Multi-Agent Orchestration on IWG
85.38LCS-F1Claude-4.5-Sonnet
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Claude-4.5-SonnetModel Type=Proprietary Models2026.05 | 85.38 | 29.31 | 57.35 | 66.17 | 97.19 | 60.83 | 83.52 | 77.18 | |
| Gemini-2.5-ProModel Type=Proprietary Models2026.05 | 81.28 | 44.14 | 62.71 | 66.19 | 91.72 | 53.33 | 83.46 | 73.68 | |
| DeepSeek-V3.1Model Type=Open-Source Models2026.05 | 80.12 | 29.69 | 54.91 | 66.54 | 74.58 | 42.89 | 76.51 | 65.13 | |
| Gemini-2.5-FlashModel Type=Proprietary Models2026.05 | 77.43 | 43.83 | 60.63 | 67.68 | 85.02 | 47.11 | 84.38 | 71.05 | |
| Llama4-maverickModel Type=Open-Source Models2026.05 | 67.19 | 36.14 | 51.67 | 67.5 | 76.39 | 39.33 | 79.3 | 65.63 | |
| Grok-4Model Type=Proprietary Models2026.05 | 63.99 | 24.48 | 44.24 | 63.97 | 90.61 | 42.67 | 82.51 | 69.94 | |
| Llama3-405BModel Type=Open-Source Models2026.05 | 61.64 | 28.88 | 45.26 | 67 | 89.68 | 44 | 79.67 | 70.09 | |
| LongCat-FlashModel Type=Open-Source Models2026.05 | 58.31 | 33.33 | 45.82 | 64.38 | 78.55 | 39.56 | 82.11 | 66.15 | |
| MiniMax-M2Model Type=Open-Source Models2026.05 | 57.18 | 32.29 | 44.74 | 66 | 65.37 | 37.11 | 82.33 | 62.7 | |
| GLM-4.6Model Type=Open-Source Models2026.05 | 56.91 | 30.14 | 43.53 | 67.62 | 91.03 | 32.89 | 83.73 | 68.82 | |
| Grok-3Model Type=Proprietary Models2026.05 | 55.95 | 32.33 | 44.14 | 69.7 | 87.29 | 40.89 | 76.35 | 68.56 | |
| Claude-3.5-haikuModel Type=Proprietary Models2026.05 | 51.35 | 30.62 | 40.99 | 69.95 | 65.48 | 31.78 | 74.17 | 60.35 | |
| GPT-4.1Model Type=Proprietary Models2026.05 | 49.96 | 29.55 | 39.76 | 69.91 | 88.57 | 36.61 | 80.28 | 68.84 | |
| Qwen-MaxModel Type=Proprietary Models2026.05 | 49.96 | 25.36 | 37.66 | 69.72 | 91.62 | 30.16 | 82.89 | 68.6 | |
| Qwen3-next-80BModel Type=Open-Source Models2026.05 | 45.32 | 20.67 | 33 | 62.69 | 84.98 | 32.89 | 78.89 | 64.86 | |
| Doubao-1.5-ProModel Type=Proprietary Models2026.05 | 42.81 | 13.74 | 28.28 | 68.13 | 82.67 | 34.67 | 79.01 | 66.12 | |
| GPT-OSS-120BModel Type=Open-Source Models2026.05 | 41.43 | 12.21 | 26.82 | 68.63 | 70.48 | 21.67 | 76.95 | 59.43 | |
| Qwen-PlusModel Type=Proprietary Models2026.05 | 36.8 | 12.57 | 24.69 | 68.95 | 82.69 | 28.16 | 82.19 | 65.5 | |
| Kimi-K2Model Type=Open-Source Models2026.05 | 36.54 | 10.12 | 23.33 | 69.37 | 95.21 | 32.89 | 79.2 | 69.17 | |
| Qwen3-235BModel Type=Open-Source Models2026.05 | 36.5 | 13.52 | 25.01 | 69.07 | 87.93 | 31.11 | 82.79 | 67.73 | |
| Llama4-scoutModel Type=Open-Source Models2026.05 | 35.13 | 10.5 | 22.82 | 65.52 | 76.39 | 17.11 | 79.07 | 59.52 | |
| Doubao-Seed-1.6Model Type=Proprietary Models2026.05 | 33.71 | 10.88 | 22.3 | 69.68 | 80.71 | 24 | 80.19 | 63.65 | |
| GPT-5Model Type=Proprietary Models2026.05 | 33.27 | 11.71 | 22.49 | 62.51 | 92.65 | 25.11 | 76.45 | 64.18 | |
| o4-miniModel Type=Proprietary Models2026.05 | 32.81 | 10.76 | 21.79 | 69.76 | 76.6 | 26.22 | 76.43 | 62.25 | |
| DeepSeek-R1Model Type=Open-Source Models2026.05 | 23.54 | 7.43 | 15.49 | 58.22 | 25.35 | 31.56 | 80.72 | 48.96 |