Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
Awesome-RAG
https://github.com/frutik/Awesome-RAG
- Retrieval Augmented Generation — Intuitively and Exhaustively Explained
- Generative AI Lifecycle Patterns
- How to improve RAG peformance — Advanced RAG Patterns — Part2
- Patterns for Building LLM-based Systems & Products
- AI Engineer Summit - Building Blocks for LLM Systems & Products
- Technical Considerations for Complex RAG
- Routing in RAG-Driven Applications
- Fine-Tuning Llama 2.0 with Single GPU Magic
- Practitioners guide to fine-tune LLMs for domain-specific use case
- Are You Pre-training your RAG Models on Your Raw Text?
- Combine Multiple LoRA Adapters for Llama 2
- Boosting RAG: Picking the Best Embedding & Reranker models
- Improving RAG (Retrieval Augmented Generation) Answer Quality with Re-ranker
- From Search to Synthesis: Enhancing RAG with BM25 and Reciprocal Rank Fusion
- Build a search engine, not a vector DB
- Chunking Strategies for LLM Applications
- Evaluating the Ideal Chunk Size for a RAG System using LlamaIndex
- How to Chunk Text Data — A Comparative Analysis
- Awesome Search
- Advanced RAG Retrieval Strategies: Sentence Window Retrieval
- Emerging RAG & Prompt Engineering Architectures for LLMs
- How to Cut RAG Costs by 80% Using Prompt Compression
- Multi-Modal RAG
- Having all of your data stored in one collection isn't always the best for RAG apps
- Advanced RAG — Multi-Documents Agent with LlamaIndex
- Better RAG with Active Retrieval Augmented Generation FLARE
- in-Of-Verification Reduces Hallucination in LLMs
- Chain-Of-Thought Prompting In LLMs
- The Needle In a Haystack Test
- Conversational Memory for LLMs with Langchain
- The next generation of RAG: Long-Context RAG
- NVIDIA Research: RAG with Long Context LLMs
- Graph RAG: Unleashing the Power of Knowledge Graphs with LLM
- Embeddings + Knowledge Graphs: The Ultimate Tools for RAG Systems
- Implement RAG with Knowledge Graph and Llama-Index
- Awesome Knowledge Graphs
- How to Detect Hallucinations in LLMs
- Measuring Hallucinations in RAG Systems
- Safeguarding LLMs with Guardrails
- NeMo Guardrails: The Missing Manual
- RAG Evaluation
- Evaluating RAG: A journey through metrics
- Secrets to Optimizing RAG LLM Apps for Better Performance, Accuracy and Lower Costs!
- Vector Search Is Not All You Need
- Improve RAG Pipelines With These 3 Indexing Methods
- Hijacking Chatbots: Dangerous Methods Manipulating GPTs
- RAG vs Finetuning — Which Is the Best Tool to Boost Your LLM Application?
- Compare PDF Question Answering Systems Build with OpenAI and Google VertexAI
- What We Need to Know Before Adopting a Vector Database
- Disadvantages of RAG
- Building Production-Ready LLM Apps with LlamaIndex: Document Metadata for Higher Accuracy Retrieval
- Building Production-Ready LLM Apps With LlamaIndex: Recursive Document Agents for Dynamic Retrieval
- Exploring End-to-End Evaluation of RAG Pipelines
- Evaluation Driven Development, the Swiss Army Knife for RAG Pipelines
- Masking PII Data in RAG Pipeline
- Evaluating the Ideal Chunk Size for a RAG System using LlamaIndex
- Langchain is NOT for production use. Here is why ..
- Three Open-Source RAG Tools You Need to Know About
- LlamaIndex
- Langchain
- HayStack
- RAGAS
- AutoRAG - AutoML tool for RAG. Automatically optimize RAG pipeline with single YAML file.
- Hands-On RAG guide for personal data with Vespa and LLamaIndex
- Innovations In Retrieval Augmented Generation
- Automating Hyperparameter Tuning with LlamaIndex. Exploring ParamTuner for RAG pipelines
- A Guide on 12 Tuning Strategies for Production-Ready RAG Applications
- Structured Knowledge Extraction: from DbPedia Queries to Llama Index Knowledge Graphs
- The Power of Retrieval Augmented Generation: A Comparison between Base and RAG LLMs with Llama2
- How to Build Long-term Corporate Memory for Your Organisation Using ChatGPT
Keywords
knowledge-graph
2
llm
2
semantic-search
2
agents
1
sparql
1
graphs
1
graph-databases
1
synonyms
1
suggestions
1
spelling-correction
1
search-ux
1
search-ui
1
search-intents
1
search-engines
1
search-engine
1
search
1
relevant-search
1
relevance-algorithms
1
ranking
1
query-understanding
1
natural-language-processing
1
learning-to-rank
1
evaluating-search
1
ecommerce-search
1
autocomplete-suggestions
1
llmops
1
transformers
1
summarization
1
squad
1
question-answering
1
pytorch
1
python
1
nlp
1
machine-learning
1
large-language-models
1
language-model
1
information-retrieval
1
gpt-3
1
generative-ai
1
chatgpt
1
bert
1
ai
1
vector-database
1
rag
1
llamaindex
1
framework
1
fine-tuning
1
data
1
application
1