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Neo4j LLM Graph Builder

by Neo4j Labs

System Card

OrganizationNeo4j Labs
Released2024-02
Architecturegraph-rag / Unstructured-to-Neo4j ETL + chat
DetailsFastAPI + React app that extracts entities/relations from PDFs, videos, web pages into Neo4j 5.23+. Schema-based extraction, multi-LLM (OpenAI/Gemini/Anthropic/Ollama), chat QA with source attribution.
Parameters—
Domainrag-retrievalknowledge-graph
Open SourceYes
WebsiteVisit
CodeRepository
neo4j-labsetlcypherbloom-visualization

Capability Profile

Benchmark Scores

6 of 14 benchmarks
Data Transparency:6 estimated
Long-Context Retrieval
2/5
RULER
72.359pEstimated
NIAH
no data
LooGLE
no data
LongBench
603pEstimated
∞Bench
no data
Multi-Turn Recall
0/2
LoCoMo
no data
MemoryBank
no data
Cross-Session Memory
1/1
LongMemEval
73.334pEstimated
Multi-Hop QA
2/3
BABILong
no data
MultiHop-RAG
74.270pEstimated
HotpotQA
76.883pEstimated
Agent Task Memory
0/1
AgentBench-Mem
no data
Personalization
0/1
PerLTQA
no data
Factuality / Grounding
1/1
RAGAS
73.385pEstimated
Sources:Arena estimate — derived from capability profile, not independently verified