Web-based Question Answering on WebWalkerQA
81.18Success RateMemEvolve + Flash-Searcher
Evaluation Results
| Method | Links | |
|---|---|---|
| MemEvolve + Flash-SearcherModel Family=GPT-5-mini, pass@k=32025.12 | 81.18 | |
| MemEvolve + Flash-SearcherModel Family=GPT-5-mini, pass@k=22025.12 | 79.41 | |
| MemEvolve + Flash-SearcherModel Family=GPT-5-mini, pass@k=12025.12 | 74.71 | |
| Agent KBModel Family=GPT-4.1, pass@k=32025.12 | 73.53 | |
| MemEvolve + Flash-SearcherModel Family=DeepSeek V3.2, pass@k=12025.12 | 72.35 | |
| Flash-SearcherModel Family=GPT-5-mini, pass@k=12025.12 | 71.18 | |
| MemEvolve + SmolAgentModel Family=GPT-5-mini, pass@k=32025.12 | 71.18 | |
| Flash-SearcherModel Family=DeepSeek V3.2, pass@k=12025.12 | 69.41 | |
| MemEvolve + Flash-SearcherModel Family=Kimi K2, pass@k=12025.12 | 69.41 | |
| Agent KBModel Family=GPT-4.1, pass@k=22025.12 | 68.82 | |
| MemEvolve + SmolAgentModel Family=GPT-5-mini, pass@k=22025.12 | 67.06 | |
| MemEvolve + SmolAgentModel Family=GPT-5-mini, pass@k=12025.12 | 61.18 | |
| Cognitive Kernel-ProModel Family=Claude-3.7 etc., pass@k=12025.12 | 60.64 | |
| Agent KBModel Family=GPT-4.1, pass@k=12025.12 | 60.59 | |
| SmolagentsModel Family=GPT-5-mini2025.12 | 58.82 | |
| OAgentsModel Family=Claude-3.7 etc.2025.12 | 58.23 | |
| OWL WorkforceModel Family=GPT-4o+o3-mini, pass@k=32025.12 | 57.64 | |
| Flash-SearcherModel Family=Kimi K2, pass@k=12025.12 | 52.35 |