Memory-Level Retrieval on IMLogic main
55.23AccuracyRootMem
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RootMemRetrieval Paradigm=Hybrid Retrieval2026.06 | 55.23 | — | 28.84 | 15.79 | 14 | 510.32 | 144.21 | 654.53 | |
| Query Reconstruction + RerankerRetrieval Paradigm=Hybrid Retrieval2026.06 | 43.41 | 27.23 | 36.28 | 20.17 | 14 | — | 1,762.14 | 1,762.14 | |
| RerankerRetrieval Paradigm=Hybrid Retrieval2026.06 | 43.14 | 28.03 | 36.55 | 20.17 | 14 | — | 1,322.12 | 1,322.12 | |
| Entity-Linked GraphRetrieval Paradigm=Graph Retrieval2026.06 | 41.83 | 32.03 | 20.71 | 37.32 | 14 | 6,043.87 | 99.23 | 6,143.1 | |
| Text-Embedding-3-SmallRetrieval Paradigm=Semantic Retrieval2026.06 | 40.93 | 34.94 | 36.73 | 22.25 | 9 | — | — | — | |
| Qwen3-Embedding-4BRetrieval Paradigm=Semantic Retrieval2026.06 | 39.98 | 38.14 | 35.51 | 24.37 | 14 | — | — | — | |
| BM25Retrieval Paradigm=Lexical Retrieval2026.06 | 39.62 | 39.4 | 34.79 | 25.45 | 14 | — | — | — | |
| Similarity-Linked GraphRetrieval Paradigm=Graph Retrieval2026.06 | 38.99 | 41.65 | 38.13 | 22.74 | 14 | 4,055 | 62.63 | 4,117.63 | |
| All-MiniLM-L6-v2Retrieval Paradigm=Semantic Retrieval2026.06 | 33.98 | 62.54 | 38.49 | 27.44 | 9 | — | — | — | |
| Hierarchical Cluster-TreeRetrieval Paradigm=Graph Retrieval2026.06 | 25.18 | 119.34 | 5.37 | 69.27 | 18 | 179.34 | 274.85 | 454.19 |