Multi-turn Memory on Multi-turn Memory Benchmark
90.8AccuracyHMARS
Evaluation results
| Method | Links | |
|---|---|---|
| HMARSP (Page size)=10242026.06 | 90.8 | |
| Dense RerankN (Rerank candidates)=1002026.06 | 89.2 | |
| RAGK (Retrieval budget)=3, Retrieval chunk size=4K2026.06 | 87.5 | |
| RAGK (Retrieval budget)=50, Retrieval chunk size=1K2026.06 | 86.7 | |
| Dense RerankN (Rerank candidates)=502026.06 | 84.2 | |
| GraphRAG2026.06 | 84 | |
| RAGK (Retrieval budget)=20, Retrieval chunk size=1K2026.06 | 81.7 | |
| RAGK (Retrieval budget)=5, Retrieval chunk size=4K2026.06 | 81.7 | |
| Full-Context LLM2026.06 | 80 | |
| MemAgent-14BModel parameters=14B2026.06 | 65.8 | |
| RAGK (Retrieval budget)=10, Retrieval chunk size=1K2026.06 | 60.8 | |
| CoA-7BModel parameters=7B2026.06 | 40 |