6e\uff08Auto \u6a21\u5f0f\uff1bAgent Team \u9009\u7528\uff09\u3002<\/p>\n \u4f7f\u7528\u6307\u5357\u4e0e\u6587\u7ae0<\/p>\n \u5b66\u672f\u5199\u4f5c\u4e0d\u8be5\u662f\u4e00\u4e2a\u4eba\u7684\u4e8b\uff1a\u4e00\u5957\u5f00\u6e90 AI \u534f\u4f5c\u5de5\u5177\u5982\u4f55\u6539\u53d8\u7814\u7a76\u8005\u7684\u5de5\u4f5c\u6d41 \u2014 \u5b8c\u6574\u4f7f\u7528\u6307\u5357\uff08\u7e41\u4f53\u4e2d\u6587\uff09<\/p>\n Academic Writing Shouldn't Be a Solo Act \u2014 Full pipeline walkthrough (English)<\/p>\n \u529f\u80fd\u7279\u8272\u4e00\u89c8<\/p>\n Deep Research \u2014 13 \u4e2a Agent \u7684\u7814\u7a76\u56e2\u961f\uff0c\u652f\u6301\u82cf\u683c\u62c9\u5e95\u5f15\u5bfc\u3001PRISMA \u7cfb\u7edf\u6027\u56de\u987e\u3001\u610f\u56fe\u68c0\u6d4b\u3001\u5bf9\u8bdd\u5065\u5eb7\u5ea6\u76d1\u63a7\u3001\u53ef\u9009\u8de8\u6a21\u578b DA\u3001Semantic Scholar API \u9a8c\u8bc1\u3002<\/p>\n Academic Paper \u2014 12 \u4e2a Agent \u7684\u8bba\u6587\u64b0\u5199\u56e2\u961f\uff0c\u542b\u98ce\u683c\u6821\u51c6\u3001\u5199\u4f5c\u8d28\u91cf\u68c0\u67e5\u3001LaTeX \u8f93\u51fa\u5f3a\u5316\u3001\u53ef\u89c6\u5316\u3001\u4fee\u8ba2\u6559\u7ec3\u3001\u5f15\u7528\u683c\u5f0f\u8f6c\u6362\u3001\u53cd\u6cc4\u9732\u534f\u8bae\u3001VLM \u56fe\u8868\u9a8c\u8bc1\u3002<\/p>\n Academic Paper Reviewer \u2014 7 \u4e2a Agent \u7684\u591a\u89c6\u89d2\u540c\u884c\u8bc4\u5ba1\uff0c0-100 \u8d28\u91cf\u91cf\u8868\uff08\u4e3b\u7f16 + 3 \u4f4d\u52a8\u6001\u5ba1\u67e5\u8005 + \u9b54\u9b3c\u4ee3\u8a00\u4eba\uff09\uff0c\u542b\u8ba9\u6b65\u95e8\u69db\u534f\u8bae\u3001\u653b\u51fb\u5f3a\u5ea6\u4fdd\u6301\u3001\u53ef\u9009\u8de8\u6a21\u578b DA critique \/ calibration\u3001R&R \u8ffd\u6eaf\u77e9\u9635\u3001\u53ea\u8bfb\u7ea6\u675f\u3002<\/p>\n Academic Pipeline \u2014 10 \u9636\u6bb5\u5168\u6d41\u7a0b\u8c03\u5ea6\u5668\uff0c\u542b\u81ea\u9002\u5e94 checkpoint\u3001\u4e3b\u5f20\u9a8c\u8bc1\u3001\u6750\u6599\u62a4\u7167\u3001\u53ef\u9009 repro_lock \u3001\u53ef\u9009\u8de8\u6a21\u578b\u5b66\u672f\u8bda\u4fe1\u9a8c\u8bc1\u3001\u4e2d\u9014\u5f3a\u5316\u673a\u5236\u3001\u5206\u6570\u8f68\u8ff9\u8ffd\u8e2a\u3002<\/p>\n \u6570\u636e\u8bbf\u95ee\u5c42\u7ea7\u6807\u6ce8 \uff08v3.3.2+\uff09\u2014 \u6bcf\u4e2a skill \u58f0\u660e data_access_level \uff08 raw \/ redacted \/ verified_only \uff09\uff0c\u7531 scripts\/check_data_access_level.py \u5f3a\u5236\u6267\u884c\u3002\u8bbe\u8ba1\u7075\u611f\u6765\u81ea Anthropic \u7684 automated-w2s-researcher\uff082026\uff09\u3002\u8be6\u89c1 