WLiK/LLM4Rec-Awesome-Papers

• highreadme#1

  Clarify the README's opening sentence to emphasize it's a curated list

  原因：

  当前

  A list of awesome papers and resources of recommender system on large language model (LLM).

  复制粘贴的修复

  复制

  A curated and continuously updated list of awesome papers and resources specifically focused on the intersection of recommender systems and large language models (LLMs).

  待办完成忽略
• highlicense#2

  Add a LICENSE file to the repository

  原因：

  复制粘贴的修复

  复制

  Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0) to clarify usage terms for contributors and users.

  待办完成忽略
• mediumhomepage#3

  Add a homepage URL to the repository's About section

  原因：

  复制粘贴的修复

  复制

  Set the 'Homepage' URL in the repository's About section to `https://arxiv.org/abs/2305.19860` (or the most relevant project/survey page) to provide a direct link to the associated survey.

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  Where can I find academic papers on using large language models for personalized recommendations?

  你：未被推荐
  AI 推荐顺序：

  1. Google Scholar
  2. arXiv
  3. ACM Digital Library
  4. IEEE Xplore Digital Library
  5. Semantic Scholar
  6. Microsoft Academic
  7. RecSys
  8. KDD
  9. WWW
  10. SIGIR
  11. NeurIPS
  12. ICML
  13. ICLR

  AI 推荐了 13 个替代方案，却始终没点名 WLiK/LLM4Rec-Awesome-Papers。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What are the latest research trends and techniques for integrating LLMs into recommender systems?

  你：未被推荐
  AI 推荐顺序：

  1. Sentence-BERT (SBERT)
  2. MPNet
  3. OpenAI Embeddings
  4. Cohere Embeddings
  5. GPT-3.5
  6. GPT-4
  7. Llama 2
  8. Mistral
  9. Cross-Encoders
  10. Claude 2
  11. LangChain
  12. Haystack
  13. BERT
  14. RoBERTa

  AI 推荐了 14 个替代方案，却始终没点名 WLiK/LLM4Rec-Awesome-Papers。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of WLiK/LLM4Rec-Awesome-Papers?

  pass
  ⚠AI 未点名 WLiK/LLM4Rec-Awesome-Papers —— 很可能在说另一个项目

  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 WLiK/LLM4Rec-Awesome-Papers in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 WLiK/LLM4Rec-Awesome-Papers

  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 WLiK/LLM4Rec-Awesome-Papers solve, and who is the primary audience?

  pass
  ⚠AI 未点名 WLiK/LLM4Rec-Awesome-Papers —— 很可能在说另一个项目

  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？