rankings/visdoc_ranking.csv

Rank,Models,Model Size(B),Visdoc-Overall,ViDoRe-V1,ViDoRe-V2,VisRAG,VisDoc-OOD,ViDoRe_arxivqa,ViDoRe_docvqa,ViDoRe_infovqa,ViDoRe_tabfquad,ViDoRe_tatdqa,ViDoRe_shiftproject,ViDoRe_syntheticDocQA_artificial_intelligence,ViDoRe_syntheticDocQA_energy,ViDoRe_syntheticDocQA_government_reports,ViDoRe_syntheticDocQA_healthcare_industry,ViDoRe_esg_reports_human_labeled_v2,ViDoRe_biomedical_lectures_v2_multilingual,ViDoRe_economics_reports_v2_multilingual,ViDoRe_esg_reports_v2_multilingual,VisRAG_ArxivQA,VisRAG_ChartQA,VisRAG_MP-DocVQA,VisRAG_SlideVQA,VisRAG_InfoVQA,VisRAG_PlotQA,ViDoSeek-page,ViDoSeek-doc,MMLongBench-page,MMLongBench-doc
1,"<a href=""https://interestfm-tte.github.io/"">IFM-TTE-7B</a>",8.29,79.48,85.19,71.5,92.75,53.27,84.53,45.76,88.33,94.28,55.31,89.76,99.26,97.26,98.28,99.13,87.5,64.85,53.94,79.73,92.73,95.07,87.31,95.9,93.0,92.49,50.29,82.6,28.18,52.03
2,"<a href=""https://github.com/360CVGroup/RzenEmbed"">RzenEmbed-v2-7B</a>",8.29,77.06,89.7,60.7,88.7,44.38,88.42,59.61,92.85,95.85,76.5,91.76,99.63,95.71,97.02,99.63,65.61,61.71,59.1,56.39,89.38,89.61,90.59,95.68,94.11,72.81,23.09,84.02,15.62,54.78
3,RzenEmbed-v1-7B,8.29,76.8,89.47,60.77,87.92,44.44,86.89,57.99,92.24,96.25,75.22,93.35,99.63,95.25,98.28,99.63,63.67,61.58,60.8,57.05,86.97,88.34,90.7,95.75,94.37,71.39,23.06,83.92,16.1,54.67
4,"<a href=""https://huggingface.co/Alibaba-NLP/gme-Qwen2-VL-7B-Instruct"">gme-Qwen2-VL-7B-Instruct</a>",8.29,75.18,89.44,55.61,84.99,44.4,86.86,57.46,91.6,94.64,74.1,96.76,99.63,95.32,98.76,99.26,63.37,49.49,54.21,55.38,87.35,81.9,89.22,94.54,93.52,63.42,23.24,83.88,16.19,54.29
5,RzenEmbed-v1-2B,2.21,74.41,86.98,57.63,85.35,43.33,83.4,56.09,89.89,94.39,69.32,89.88,98.76,92.78,97.19,98.15,58.93,59.87,57.98,53.73,83.68,86.39,85.54,94.07,91.92,70.52,22.89,82.27,16.21,51.95
6,"<a href=""https://seed1-6-embedding.github.io"">seed-1.6-embedding</a>",unknown,73.44,85.53,56.57,84.74,43.14,88.46,60.36,90.62,87.82,74.98,73.34,96.32,92.83,93.54,97.05,63.3,57.14,53.85,51.99,85.79,81.88,89.43,94.9,92.41,64.02,22.8,82.57,15.57,51.61
7,"<a href=""https://huggingface.co/Alibaba-NLP/gme-Qwen2-VL-2B-Instruct"">gme-Qwen2-VL-2B-Instruct</a>",2.21,72.71,86.15,53.96,82.52,43.12,82.76,53.11,90.16,93.33,69.94,89.47,97.52,91.91,94.59,98.69,60.95,53.98,50.19,50.73,82.0,79.88,84.42,93.38,91.36,64.09,21.62,83.62,15.82,51.43
8,"<a href=""https://huggingface.co/vidore/colpali-v1.3"">colpali-v1.3</a>",2.92,70.97,83.6,51.98,81.13,43.12,81.74,56.64,84.94,86.93,70.87,75.12,95.65,94.67,93.55,95.92,51.29,54.72,48.97,52.94,80.87,78.15,86.76,95.03,85.69,60.3,22.16,83.66,14.17,52.51
9,"<a href=""https://huggingface.co/OpenSearch-AI/Ops-MM-embedding-v1-7B"">Ops-MM-embedding-v1-7B</a>",8.29,70.34,80.05,59.59,79.31,43.34,78.17,49.11,86.59,91.4,55.59,76.17,90.99,87.53,91.56,93.39,66.27,54.34,60.92,56.82,78.18,79.53,78.2,91.11,87.16,61.71,22.47,83.47,15.89,51.51
10,"<a href=""https://huggingface.co/zhibinlan/UME-R1-7B"">UME-R1-7B</a>",8.29,67.13,75.66,50.53,83.7,37.55,73.56,41.1,80.83,90.24,46.67,64.96,89.47,85.7,89.82,94.29,50.41,50.73,57.8,43.18,80.45,84.95,83.43,91.47,89.2,72.7,21.28,75.33,12.32,41.28
