REPOGEO 报告 · LITE
NiuTrans/ABigSurvey
默认分支 master · commit a27165b4 · 扫描时间 2026/5/27 05:52:49
星标 2,032 · Fork 246
行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 NiuTrans/ABigSurvey 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Reposition README opening to clarify repo type and scope
原因:
当前In this document, we survey hundreds of survey papers on Natural Language Processing (NLP) and Machine Learning (ML). We categorize these papers into popular topics and do simple counting for some interesting problems. In addition, we show the list of the papers with urls (1063 papers).
复制粘贴的修复This repository is a curated collection of over 1000 survey papers spanning a broad range of topics in Natural Language Processing (NLP) and Machine Learning (ML), including recent advancements in Large Language Models. It serves as a categorized list of these papers with URLs, and is not a codebase or benchmark for reproducing research results.
- mediumhomepage#2Add a homepage URL to the repository metadata
原因:
复制粘贴的修复https://niutrans.github.io/ABigSurvey/
- mediumreadme#3Add a sentence to README clarifying unique value proposition
原因:
复制粘贴的修复Unlike general paper databases or code repositories, ABigSurvey offers a hand-picked and categorized collection specifically focused on survey papers, making it easier to grasp the landscape of NLP and ML research.
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- ACL Anthology · 被推荐 1 次
- arXiv · 被推荐 1 次
- Hugging Face · 被推荐 1 次
- Papers With Code · 被推荐 1 次
- The Batch · 被推荐 1 次
- 品类问题Where can I find comprehensive overviews of recent advancements in natural language processing?你:未被推荐AI 推荐顺序:
- ACL Anthology
- arXiv
- Hugging Face
- Papers With Code
- The Batch
- Stanford NLP Group
- Google AI Blog
AI 推荐了 7 个替代方案,却始终没点名 NiuTrans/ABigSurvey。这就是要补上的差距。
查看 AI 完整回答
- 品类问题What are the essential survey papers for understanding current machine learning research trends?你:未被推荐AI 推荐顺序:
- AlphaGo
- OpenAI Five
- arXiv.org
- NeurIPS
- ICML
- ICLR
- CVPR
- ECCV
- ICCV
- ACL
- EMNLP
AI 推荐了 11 个替代方案,却始终没点名 NiuTrans/ABigSurvey。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesswarn
建议:
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of NiuTrans/ABigSurvey?passAI 明确点名了 NiuTrans/ABigSurvey
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- If a team adopts NiuTrans/ABigSurvey in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 NiuTrans/ABigSurvey
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- In one sentence, what problem does the repo NiuTrans/ABigSurvey solve, and who is the primary audience?passAI 明确点名了 NiuTrans/ABigSurvey
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
嵌入你的 GEO 徽章
把这个徽章贴进 NiuTrans/ABigSurvey 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/NiuTrans/ABigSurvey)<a href="https://repogeo.com/zh/r/NiuTrans/ABigSurvey"><img src="https://repogeo.com/badge/NiuTrans/ABigSurvey.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
NiuTrans/ABigSurvey — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3