* https://docs.anthropic.com/claude/docs/advanced-text-analysis * https://smith.langchain.com/hub/rlm/rag-prompt?organizationId=f54ed48d-ff0b-44e1-9515-21e55b192f29 * https://twitter.com/llama_index/status/1718657660697149509 * https://twitter.com/llama_index/status/1719496228445323689 * https://docs.llamaindex.ai/en/latest/module_guides/models/prompts.html * https://docs.llamaindex.ai/en/latest/examples/prompts/prompts_rag.html 有幾個 prompt 範例 * https://github.com/run-llama/llama_index/blob/main/docs/examples/prompts/advanced_prompts.ipynb * claude prompt example: https://docs.anthropic.com/claude/docs/advanced-text-analysis * 添加符號? https://medium.com/@yu-joshua/an-extremely-simple-but-effective-way-to-improve-search-over-text-embeddings-2d63be9d62f4 * Prompting https://www.rungalileo.io/blog/mastering-rag-llm-prompting-techniques-for-reducing-hallucinations ## RAG template 一個出自 https://martinfowler.com/articles/gen-ai-patterns/ 的範例 ``` User prompt: {{user_query}} Relevant context: {{retrieved_text}} Instructions: - 1. Provide a comprehensive, accurate, and coherent response to the user query, using the provided context. - 2. If the retrieved context is sufficient, focus on delivering precise and relevant information. - 3. If the retrieved context is insufficient, acknowledge the gap and suggest potential sources or steps for obtaining more information. - 4. Avoid introducing unsupported information or speculation. ``` ## Citations 技巧 https://python.langchain.com/docs/use_cases/question_answering/citations 每個 context 要標註 source id，然後要求模型回傳是引用哪一個 source id jason liu https://x.com/jxnlco/status/1818029180552196155 ## Claude citations 功能 * https://docs.anthropic.com/en/docs/build-with-claude/citations * https://simonwillison.net/2025/Jan/24/anthropics-new-citations-api/ - https://x.com/simonw/status/1882645463423385722 - https://github.com/anthropics/anthropic-cookbook/blob/main/misc/using_citations.ipynb ## Astute RAG * https://arxiv.org/abs/2410.07176 (2024/10) * https://x.com/omarsar0/status/1844435988019544565 (2024/10/11) * https://www.threads.net/@largitdata/post/DDro2jXydUw