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Qdrant

by Qdrant

System Card

OrganizationQdrant
Released2021-05
Architecturevector-rag / Rust-based vector DB
DetailsOpen-source vector search engine written in Rust with strong filterable HNSW, payload-rich documents, and distributed deployments. Popular choice for self-hosted RAG.
Parameters—
Domainrag-retrieval
Open SourceYes
WebsiteVisit
CodeRepository
vector-dbrusthnswopen-source

Capability Profile

Benchmark Scores

5 of 14 benchmarks
Long-Context Retrieval
2/5
RULER
77.992p
NIAH
no data
LooGLE
no data
LongBench
603p
∞Bench
no data
Multi-Turn Recall
0/2
LoCoMo
no data
MemoryBank
no data
Cross-Session Memory
0/1
LongMemEval
no data
Multi-Hop QA
2/3
BABILong
no data
MultiHop-RAG
7579p
HotpotQA
51.84p
Agent Task Memory
0/1
AgentBench-Mem
no data
Personalization
0/1
PerLTQA
no data
Factuality / Grounding
1/1
RAGAS
72.676p
Sources:Qdrant benchmarksQdrant evalsQdrant (qdrant/qdrant); evaluated on LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding (Tsinghua KEG, 2308)Qdrant (qdrant/qdrant); evaluated on MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries (HKUST, 2401)Qdrant (qdrant/qdrant); evaluated on RULER: What's the Real Context Size of Your Long-Context Language Models (NVIDIA, 2404)