shared\/ground_truth_isolation_pattern.md \u3002<\/p>\n \u4efb\u52a1\u7c7b\u578b\u6807\u6ce8 \uff08v3.3.2+\uff09\u2014 \u6bcf\u4e2a skill \u58f0\u660e task_type \uff08 open-ended \u6216 outcome-gradable \uff09\u3002\u76ee\u524d ARS \u6240\u6709 skills \u7686\u4e3a open-ended \u3002<\/p>\n Benchmark \u62a5\u544a Schema \uff08v3.3.5+\uff09\u2014 JSON Schema + lint script\uff0c\u8981\u6c42\u8bda\u5b9e\u7684 benchmark \u6bd4\u8f83\u62a5\u544a\u3002\u8be6\u89c1 shared\/benchmark_report_pattern.md \u3002<\/p>\n Artifact \u53ef\u590d\u73b0\u6027 Lockfile \uff08v3.3.5+\uff09\u2014 Material Passport \u6dfb\u52a0\u53ef\u9009 repro_lock \u5b50\u533a\u5757\u3002 \u662f\u914d\u7f6e\u6587\u6863\u5316\uff0c\u4e0d\u662f\u91cd\u64ad\u4fdd\u8bc1 \u2014 LLM \u8f93\u51fa\u4e0d\u662f\u9010\u5b57\u8282\u53ef\u590d\u73b0\u3002\u8be6\u89c1 shared\/artifact_reproducibility_pattern.md \u3002<\/p>\n \u5b9e\u9a8c\u6765\u6e90\u51ed\u8bc1\u767b\u5f55 \uff08#260\uff09\u2014 Material Passport \u53ef\u9009\u7684 experiment_provenance[] \u8bb0\u5f55\u7814\u7a76\u8005\u5728 \u5916\u90e8 \u8dd1\u8fc7\u7684\u5b9e\u9a8c\uff08ARS \u4ece\u4e0d\u6267\u884c\u5b9e\u9a8c\uff09\uff0c\u8bba\u6587\u4e3b\u5f20\u901a\u8fc7 claim_intent_manifest.planned_experiment_ids[] \u4e0e\u4e4b join\u3002\u8bda\u4fe1 gate\uff08Stage 2.5\/4.5\uff09\u9010\u6761\u6bd4\u5bf9\u5b9e\u9a8c\u652f\u6491\u578b\u4e3b\u5f20\u4e0e\u767b\u5f55\u51ed\u8bc1 \u2014 ALIGNED \/ OVERSTATED \/ NOT_SUPPORTED_BY_PROVENANCE \/ PROVENANCE_INSUFFICIENT \u2014 \u4f46\u4e0d\u5224\u5b9a\u5b9e\u9a8c\u672c\u8eab\u662f\u5426\u6b63\u786e \u3002fail-closed \u7684 experiment_intake_declaration \u8ba9\u300c\u6709\u6ca1\u6709\u8dd1\u5b9e\u9a8c\u300d\u6210\u4e3a Stage 1 \u660e\u786e\u51b3\u5b9a\u3002\u8be6\u89c1 shared\/handoff_schemas.md \u3002<\/p>\n \u5b9e\u9645\u4ea7\u51fa\u5c55\u793a<\/p>\n \u67e5\u770b\u5b8c\u6574 10 \u9636\u6bb5 pipeline \u7684\u5b9e\u9645\u4ea7\u51fa \u2014 \u5305\u542b \u540c\u884c\u8bc4\u5ba1\u62a5\u544a\u3001\u5b66\u672f\u8bda\u4fe1\u9a8c\u8bc1\u62a5\u544a\u3001\u5b8c\u7a3f\u8bba\u6587 \uff1a<\/p>\n \u6d4f\u89c8\u6240\u6709 pipeline \u4ea7\u51fa \u2192<\/p>\n \u4ea7\u51fa\u7269 \u5b8c\u7a3f\u8bba\u6587\uff08\u82f1\u6587\uff09 \u5b8c\u7a3f\u8bba\u6587\uff08\u4e2d\u6587\uff09 \u5b66\u672f\u8bda\u4fe1\u62a5\u544a \u2014 \u5ba1\u7a3f\u524d \u5b66\u672f\u8bda\u4fe1\u62a5\u544a \u2014 \u6700\u7ec8 \u540c\u884c\u8bc4\u5ba1\u7b2c\u4e00\u8f6e \u518d\u5ba1 \u540c\u884c\u8bc4\u5ba1\u7b2c\u4e8c\u8f6e \u56de\u590d\u5ba1\u67e5\u610f\u89c1 \u51fa\u7248\u540e\u5ba1\u8ba1\u62a5\u544a \u642d\u914d\u5de5\u5177\uff1aExperiment Agent<\/p>\n \u5982\u679c\u4f60\u7684\u7814\u7a76\u9700\u8981\u5728\u5199\u4f5c\u524d\u505a\u5b9e\u9a8c\uff08\u4ee3\u7801\u6216\u4eba\u5de5\u7814\u7a76\uff09\uff0c Experiment Agent \u6280\u80fd\u586b\u8865 ARS Stage 1\uff08\u7814\u7a76\uff09\u548c Stage 2\uff08\u5199\u4f5c\uff09\u4e4b\u95f4\u7684\u7a7a\u7f3a\u3002<\/p>\n ARS Stage 1 \u7814\u7a76 \u2192 RQ Brief + Methodology Blueprint \u529f\u80fd \uff1a\u6267\u884c\u4ee3\u7801\u5b9e\u9a8c\uff08Python\u3001R \u7b49\uff09\u5e76\u5b9e\u65f6\u76d1\u63a7\u3001\u7ba1\u7406\u4eba\u5de5\u7814\u7a76 protocol \u4e0e IRB \u4f26\u7406\u5ba1\u67e5\u300111 \u79cd\u7edf\u8ba1\u8c2c\u8bef\u68c0\u6d4b\u3001\u53ef\u590d\u73b0\u6027\u9a8c\u8bc1\u3002<\/p>\n \u642d\u914d\u4f7f\u7528\u65b9\u5f0f \uff1aARS pipeline \u5b8c\u6210 Stage 1 \u540e\u6682\u505c\uff0c\u5728\u53e6\u4e00\u4e2a experiment-agent session \u4e2d\u6267\u884c\u5b9e\u9a8c\uff0c\u5b8c\u6210\u540e\u5c06\u7ed3\u679c\uff08\u542b Material Passport\uff09\u5e26\u56de ARS Stage 2\u3002ARS \u4e0d\u9700\u8981\u4efb\u4f55\u4fee\u6539\u3002\u8be6\u89c1 experiment-agent README \u3002<\/p>\n \u4f7f\u7528\u65b9\u5f0f<\/p>\n \u5feb\u901f\u5f00\u59cb<\/p>\n # \u542f\u52a8\u5b8c\u6574\u7814\u7a76 pipeline # \u82cf\u683c\u62c9\u5e95\u5f15\u5bfc\u6a21\u5f0f # \u5f15\u5bfc\u5f0f\u8bba\u6587\u64b0\u5199 # \u5ba1\u67e5\u73b0\u6709\u8bba\u6587 # \u67e5\u770b pipeline \u8fdb\u5ea6 \u4e2a\u522b Skill \u4f7f\u7528<\/p>\n Deep Research\uff08\u6df1\u5ea6\u7814\u7a76\uff0c8 \u79cd\u6a21\u5f0f\uff09<\/p>\n "\u7814\u7a76 AI \u5bf9\u9ad8\u7b49\u6559\u80b2\u7684\u5f71\u54cd" \u2192 full mode\uff08\u5b8c\u6574\u7814\u7a76\uff09 Academic Paper\uff08\u5b66\u672f\u8bba\u6587\u64b0\u5199\uff0c11 \u79cd\u6a21\u5f0f\uff09<\/p>\n "\u5e2e\u6211\u5199\u4e00\u7bc7\u8bba\u6587" \u2192 full mode\uff08\u5b8c\u6574\u64b0\u5199\uff09 Academic Paper Reviewer\uff08\u8bba\u6587\u5ba1\u67e5\uff0c6 \u79cd\u6a21\u5f0f\uff09<\/p>\n "\u5ba1\u67e5\u8fd9\u7bc7\u8bba\u6587" \u2192 full mode\uff08\u4e3b\u7f16 + R1\/R2\/R3 + \u9b54\u9b3c\u4ee3\u8a00\u4eba\uff09 Academic Pipeline\uff08\u5168\u6d41\u7a0b\u8c03\u5ea6\u5668\uff09<\/p>\n "\u6211\u60f3\u505a\u4e00\u7bc7\u5b8c\u6574\u7684\u7814\u7a76\u8bba\u6587" \u2192 \u4ece Stage 1 \u5f00\u59cb\u5b8c\u6574 pipeline Pipeline \u7ed3\u675f\u65f6\u81ea\u52a8\u4ea7\u51fa Stage 6\uff1a\u8fc7\u7a0b\u8bb0\u5f55 \u2014 \u542b\u8bba\u6587\u521b\u5efa\u8fc7\u7a0b\u8bb0\u5f55\u4e0e 6 \u7ef4\u5ea6\u534f\u4f5c\u8d28\u91cf\u8bc4\u4f30\uff081\u2013100 \u5206\uff09\u3002<\/p>\n \u652f\u6301\u8bed\u8a00<\/p>\n \u7e41\u4f53\u4e2d\u6587 \u2014 \u7528\u6237\u4ee5\u4e2d\u6587\u5bf9\u8bdd\u65f6\u9ed8\u8ba4\u4f7f\u7528<\/p>\n English \u2014 \u7528\u6237\u4ee5\u82f1\u6587\u5bf9\u8bdd\u65f6\u9ed8\u8ba4\u4f7f\u7528<\/p>\n \u5b66\u672f\u8bba\u6587\u81ea\u52a8\u4ea7\u51fa\u53cc\u8bed\u6458\u8981\uff08\u4e2d\u6587 + English\uff09<\/p>\n \u4f7f\u7528\u5176\u4ed6\u8bed\u8a00\uff1f \u82cf\u683c\u62c9\u5e95\u6a21\u5f0f\uff08deep-research\uff09\u548c Plan \u6a21\u5f0f\uff08academic-paper\uff09\u91c7\u7528 \u610f\u56fe\u5339\u914d \u542f\u52a8 \u2014 \u68c0\u6d4b\u4f60\u7684\u8bf7\u6c42\u542b\u4e49\uff0c\u800c\u975e\u6bd4\u5bf9\u7279\u5b9a\u5173\u952e\u5b57\u3002\u8fd9\u4ee3\u8868\u5b83\u4eec \u652f\u6301\u4efb\u4f55\u8bed\u8a00 \uff0c\u65e0\u9700\u989d\u5916\u8bbe\u7f6e\u3002<\/p>\n \u4e0d\u8fc7\uff0c\u4e00\u822c\u7684 Trigger Keywords \u533a\u5757\uff08\u51b3\u5b9a skill \u662f\u5426\u88ab\u542f\u52a8\uff09\u4ecd\u4ee5\u82f1\u6587\u548c\u7e41\u4f53\u4e2d\u6587\u4e3a\u4e3b\u3002\u5982\u679c\u4f60\u53d1\u73b0 skill \u5728\u4f60\u7684\u8bed\u8a00\u4e0b\u89e6\u53d1\u4e0d\u7a33\u5b9a\uff0c\u53ef\u4ee5\u5728\u5404 SKILL.md \u7684 ### Trigger Keywords \u533a\u5757\u4e2d\u52a0\u5165\u4f60\u7684\u8bed\u8a00\u7684\u5173\u952e\u5b57\uff0c\u63d0\u9ad8\u5339\u914d\u4fe1\u5fc3\u3002<\/p>\n \u652f\u6301\u5f15\u7528\u683c\u5f0f<\/p>\n APA 7.0\uff08\u9ed8\u8ba4\uff0c\u542b\u4e2d\u6587\u5f15\u7528\u89c4\u5219\uff09<\/p>\n Chicago\uff08Notes & Author-Date\uff09<\/p>\n MLA<\/p>\n IEEE<\/p>\n Vancouver<\/p>\n \u652f\u6301\u8bba\u6587\u7ed3\u6784<\/p>\n IMRaD\uff08\u5b9e\u8bc1\u7814\u7a76\uff09<\/p>\n \u4e3b\u9898\u5f0f\u6587\u732e\u56de\u987e<\/p>\n \u7406\u8bba\u5206\u6790<\/p>\n \u4e2a\u6848\u7814\u7a76<\/p>\n \u653f\u7b56\u7b80\u62a5<\/p>\n \u7814\u8ba8\u4f1a\u8bba\u6587<\/p>\n Skill \u8be6\u7ec6\u4fe1\u606f<\/p>\n \u5404 agent \u7684\u804c\u8d23\u4e0e\u5404\u9636\u6bb5\u4ea7\u51fa\u7269\u73b0\u5df2\u79fb\u81f3 docs\/ARCHITECTURE.md \u3002\u7248\u672c\u53f7\u4fdd\u7559\u5728\u6b64\u4ee5\u7ef4\u6301 release metadata \u96c6\u4e2d\u7ba1\u7406\u3002<\/p>\n Deep Research (v2.11.0)<\/p>\n 13 \u4e2a Agent \u7684\u7814\u7a76\u56e2\u961f\u3002\u6a21\u5f0f\uff1afull\u3001quick\u3001review\u3001lit-review\u3001three-way-scan\u3001fact-check\u3001socratic\u3001systematic-review\u3002\u5b8c\u6574 