Question Answering on 2WikiMultiHopQA 1,000 queries (test)
71.1EMπ-CoT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| π-CoTGeneration Model=Llama-3.3-70B-Instruct, Embedding Model=NV-Embed-v2, Passages per query (k)=52025.06 | 71.1 | 79.6 | |
| CogitoRAG2026.02 | 69.9 | 76.2 | |
| HippoRAG 2Generation Model=Llama-3.3-70B-Instruct, Embedding Model=NV-Embed-v2, Passages per query (k)=52025.06 | 65.5 | 72 | |
| HippoRAG22026.02 | 60.5 | 69.7 | |
| HippoRAG2026.02 | 59.4 | 67.3 | |
| Standard RAGGeneration Model=Llama-3.3-70B-Instruct, Embedding Model=NV-Embed-v2, Passages per query (k)=52025.06 | 58.3 | 63.2 | |
| NV-Embed-v22026.02 | 54.4 | 60.8 | |
| ComoRAGreproduced=true2026.02 | 48.4 | 57.4 | |
| GraphRAG2026.02 | 45.7 | 61 | |
| RAPTOR2026.02 | 39.7 | 48.4 | |
| ToG2reproduced=true2026.02 | 31.9 | 36.4 | |
| None2026.02 | 30.2 | 36.3 | |
| LightRAG2026.02 | 2.5 | 12.1 |