Question Answering on WikiMultiHopQA
19.28EMMemAdapter
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MemAdapterAgent Model=Qwen2.5-7B-Instruct2026.02 | 19.28 | 29.73 | 30.38 | |
| MemAdapterAgent Model=Qwen2.5-3B-Instruct2026.02 | 19.12 | 29.99 | 30.81 | |
| Mem0Agent Model=Qwen2.5-3B-Instruct2026.02 | 18.73 | 28.56 | 29.27 | |
| StreamingLLMAgent Model=Qwen2.5-7B-Instruct2026.02 | 18.49 | 29.27 | 30.1 | |
| StreamingLLMAgent Model=Qwen2.5-3B-Instruct2026.02 | 15.91 | 26.01 | 26.91 | |
| MemAdapterAgent Model=Qwen2.5-1.5B-Instruct2026.02 | 14.08 | 23.03 | 23.75 | |
| A-MemAgent Model=Qwen2.5-3B-Instruct2026.02 | 14 | 23.99 | 24.49 | |
| A-MemAgent Model=Qwen2.5-7B-Instruct2026.02 | 12.87 | 23.53 | 24.33 | |
| MemoryLLMAgent Model=Qwen2.5-7B-Instruct2026.02 | 12.69 | 19.91 | 20.43 | |
| MemoryLLMAgent Model=Qwen2.5-3B-Instruct2026.02 | 12.1 | 19.73 | 20.4 | |
| Mem0Agent Model=Qwen2.5-1.5B-Instruct2026.02 | 12.04 | 19.21 | 20.87 | |
| StreamingLLMAgent Model=Qwen2.5-1.5B-Instruct2026.02 | 9.94 | 20.63 | 21.48 | |
| Mem0Agent Model=Qwen2.5-7B-Instruct2026.02 | 8.83 | 17.92 | 18.05 | |
| A-MemAgent Model=Qwen2.5-1.5B-Instruct2026.02 | 8.31 | 17.02 | 18.94 | |
| MemoryLLMAgent Model=Qwen2.5-1.5B-Instruct2026.02 | 7.58 | 12.96 | 14.42 | |
| CAREAgent Model=Qwen2.5-7B-Instruct2026.02 | 0.98 | 8.61 | 9.03 | |
| CAREAgent Model=Qwen2.5-3B-Instruct2026.02 | 0.69 | 7.41 | 7.86 | |
| CAREAgent Model=Qwen2.5-1.5B-Instruct2026.02 | 0.47 | 6.18 | 6.52 |