参考資料 · Sources and further reading
Resources
Foundations
- Attention Is All You Need
The original transformer paper (Vaswani et al., 2017).
- The Illustrated Transformer
Jay Alammar's visual walkthrough of the transformer architecture.
- Are Emergent Abilities a Mirage? (Schaeffer et al., 2023)
Challenges the emergence framing.
Security
- OWASP Top 10 for LLM Applications
Authoritative LLM security risks. Prompt injection is #1.
Systems
- Lost in the Middle (Liu et al., 2023)
Research on position-dependent retrieval in long contexts.
Evaluation
- RAGAS: RAG Assessment
Framework for evaluating RAG pipelines.
Reference
- OpenAI Tokenizer
Interactive tokenizer for OpenAI models.
- Hugging Face Tokenizers
Library and docs for tokenization across model families.