locuslab/open-unlearning

• highabout#1

  Refine the About description to emphasize "framework" and "benchmarking"

  原因：

  当前

  [NeurIPS D&B '25] The one-stop repository for LLM unlearning

  复制粘贴的修复

  复制

  [NeurIPS D&B '25] The unified framework for LLM unlearning benchmarking and evaluation.

  待办完成忽略
• mediumhomepage#2

  Add a homepage URL to the repository metadata

  原因：

  复制粘贴的修复

  复制

  https://arxiv.org/abs/2506.12618

  待办完成忽略
• mediumreadme#3

  Elevate the main README heading to an H1 or H2

  原因：

  当前

  <h3><strong>An easily extensible framework unifying LLM unlearning evaluation benchmarks.</strong></h3>

  复制粘贴的修复

  复制

  # An Easily Extensible Framework Unifying LLM Unlearning Evaluation Benchmarks

  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

  How can I effectively benchmark and evaluate different LLM unlearning methods for privacy?

  你：未被推荐
  AI 推荐顺序：

  1. Hugging Face Datasets
  2. PyTorch
  3. TensorFlow
  4. Faker
  5. ART (Adversarial Robustness Toolbox) by IBM
  6. Privacy Meter
  7. scikit-learn
  8. Hugging Face Transformers
  9. Hugging Face Evaluate
  10. GLUE/SuperGLUE Benchmarks
  11. EleutherAI's LM Evaluation Harness
  12. PyTorch-Influence-Functions
  13. TensorFlow Privacy
  14. Captum (PyTorch)
  15. SHAP
  16. LIME
  17. Opacus (PyTorch)
  18. Python's `time` module
  19. `nvidia-smi`
  20. `htop`
  21. `top`

  AI 推荐了 21 个替代方案，却始终没点名 locuslab/open-unlearning。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Looking for a unified framework to research and compare various LLM unlearning techniques and metrics.

  你：未被推荐
  AI 推荐顺序：

  1. Hugging Face Transformers (huggingface/transformers)
  2. PyTorch (pytorch/pytorch)
  3. TensorFlow (tensorflow/tensorflow)
  4. OpenAI API
  5. Lit-GPT (Lightning-AI/lit-gpt)
  6. DeepSpeed (microsoft/DeepSpeed)
  7. FairScale (facebookresearch/fairscale)
  8. MLflow (mlflow/mlflow)

  AI 推荐了 8 个替代方案，却始终没点名 locuslab/open-unlearning。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 locuslab/open-unlearning?

  pass
  ✓AI 明确点名了 locuslab/open-unlearning

  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 locuslab/open-unlearning in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 locuslab/open-unlearning

  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 locuslab/open-unlearning solve, and who is the primary audience?

  pass
  ⚠AI 未点名 locuslab/open-unlearning —— 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？