🌟 Best Survey Papers

(Updated July 2024)

A good research survey can save you hours of catching up on a topic and help you create a clear mind map. Here are my go-to papers for various generative AI topics.

  1. Foundation Models: A Survey of Large Language Models
  2. Prompt Engineering: The Prompt Report: A Systematic Survey of Prompting Techniques
  3. Retrieval Augmented Generation (RAG): A Survey on Retrieval-Augmented Text Generation for Large Language Models
  4. Hallucinations: A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions
  5. Parameter Efficient Fine-Tuning: Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey
  6. LLM Agents: A Survey on Large Language Model based Autonomous Agents
  7. Multimodal Models: A Survey on Multimodal Large Language Models
  8. LLM Evaluation: A Survey on Evaluation of Large Language Models
  9. Adversarial Attacks: Survey of Vulnerabilities in Large Language Models Revealed by Adversarial Attacks
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🌟 Best Survey Papers
(Updated July 2024)