Retrieval
7 items tagged with "retrieval"
Stacks2
Haystack RAG
A production RAG stack built on the Haystack framework for composable retrieval-augmented generation pipelines over a document store.
LlamaIndex + Qdrant
A RAG and data-framework stack pairing LlamaIndex for LLM data ingestion and querying with Qdrant as a high-performance vector database.
Benchmarks4
RULER (Long-Context Benchmark)
A synthetic long-context benchmark with configurable tasks measuring a model's effective context length beyond simple retrieval.
MTEB (Massive Text Embedding Benchmark)
A broad benchmark for text embedding models spanning classification, clustering, retrieval, reranking, and semantic similarity across many datasets and languages.
BEIR (Benchmarking Information Retrieval)
A heterogeneous zero-shot retrieval benchmark that tests how well a single retrieval model generalizes across diverse domains and query types without task-specific training.
FRAMES (Factuality, Retrieval, And reasoning MEasurement Set)
A benchmark for retrieval-augmented generation that tests end-to-end factuality, multi-document retrieval, and multi-hop reasoning on questions needing several sources.