causaltext/causal-text-papers

• highreadme#1

  Reposition the README's opening to emphasize 'curated collection'

  原因：

  当前

  A collection of papers and codebases about influence, causality, and language.

  复制粘贴的修复

  复制

  A curated collection of research papers and codebases at the intersection of causal inference and natural language processing.

  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

  Add a LICENSE file (e.g., MIT, Apache-2.0, or CC-BY-4.0 for content) to the repository root.

  待办完成忽略
• mediumtopics#3

  Expand repository topics for better categorization

  原因：

  当前

  causality, natural-language-processing

  复制粘贴的修复

  复制

  causality, natural-language-processing, nlp, causal-inference, research-papers, curated-list, literature-review

  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 causal inference applied to natural language processing tasks?

  你：未被推荐
  AI 推荐顺序：

  1. arXiv.org
  2. ACL Anthology
  3. Google Scholar
  4. NeurIPS
  5. ICML
  6. ICLR
  7. Journal of Machine Learning Research (JMLR)
  8. Conference on Causal Learning and Reasoning - CLeaR

  AI 推荐了 8 个替代方案，却始终没点名 causaltext/causal-text-papers。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Seeking research on how text data can act as a treatment or outcome in causal models.

  你：未被推荐
  AI 推荐顺序：

  1. Text-based Propensity Score Matching (TPSM)
  2. Targeted Maximum Likelihood Estimation (TMLE)
  3. Augmented Inverse Probability Weighting (AIPW)
  4. Text-based Instrumental Variables (TIV)
  5. Synthetic Control Methods
  6. Causal Mediation Analysis
  7. Generalized Linear Models (GLMs)
  8. LDA
  9. NMF
  10. Procrustes Analysis
  11. Granger Causality
  12. PC Algorithm (Peter-Clark Algorithm)
  13. FCI Algorithm (Fast Causal Inference)
  14. TF-IDF
  15. Word2Vec
  16. Doc2Vec
  17. BERT embeddings
  18. VADER
  19. TextBlob
  20. PCA
  21. UMAP
  22. Lasso
  23. Ridge

  AI 推荐了 23 个替代方案，却始终没点名 causaltext/causal-text-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 causaltext/causal-text-papers?

  pass
  ✓AI 明确点名了 causaltext/causal-text-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？

• If a team adopts causaltext/causal-text-papers in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 causaltext/causal-text-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 causaltext/causal-text-papers solve, and who is the primary audience?

  pass
  ⚠AI 未点名 causaltext/causal-text-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？