agent \u540d\u5355\u4e0e\u4ea7\u51fa\u7269\uff1a\u89c1 ARCHITECTURE.md \u00a73\u3002<\/p>\n Academic Paper (v3.2.0)<\/p>\n 12 \u4e2a Agent \u7684\u8bba\u6587\u64b0\u5199 pipeline\u3002\u6a21\u5f0f\uff1afull\u3001plan\u3001outline-only\u3001revision\u3001revision-coach\u3001abstract-only\u3001lit-review\u3001format-convert\u3001citation-check\u3001disclosure\u3001rebuttal-audit\u3002\u8f93\u51fa\uff1aMD + DOCX\uff08Pandoc \u53ef\u7528\u65f6\uff09+ LaTeX\uff08APA 7.0 apa7 class \/ IEEE \/ Chicago\uff09\u2192 tectonic \u7f16\u8bd1 PDF\u3002\u5b8c\u6574 agent \u540d\u5355\u4e0e\u5404 phase \u804c\u8d23\uff1a\u89c1 ARCHITECTURE.md \u00a73\u3002<\/p>\n Academic Paper Reviewer (v1.10.0)<\/p>\n 7 \u4e2a Agent \u7684\u591a\u89c6\u89d2\u5ba1\u67e5\uff0c\u642d\u914d 0-100 \u8d28\u91cf\u91cf\u8868 \u3002\u6a21\u5f0f\uff1afull\u3001re-review\u3001quick\u3001methodology-focus\u3001guided\u3001calibration\u3002 \u51b3\u7b56\u5bf9\u7167\uff1a \u226580 \u63a5\u53d7\u300165-79 \u5c0f\u4fee\u300150-64 \u5927\u4fee\u3001<50 \u9000\u7a3f\u3002\u7b2c\u4e00\u8f6e\u5ba1\u67e5\u56e2\u961f vs. \u7cbe\u7b80\u518d\u5ba1\u56e2\u961f\u7684\u5206\u754c\uff1a\u89c1 ARCHITECTURE.md \u00a73 Stage 3 \/ Stage 3'\u3002<\/p>\n Academic Pipeline (v3.19.0)<\/p>\n 10 \u9636\u6bb5\u8c03\u5ea6\u5668\uff0c\u542b\u5b66\u672f\u8bda\u4fe1\u9a8c\u8bc1\u3001\u4e24\u9636\u6bb5\u5ba1\u67e5\u3001\u82cf\u683c\u62c9\u5e95\u6307\u5bfc\u3001\u534f\u4f5c\u8d28\u91cf\u8bc4\u4f30\u3002Pipeline \u4fdd\u8bc1\uff1a\u6bcf\u4e2a\u9636\u6bb5\u90fd\u9700\u7528\u6237\u786e\u8ba4 checkpoint\uff1b\u5b66\u672f\u8bda\u4fe1\u9a8c\u8bc1\uff08Stage 2.5 + 4.5\uff09\u4e0d\u53ef\u8df3\u8fc7\uff1bR&R \u8ffd\u6eaf\u77e9\u9635\uff08Schema 11\uff09\u72ec\u7acb\u9a8c\u8bc1\u4f5c\u8005\u4fee\u8ba2\u4e3b\u5f20\u3002v3.4 \u6dfb\u52a0 Compliance Agent\uff08PRISMA-trAIce + RAISE\uff09\u4e8e Stage 2.5 \/ 4.5\u3002v3.5 \u6dfb\u52a0 \u534f\u4f5c\u6df1\u5ea6\u89c2\u5bdf\u5458 \uff08 collaboration_depth_agent \uff0c\u4ec5\u54a8\u8be2\u6027\u8d28\u3001\u6c38\u4e0d\u963b\u6321\u6d41\u7a0b\uff09\u4e8e\u6bcf\u4e00\u6b21 FULL\/SLIM checkpoint \u4e0e pipeline \u5b8c\u6210\u65f6\u3002MANDATORY \u5b66\u672f\u8bda\u4fe1\u95f8\u95e8\uff082.5 \/ 4.5\uff09\u660e\u786e\u8df3\u8fc7\u89c2\u5bdf\u5458\uff0c\u907f\u514d\u7a00\u91ca\u5408\u89c4\u68c0\u67e5\u3002\u7406\u8bba\u57fa\u7840\uff1aWang & Zhang (2026), IJETHE 23:11\u3002\u9010\u9636\u6bb5\u77e9\u9635\uff08agent\u3001\u4ea7\u51fa\u7269\u3001\u95f8\u95e8\uff09\uff1a\u89c1 