Retrieval Efficiency on HotpotQA
2,737Retrieved TokensA-RAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| A-RAGBackbone=GPT-5-mini, Variant=Full2026.02 | 2,737 | — | — | |
| FaithfulRAGBackbone=GPT-5-mini2026.02 | 5,310 | — | — | |
| LinearRAGBackbone=GPT-5-mini2026.02 | 5,353 | — | — | |
| Naive RAGBackbone=GPT-5-mini2026.02 | 5,358 | — | — | |
| HippoRAG2Backbone=GPT-5-mini2026.02 | 5,380 | — | — | |
| MA-RAGBackbone=GPT-5-mini2026.02 | 8,007 | — | — | |
| GraphRAGBackbone=GPT-5-mini2026.02 | 8,744 | — | — | |
| A-RAGBackbone=GPT-5-mini, Variant=Naive2026.02 | 27,455 | — | — | |
| GraphRAGLLM=GPT2026.03 | — | 3.55 | 29.8 | |
| LightRAGLLM=GPT2026.03 | — | 7.98 | 0.58 | |
| LightRAGLLM=LLaMA2026.03 | — | 8.06 | 1.72 | |
| LiteSemRAG2026.03 | — | 0.24 | 0.11 |