Deep Research on KDR-Bench
50.2Average ScoreGemini
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GeminiAgent Category=Closed-source DR Agents2026.04 | 50.2 | 48.3 | 52.8 | 48.5 | 51 | 82.6 | 58.3 | — | |
| HKABackbone LLM=Qwen3-235B-A22B-Instruct-2507, Framework=LangGraph2026.04 | 48.4 | 48.6 | 48.8 | 47.7 | 48.5 | 82.1 | 61.7 | 27.8 | |
| PerplexityAgent Category=Closed-source DR Agents2026.04 | 46.5 | 47.2 | 44.8 | 47.5 | 46.3 | 70.1 | 49.8 | — | |
| ThinkDepthAgent Category=Open-source DR Agents, Search Setting=Hybrid Search2026.04 | 46.3 | 47.1 | 42.7 | 47.6 | 47.8 | 68.3 | 53.6 | 18.3 | |
| ThinkDepthAgent Category=Open-source DR Agents, Search Setting=Web Search2026.04 | 46.1 | 46.6 | 42.8 | 47.1 | 47.8 | 71.7 | 51.8 | — | |
| ThinkDepthAgent Category=Open-source DR Agents, Search Setting=Table Search2026.04 | 46.1 | 46.5 | 43.2 | 47 | 47.6 | 67.9 | 53.2 | 20.1 | |
| EnterpriseAgent Category=Open-source DR Agents2026.04 | 46 | 46.9 | 43.5 | 46.8 | 46.8 | 72.3 | 51.8 | — | |
| LangChainAgent Category=Open-source DR Agents, Search Setting=Table Search2026.04 | 44.9 | 45.5 | 41.9 | 45.9 | 46.2 | 60.3 | 54.9 | 20.4 | |
| LangChainAgent Category=Open-source DR Agents, Search Setting=Hybrid Search2026.04 | 44.8 | 47.4 | 40.2 | 46.6 | 44.8 | 62.3 | 53.6 | 21.2 | |
| Minimax-M2Agent Category=LLM with search tools2026.04 | 44.7 | 44.8 | 41.1 | 46.8 | 46 | 58.2 | 50.5 | — | |
| Qwen3-MaxAgent Category=LLM with search tools2026.04 | 44.6 | 43.9 | 40.5 | 46.6 | 47.4 | 64.2 | 43.5 | — | |
| GrokAgent Category=Closed-source DR Agents2026.04 | 44.5 | 44.5 | 42.3 | 45.4 | 45.7 | 76.5 | 49.5 | — | |
| LangChainAgent Category=Open-source DR Agents, Search Setting=Web Search2026.04 | 44.4 | 48.5 | 39.4 | 47.2 | 42.5 | 63.7 | 52.1 | — | |
| TongyiAgent Category=Open-source DR Agents2026.04 | 41.8 | 42.2 | 39.2 | 43.6 | 42.2 | 58.6 | 41.2 | — | |
| OpenAIAgent Category=Closed-source DR Agents2026.04 | 41.3 | 41.4 | 38 | 43.1 | 42.7 | 63.5 | 44.1 | — | |
| GLM4.6Agent Category=LLM with search tools2026.04 | 40.8 | 40.8 | 36.4 | 42.6 | 43.5 | 59.1 | 40.1 | — | |
| Hunyuan2.0Agent Category=LLM with search tools2026.04 | 40.6 | 40.9 | 38.8 | 41.4 | 41.2 | 61 | 46.7 | — |