Comprehensive ESG Report Analysis on Chinese ESG Reports
92.23PrecisionPharos-ESG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Pharos-ESGCategory=Ours2025.11 | 92.23 | 95 | 93.59 | 0.92 | |
| TextinCategory=Dedicated Document Parsers2025.11 | 89.65 | 76.5 | 82.55 | 0.8 | |
| Gemini 2.5 ProCategory=General-purpose Multimodal Models2025.11 | 86.15 | 88.89 | 87.5 | 0.75 | |
| MinerUCategory=Dedicated Document Parsers2025.11 | 75.16 | 78.69 | 76.89 | 0.82 | |
| DoclingCategory=Dedicated Document Parsers2025.11 | 74.12 | 75.31 | 74.71 | 0.79 | |
| DeepSeek-R1Category=General-purpose Multimodal Models2025.11 | 67.44 | 60.42 | 63.74 | 0.56 | |
| DoubaoCategory=General-purpose Multimodal Models2025.11 | 66.22 | 64.47 | 65.33 | 0.45 | |
| GPT-4oCategory=General-purpose Multimodal Models2025.11 | 65.9 | 64.44 | 65.17 | 0.75 | |
| Qwen3Category=General-purpose Multimodal Models2025.11 | 47.83 | 55 | 51.16 | 0.67 | |
| MarkerCategory=Dedicated Document Parsers2025.11 | 45.77 | 35.33 | 39.88 | 0.34 | |
| DeepSeek-V3Category=General-purpose Multimodal Models2025.11 | 42.11 | 59.65 | 49.37 | 0.48 |