Complex engineering solution design on SolutionBench 1.0 (test)
66.4Environmental Score (AS)SolutionRAG
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SolutionRAGtree structure=true, bi-point thinking=true2025.02 | 66.4 | 67.9 | 59.7 | 50.5 | 64.1 | 58.5 | 69.9 | 72.7 | 68.8 | 69 | 67.9 | 68 | 66 | 60.7 | 66.9 | 65.2 | |
| Naïve-RAGMethod Category=Single-round RAG2025.02 | 64.8 | 62.2 | 57.2 | 40.1 | 62.7 | 54.9 | 67.7 | 65.4 | 67.4 | 66.8 | 66.2 | 63.3 | 66 | 57.5 | 65.7 | 63 | |
| Self-RAGMethod Category=Multi-round RAG2025.02 | 64.2 | 63.6 | 56.1 | 41.6 | 62.9 | 56.5 | 68.8 | 69.9 | 67.6 | 66.9 | 66.7 | 65.9 | 64.8 | 58.6 | 65.1 | 61.1 | |
| SolutionRAGtree structure=false, bi-point thinking=true2025.02 | 63.5 | 66.5 | 57.3 | 46.2 | 63.1 | 57.4 | 60.8 | 68.4 | 60.9 | 63.7 | 66.2 | 67.2 | 65.6 | 59.9 | 64.2 | 63.9 | |
| SolutionRAGtree structure=true, bi-point thinking=false2025.02 | 62.8 | 64.7 | 55.6 | 47.3 | 61.5 | 55.7 | 63.2 | 68.3 | 62.6 | 64.8 | 67.5 | 67.3 | 64.4 | 59.1 | 65.2 | 64.7 | |
| Rerank-RAGMethod Category=Single-round RAG2025.02 | 62.7 | 60.7 | 53.4 | 38.4 | 60 | 49.7 | 65.6 | 65.2 | 66.1 | 63.4 | 66.4 | 62.8 | 64.1 | 55.4 | 64 | 59.7 | |
| o1-2024-12-17Method Category=Deep Reasoning Models2025.02 | 60.5 | 48.3 | 51.9 | 37.5 | 57.3 | 44.7 | 57.8 | 47.6 | 63.5 | 52.3 | 61.2 | 52 | 59.9 | 50.4 | 62.9 | 52.2 | |
| GenGroundMethod Category=Multi-round RAG2025.02 | 54.8 | 46.1 | 53 | 33.3 | 54.7 | 37.2 | 55.7 | 46 | 58.3 | 50.7 | 60.1 | 50.7 | 60.4 | 48.9 | 59.8 | 52.7 | |
| QwQ-32B-PreviewMethod Category=Deep Reasoning Models2025.02 | 54.3 | 38.7 | 48 | 27.9 | 47.2 | 29.3 | 47.4 | 31.9 | 52.2 | 35.9 | 51.3 | 35.6 | 49.2 | 33 | 53.4 | 37 | |
| RQ-RAGMethod Category=Multi-round RAG2025.02 | 53.5 | 44.4 | 48.9 | 28.7 | 53.8 | 38.8 | 55 | 46.1 | 57.9 | 44.6 | 56.3 | 46.9 | 54.3 | 39.8 | 57.2 | 45.2 | |
| GLM-Zero-PreviewMethod Category=Deep Reasoning Models2025.02 | 47 | 30.6 | 43.2 | 22.2 | 45.2 | 27 | 42.3 | 25.7 | 45.1 | 31.7 | 47.7 | 32.4 | 47.3 | 30.8 | 51.4 | 36.6 |