ARCHITECTURE.md \u00a73\u3002<\/p>\n v3.0 \u4f18\u5316\uff1a\u6211\u4eec\u53d1\u73b0\u4e86 AI \u7684\u54ea\u4e9b\u7ed3\u6784\u6027\u9650\u5236<\/p>\n \u5728\u4f7f\u7528 ARS \u64b0\u5199\u4e00\u7bc7\u5173\u4e8e AI \u4e0e\u9ad8\u7b49\u6559\u80b2\u7684\u53cd\u601d\u6587\u7ae0\u65f6\uff0c\u6211\u4eec\u9047\u5230\u4e86\u4e09\u4e2a\u7ed3\u6784\u6027\u95ee\u9898\uff1a<\/p>\n \u6846\u67b6\u9501\u5b9a \uff1aAI \u5728\u7ed9\u5b9a\u6846\u67b6\u5185\u8d8a\u6765\u8d8a\u7cbe\u81f4\uff0c\u4f46\u65e0\u6cd5\u8d28\u7591\u6846\u67b6\u672c\u8eab<\/p>\n \u8c04\u5a9a\u503e\u5411 \uff1a\u6bcf\u6b21\u6311\u6218\u9b54\u9b3c\u4ee3\u8a00\u4eba\u7684\u653b\u51fb\uff0c\u5b83\u90fd\u8ba9\u6b65\u5f97\u592a\u5feb<\/p>\n \u610f\u56fe\u68c0\u6d4b\u9519\u8bef \uff1a\u82cf\u683c\u62c9\u5e95\u6a21\u5f0f\u5728\u7528\u6237\u4ecd\u5728\u63a2\u7d22\u65f6\u5c31\u6025\u7740\u6536\u655b<\/p>\n \u6539\u4e86\u4ec0\u4e48<\/p>\n \u9b54\u9b3c\u4ee3\u8a00\u4eba\u8ba9\u6b65\u95e8\u69db \uff1a\u53cd\u9a73\u5fc5\u987b\u8bc4\u5206 1-5\uff0c\u22654 \u624d\u5141\u8bb8\u8ba9\u6b65\u3002\u4e0d\u5141\u8bb8\u8fde\u7eed\u8ba9\u6b65\u3002\u6846\u67b6\u9501\u5b9a\u68c0\u6d4b\u3002<\/p>\n \u82cf\u683c\u62c9\u5e95\u610f\u56fe\u68c0\u6d4b \uff1a\u68c0\u6d4b\u7528\u6237\u662f\u300c\u63a2\u7d22\u578b\u300d\u8fd8\u662f\u300c\u76ee\u6807\u578b\u300d\u3002\u63a2\u7d22\u578b\u6a21\u5f0f\u505c\u7528\u81ea\u52a8\u6536\u655b\u3002<\/p>\n \u5bf9\u8bdd\u5065\u5eb7\u5ea6\u6307\u9488 \uff1a\u6bcf 5 \u8f6e\u540e\u53f0\u81ea\u68c0\uff0c\u68c0\u6d4b\u6301\u7eed\u540c\u610f\u3001\u56de\u907f\u51b2\u7a81\u3001\u8fc7\u65e9\u6536\u655b\u3002<\/p>\n \u8de8\u6a21\u578b\u9a8c\u8bc1 \uff1a\u8bbe\u7f6e ARS_CROSS_MODEL \u6fc0\u6d3b\u7b2c\u4e8c AI \u6a21\u578b\u72ec\u7acb\u5ba1\u67e5\u3002\u8be6\u89c1 docs\/SETUP.md \u3002<\/p>\n AI \u81ea\u6211\u53cd\u601d\u62a5\u544a \uff1aPipeline \u7ed3\u675f\u540e\u81ea\u52a8\u4ea7\u51fa AI \u884c\u4e3a\u81ea\u8bc4\u3002<\/p>\n \u8fd9\u4e9b\u4f18\u5316\u4e0d\u80fd\u5b8c\u5168\u89e3\u51b3 AI \u7684\u7ed3\u6784\u6027\u9650\u5236\u2014\u2014\u5b83\u4eec\u8ba9\u9650\u5236\u53d8\u5f97\u53ef\u89c1\u3001\u53ef\u8ffd\u8e2a\u3001\u53ef\u88ab\u4eba\u7c7b\u4ecb\u5165\u3002<\/p>\n \u6388\u6743\u6761\u6b3e<\/p>\n \u672c\u4f5c\u54c1\u91c7\u7528 CC-BY-NC 4.0 \u6388\u6743\u3002<\/p>\n \u4f60\u53ef\u4ee5\u81ea\u7531\uff1a<\/p>\n \u5206\u4eab \u2014 \u590d\u5236\u5e76\u5206\u53d1\u672c\u4f5c\u54c1<\/p>\n \u6539\u7f16 \u2014 \u91cd\u6df7\u3001\u8f6c\u6362\u3001\u4ee5\u672c\u4f5c\u54c1\u4e3a\u57fa\u7840\u8fdb\u884c\u521b\u4f5c<\/p>\n \u4f46\u987b\u9075\u5b88\u4ee5\u4e0b\u6761\u4ef6\uff1a<\/p>\n \u7f72\u540d \u2014 \u4f60\u5fc5\u987b\u7ed9\u4e88\u9002\u5f53\u7f72\u540d<\/p>\n \u975e\u5546\u4e1a\u6027 \u2014 \u4f60\u4e0d\u5f97\u5c06\u672c\u4f5c\u54c1\u7528\u4e8e\u5546\u4e1a\u76ee\u7684<\/p>\n \u7f72\u540d\u683c\u5f0f\uff1a<\/p>\n Based on Academic Research Skills by Cheng-I Wu \u4f5c\u8005\uff1aImbad0202 \u00e5\u00ad\u00a6\u00e7\u0094\u009f\u00e7\u00a0\u0094\u00e7\u00a9\u00b6\u00e8\u0080\u0085 \/ \u00e6\u0095\u0099\u00e8\u0082\u00b2\u00e8\u0080 \uff5c GitHub Stars 33K \uff5c \u6807\u7b7e\uff1a\u5199\u4f5c\u6587\u6848 \u6559\u5b66\u7814\u7a76 \u5df2\u8ba4\u8bc1<\/p>\n\u8be6\u7ec6\u4ecb\u7ecd<\/h2>\n
\/plugin install academic-research-skills<\/p>\n
\/plugin install academic-research-skills<\/p>\n
\u8bf4\u660e<\/p>\n
APA 7.0 \u683c\u5f0f\uff0cLaTeX \u7f16\u8bd1<\/p>\n
\u4e2d\u6587\u7248\uff0cAPA 7.0<\/p>\n
Stage 2.5\uff1a\u53d1\u73b0 15 \u4e2a\u865a\u6784\u5f15\u7528 + 3 \u4e2a\u7edf\u8ba1\u9519\u8bef<\/p>\n
Stage 4.5\uff1a\u786e\u8ba4\u96f6\u56de\u5f52<\/p>\n
\u4e3b\u7f16 + 3 \u5ba1\u67e5\u8005 + \u9b54\u9b3c\u4ee3\u8a00\u4eba<\/p>\n
\u4fee\u8ba2\u540e\u9a8c\u8bc1\u5ba1\u67e5<\/p>\n
\u8ddf\u8e2a\u5ba1\u67e5<\/p>\n
\u9010\u70b9\u56de\u590d<\/p>\n
\u72ec\u7acb\u5168\u5f15\u7528\u5ba1\u8ba1\uff1a\u53d1\u73b0 21\/68 \u7bc7\u95ee\u9898\uff0c\u5728 3 \u8f6e\u5b66\u672f\u8bda\u4fe1\u5ba1\u67e5\u540e\u4ecd\u88ab\u6f0f\u6389<\/p>\n
\u2193
experiment-agent \u2192 \u8fd0\u884c\/\u7ba1\u7406\u5b9e\u9a8c \u2192 \u9a8c\u8bc1\u7ed3\u679c
\u2193
ARS Stage 2 \u5199\u4f5c \u2192 \u7528\u9a8c\u8bc1\u8fc7\u7684\u5b9e\u9a8c\u7ed3\u679c\u64b0\u5199\u8bba\u6587<\/p>\n
\u4f60: "\u6211\u60f3\u505a\u4e00\u7bc7\u5173\u4e8e AI \u5bf9\u9ad8\u7b49\u6559\u80b2\u8d28\u91cf\u4fdd\u969c\u5f71\u54cd\u7684\u7814\u7a76\u8bba\u6587"<\/p>\n
\u4f60: "\u5f15\u5bfc\u6211\u7814\u7a76 AI \u5728\u6559\u80b2\u8bc4\u4f30\u4e2d\u7684\u5e94\u7528"<\/p>\n
\u4f60: "\u5f15\u5bfc\u6211\u5199\u4e00\u7bc7\u5173\u4e8e\u5c11\u5b50\u5316\u5f71\u54cd\u7684\u8bba\u6587"<\/p>\n
\u4f60: "\u5e2e\u6211\u5ba1\u67e5\u8fd9\u7bc7\u8bba\u6587"\uff08\u63a5\u7740\u63d0\u4f9b\u8bba\u6587\uff09<\/p>\n
\u4f60: "\u8fdb\u5ea6" \u6216 "status"<\/p>\n
"\u7ed9\u6211\u4e00\u4efd X \u7684\u5feb\u901f\u6458\u8981" \u2192 quick mode\uff08\u5feb\u901f\u7b80\u62a5\uff09
"\u5e2e\u6211\u505a X \u7684\u7cfb\u7edf\u6027\u6587\u732e\u56de\u987e\uff0c\u542b PRISMA" \u2192 systematic-review mode
