System Performance Evaluation of Retrieval-Augmented Generation on UltraDomain 130-task
563Indexing Time (s)ContextRAG
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ContextRAGLLM stack=Local Gemma, Embedding=e5-large-v22026.05 | 563 | 30 | 22,073 | 22.6 | 3.88 | 2,473 | |
| HiRAG-Orig.LLM stack=Official multi-backend, Embedding=Official configs2026.05 | 17,208 | 6,790 | 21,898,765 | — | 2 | 850 | |
| HiRAG-Gemma est.LLM stack=Local Gemma, Embedding=e5-large-v22026.05 | 237,938 | 5,655 | 23,017,780 | — | — | — |