11,"<a href=""https://huggingface.co/OpenSearch-AI/Ops-MM-embedding-v1-2B"">Ops-MM-embedding-v1-2B</a>",2.21,66.96,76.39,53.18,77.64,41.17,73.72,45.01,81.41,88.81,49.59,72.57,89.8,84.27,87.06,91.64,58.57,52.87,47.89,53.39,73.84,80.17,75.06,89.15,86.66,60.99,21.44,82.29,13.06,47.89
12,"<a href=""https://huggingface.co/VLM2Vec/VLM2Vec-V2.0"">VLM2Vec-V2.0-Qwen2VL-2B</a>",2.21,65.36,75.52,44.86,79.38,39.43,80.58,44.85,83.69,89.21,43.82,60.82,88.53,86.51,85.01,92.17,45.56,44.27,43.0,46.62,76.87,84.41,71.79,91.5,85.65,66.05,21.94,80.18,11.89,43.71
13,"<a href=""https://arxiv.org/abs/2503.19900"">interestFM-UIR-CAFe-7B</a>",8.03,63.92,70.68,49.57,79.45,38.07,73.29,38.27,80.59,80.7,37.79,52.02,85.99,84.78,84.96,88.37,50.67,50.89,54.38,42.33,73.96,82.71,75.15,87.58,87.91,69.42,22.52,73.82,13.32,42.61
14,"<a href=""https://huggingface.co/zhibinlan/UME-R1-2B"">UME-R1-2B</a>",2.21,63.86,72.39,46.16,79.22,37.17,73.86,37.85,76.19,86.11,40.63,66.79,85.87,83.25,82.56,90.83,50.16,46.15,45.69,42.65,74.26,85.98,75.59,87.11,84.38,67.98,21.2,75.89,11.9,39.68
15,"<a href=""https://github.com/GaryGuTC/UniME-v2"">UniME-V2-LLaVA-OneVision-7B</a>",8.03,56.68,61.76,42.0,70.53,37.86,51.9,38.17,73.16,57.75,35.48,45.42,76.85,77.27,79.87,81.71,54.67,33.75,35.95,43.63,53.13,83.67,66.4,86.44,82.58,50.96,22.89,75.79,11.96,40.8
16,"<a href=""https://arxiv.org/abs/2503.19900"">interestFM-UIR-CAFe-0.5B</a>",0.894,51.41,56.93,32.59,68.57,30.69,51.19,25.46,71.95,59.64,27.05,31.8,78.74,70.75,75.47,77.29,36.24,29.72,37.61,26.78,57.82,75.62,63.24,82.32,80.28,52.14,17.62,61.41,9.95,33.78
17,"<a href=""https://huggingface.co/code-kunkun/LamRA-Ret-Qwen2.5VL-7b"">LamRA-Ret-Qwen2.5VL-7b</a>",8.29,50.24,56.31,33.32,58.18,40.09,52.98,25.42,72.31,66.08,25.85,27.34,72.01,65.17,72.15,83.75,32.95,35.87,31.94,32.51,37.68,65.9,54.52,76.54,73.26,41.2,23.05,80.26,13.52,43.54
18,"<a href=""https://huggingface.co/TIGER-Lab/VLM2Vec-Qwen2VL-7B"">VLM2Vec-V1-Qwen2VL-7B</a>",8.29,46.43,56.95,9.41,59.12,38.09,60.2,34.71,70.38,78.18,27.62,38.62,67.65,60.42,61.82,69.85,6.82,5.06,13.88,11.89,52.61,70.23,52.81,72.77,71.96,34.35,22.28,77.81,11.82,40.46
19,"<a href=""https://huggingface.co/TIGER-Lab/VLM2Vec-Qwen2VL-2B"">VLM2Vec-V1-Qwen2VL-2B</a>",2.21,41.55,49.81,13.51,51.83,33.55,48.88,26.95,67.24,62.58,19.79,41.8,55.02,59.11,57.07,59.64,12.6,7.4,13.9,20.13,41.75,57.93,43.18,74.03,70.67,23.4,17.74,74.28,9.6,32.57
20,"<a href=""https://huggingface.co/code-kunkun/LamRA-Ret"">LamRA-Ret</a>",8.29,23.91,21.99,11.46,37.35,20.99,10.8,19.13,46.25,42.84,11.43,12.04,10.32,24.77,16.36,25.94,7.58,13.28,19.08,5.92,2.02,41.34,33.38,56.49,56.34,34.55,11.29,37.14,7.95,27.58
21,"<a href=""https://github.com/QQ-MM/QQMM-embed"">QQMM-embed-v2</a>",8.29,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
22,OEmbedding-v1-7B,8.29,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
23,ReCo-7B,8.29,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
24,TCE-v1,8.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0