"\u5f15\u5bfc\u6211\u7814\u7a76 X" \u2192 socratic mode\uff08\u82cf\u683c\u62c9\u5e95\u5f15\u5bfc\uff09
"\u5e2e\u6211\u6838\u67e5\u8fd9\u4e9b\u8bf4\u6cd5" \u2192 fact-check mode\uff08\u4e8b\u5b9e\u6838\u67e5\uff09
"\u5e2e\u6211\u505a\u6587\u732e\u56de\u987e" \u2192 lit-review mode\uff08\u6587\u732e\u56de\u987e\uff09
"\u5ba1\u67e5\u8fd9\u7bc7\u8bba\u6587\u7684\u7814\u7a76\u8d28\u91cf" \u2192 review mode\uff08\u8bba\u6587\u5ba1\u67e5\uff09<\/p>\n
"\u5f15\u5bfc\u6211\u5199\u8bba\u6587" \u2192 plan mode\uff08\u5f15\u5bfc\u89c4\u5212\uff09
"\u5148\u5e2e\u6211\u642d\u8bba\u6587\u5927\u7eb2" \u2192 outline-only mode\uff08\u53ea\u505a\u5927\u7eb2\uff09
"\u6211\u6709\u521d\u7a3f\uff0c\u8fd9\u662f\u5ba1\u7a3f\u610f\u89c1" \u2192 revision mode\uff08\u4fee\u8ba2\uff09
"\u5e2e\u6211\u6574\u7406\u8fd9\u4e9b\u5ba1\u7a3f\u610f\u89c1\u6210\u4fee\u8ba2\u8def\u7ebf\u56fe" \u2192 revision-coach mode
"\u5e2e\u6211\u5199\u8fd9\u7bc7\u7684\u6458\u8981" \u2192 abstract-only mode\uff08\u6458\u8981\uff09
"\u628a\u8fd9\u6279\u6570\u636e\u5199\u6210\u6587\u732e\u56de\u987e\u8bba\u6587" \u2192 lit-review mode\uff08\u6587\u732e\u56de\u987e\u8bba\u6587\uff09
"\u8f6c\u6362\u6210 LaTeX" \/ "\u5f15\u7528\u683c\u5f0f\u8f6c IEEE" \u2192 format-convert mode\uff08\u683c\u5f0f\u8f6c\u6362\uff09
"\u68c0\u67e5\u5f15\u7528\u683c\u5f0f" \u2192 citation-check mode\uff08\u5f15\u7528\u68c0\u67e5\uff09
"\u5e2e\u6211\u751f\u6210 NeurIPS \u7684 AI \u4f7f\u7528\u58f0\u660e" \u2192 disclosure mode\uff08AI \u4f7f\u7528\u58f0\u660e\uff09<\/p>\n
"\u5feb\u901f\u8bc4\u4f30\u8fd9\u7bc7\u8bba\u6587" \u2192 quick mode\uff08\u5feb\u901f\u8bc4\u4f30\uff09
"\u5f15\u5bfc\u6211\u6539\u8fdb\u8fd9\u7bc7\u8bba\u6587" \u2192 guided mode\uff08\u5f15\u5bfc\u6539\u8fdb\uff09
"\u68c0\u67e5\u7814\u7a76\u65b9\u6cd5" \u2192 methodology-focus mode\uff08\u65b9\u6cd5\u8bba\u805a\u7126\uff09
"\u9a8c\u6536\u4fee\u8ba2" \u2192 re-review mode\uff08\u518d\u5ba1\u9a8c\u6536\uff09
"\u7528\u6211\u7684 gold set \u6821\u51c6 reviewer" \u2192 calibration mode\uff08\u6821\u51c6\uff09<\/p>\n
"\u6211\u5df2\u7ecf\u6709\u8bba\u6587\uff0c\u5e2e\u6211\u5ba1\u67e5" \u2192 \u4ece Stage 2.5 \u8fdb\u5165\uff08\u5148\u505a\u5b66\u672f\u8bda\u4fe1\u5ba1\u67e5\uff09
"\u6211\u6536\u5230\u5ba1\u7a3f\u610f\u89c1\u4e86" \u2192 \u4ece Stage 4 \u8fdb\u5165<\/p>\n
https:\/\/github.com\/Imbad0202\/academic-research-skills<\/p>\n\u8bd5\u8bd5\u8fd9\u6837\u505a<\/h2>\n
\n
\n