| Model,Organization,Input Config,Date,Status,Conciseness,Correctness,Completeness,F1-like,Info | |
| [GPT-5](https://openai.com/index/introducing-gpt-5/),OpenAI,TEXT,2025-8-7,published,54.93,69.10,67.33,68.20,37.46 | |
| [GPT-5.2](https://openai.com/index/introducing-gpt-5-2/),OpenAI,TEXT,2025-12-11,published,53.81,66.84,64.03,65.40,35.19 | |
| [GPT-5](https://openai.com/index/introducing-gpt-5/),OpenAI,VISUAL,2025-8-7,published,61.47,58.90,55.34,57.07,35.08 | |
| [Gemini-2.5-Pro](https://blog.google/technology/google-deepmind/gemini-model-thinking-updates-march-2025/),Google,TEXT,2025-3-25,published,54.87,62.65,59.03,60.79,33.35 | |
| [Gemini-3-Pro](https://blog.google/products-and-platforms/products/gemini/gemini-3/),Google,TEXT,2025-11-18,published,52.81,62.69,60.28,61.46,32.46 | |
| [DeepSeek-V3.2](https://api-docs.deepseek.com/news/news251201),DeepSeek-AI,TEXT,2025-12-1,published,56.31,58.73,55.19,56.91,32.04 | |
| [GPT-5.2](https://openai.com/index/introducing-gpt-5-2/),OpenAI,VISUAL,2025-12-11,published,56.43,56.75,52.82,54.72,30.88 | |
| [DeepSeek-V3.1](https://api-docs.deepseek.com/news/news250821),DeepSeek-AI,TEXT,2025-8-21,published,54.76,57.85,54.85,56.31,30.84 | |
| [GLM-4.6V](https://github.com/zai-org/GLM-V),Z.ai,VISUAL,2025-12-8,published,64.55,47.32,43.43,45.29,29.23 | |
| [GLM-4.7](https://z.ai/blog/glm-4.7),Z.ai,TEXT,2025-12-22,published,54.34,54.36,51.75,53.02,28.81 | |
| [GLM-4.5V](https://github.com/zai-org/GLM-V),Z.ai,VISUAL,2025-8-11,published,59.44,48.79,43.62,46.06,27.38 | |
| [gemini-3-pro](https://blog.google/products-and-platforms/products/gemini/gemini-3/),Google,VISUAL,2025-11-18,published,50.22,56.06,52.69,54.32,27.28 | |
| [GLM-4.5](https://z.ai/blog/glm-4.5),Z.ai,TEXT,2025-7-28,published,43.41,58.95,59.54,59.24,25.72 | |
| [gemini-2.5-pro](https://blog.google/technology/google-deepmind/gemini-model-thinking-updates-march-2025/),Google,VISUAL,2025-3-25,published,51.71,48.39,45.59,46.95,24.28 | |
| [Claude-Sonnet-4](https://www.anthropic.com/news/claude-4),Anthropic,TEXT,2025-5-23,published,41.37,58.53,58.44,58.48,24.19 | |
| [Qwen3](https://github.com/QwenLM/Qwen3),Alibaba,TEXT,2025-7-21,published,41.44,55.88,56.64,56.26,23.31 | |
| [Claude-Sonnet-4.5](https://www.anthropic.com/news/claude-sonnet-4-5),Anthropic,TEXT,2025-9-30,published,31.02,64.31,64.97,64.64,20.05 | |
| [Claude-Sonnet-4.5](https://www.anthropic.com/news/claude-sonnet-4-5),Anthropic,VISUAL,2025-9-30,published,31.95,55.35,54.45,54.89,17.54 | |
| [Claude-Sonnet-4](https://www.anthropic.com/news/claude-4),Anthropic,VISUAL,2025-5-23,published,31.63,54.16,53.32,53.74,16.99 | |
| [HippoRAG2](https://github.com/ianliuwd/HippoRAG2),The Ohio State University,TEXT,2025-6-19,published,45.77,33.13,27.88,30.28,13.86 | |
| [MemoRAG](https://github.com/qhjqhj00/MemoRAG),Peking University & Hong Kong Polytechnic University,TEXT,2025-4-9,published,51.31,24.19,19.10,21.35,10.96 | |
| [VdocRAG](https://vdocrag.github.io/),NTT Corporation & Tohoku University,VISUAL,2025-4-14,published,61.54,21.17,13.88,16.77,10.32 | |
| [VisRAG](https://github.com/OpenBMB/VisRAG),Tsinghua University & ModelBest Inc.,VISUAL,2025-3-2,published,39.90,26.24,23.63,24.87,9.92 | |
| [Raptor](https://github.com/parthsarthi03/raptor),Stanford University,TEXT,2024-1-31,published,36.47,25.28,20.82,22.84,8.33 | |
| [Monkey](https://github.com/Yuliang-Liu/Monkey),Huazhong University of Science and Technology,VISUAL,2024-8-26,published,54.61,17.08,11.27,13.58,7.41 | |
| [Docopilot](https://github.com/OpenGVLab/Docopilot),Shanghai AI Laboratory,VISUAL,2025-7-19,published,39.31,18.31,17.12,17.69,6.96 | |
| [Qwen3](https://github.com/QwenLM/Qwen3),Alibaba,VISUAL,2025-7-21,published,22.64,20.17,20.14,20.16,4.56 | |
| [DocOwl2](https://github.com/X-PLUG/mPLUG-DocOwl),Alibaba,VISUAL,2024-9-9,published,50.19,11.75,6.66,8.50,4.27 | |