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0.32TTMemPO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MemPONumber of objectives=22026.02 | 0.32 | 0.14 | |
| ResearchNumber of objectives=22026.02 | 0.45 | 0.26 | |
| GRPO (no mem)Number of objectives=22026.02 | 0.45 | 0.26 | |
| MEM1Number of objectives=22026.02 | 0.5 | 0.16 | |
| MemPONumber of objectives=42026.02 | 0.8 | 0.17 | |
| MEM1Number of objectives=42026.02 | 0.88 | 0.18 | |
| DeepResearcherNumber of objectives=22026.02 | 0.96 | 0.31 | |
| A-MEMNumber of objectives=22026.02 | 1.14 | 0.34 | |
| MemPONumber of objectives=Avg2026.02 | 1.18 | 0.18 | |
| MemPONumber of objectives=62026.02 | 1.22 | 0.19 | |
| MEM1Number of objectives=62026.02 | 1.31 | 0.2 | |
| MEM1Number of objectives=Avg2026.02 | 1.38 | 0.2 | |
| ResearchNumber of objectives=42026.02 | 1.58 | 0.52 | |
| MemPONumber of objectives=82026.02 | 1.61 | 0.2 | |
| MEM1Number of objectives=82026.02 | 1.81 | 0.22 | |
| Qwen2.5 (ReAct)Number of objectives=22026.02 | 1.9 | 0.38 | |
| MemPONumber of objectives=102026.02 | 1.94 | 0.21 | |
| A-MEMNumber of objectives=42026.02 | 2.16 | 0.38 | |
| GRPO (no mem)Number of objectives=42026.02 | 2.29 | 0.62 | |
| MEM1Number of objectives=102026.02 | 2.4 | 0.24 | |
| DeepResearcherNumber of objectives=42026.02 | 2.6 | 0.61 | |
| A-MEMNumber of objectives=62026.02 | 2.61 | 0.38 | |
| A-MEMNumber of objectives=Avg2026.02 | 2.62 | 0.38 | |
| Qwen2.5 (ReAct)Number of objectives=42026.02 | 2.8 | 0.51 | |
| ResearchNumber of objectives=62026.02 | 3.18 | 0.76 | |
| ResearchNumber of objectives=Avg2026.02 | 3.29 | 0.71 | |
| A-MEMNumber of objectives=82026.02 | 3.49 | 0.41 | |
| Qwen2.5 (ReAct)Number of objectives=Avg2026.02 | 3.64 | 0.61 | |
| A-MEMNumber of objectives=102026.02 | 3.69 | 0.4 | |
| GRPO (no mem)Number of objectives=62026.02 | 3.91 | 0.84 | |
| Qwen2.5 (ReAct)Number of objectives=62026.02 | 3.97 | 0.63 | |
| DeepResearcherNumber of objectives=62026.02 | 4.13 | 0.79 | |
| DeepResearcherNumber of objectives=Avg2026.02 | 4.29 | 0.77 | |
| GRPO (no mem)Number of objectives=Avg2026.02 | 4.39 | 0.81 | |
| ResearchNumber of objectives=82026.02 | 4.63 | 0.91 | |
| Qwen2.5 (ReAct)Number of objectives=102026.02 | 4.66 | 0.77 | |
| Qwen2.5 (ReAct)Number of objectives=82026.02 | 4.89 | 0.76 | |
| DeepResearcherNumber of objectives=82026.02 | 5.48 | 0.93 | |
| GRPO (no mem)Number of objectives=82026.02 | 6.32 | 1.07 | |
| ResearchNumber of objectives=102026.02 | 6.62 | 1.11 | |
| DeepResearcherNumber of objectives=102026.02 | 8.26 | 1.19 | |
| GRPO (no mem)Number of objectives=102026.02 | 8.96 | 1.28 |