{"Rank":1,"Models":"<a href=\"https:\/\/huggingface.co\/OpenSearch-AI\/Ops-Colqwen3-4B\">Ops-Colqwen3-4B<\/a>","Model Size(B)":4.44,"Date":"2026-01-27","Visdoc-Overall":84.12,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":91.31,"ViDoRe-V2":68.66,"VisRAG":90.6,"VisDoc-OOD":71.87,"ViDoRe_arxivqa":91.46,"ViDoRe_docvqa":65.34,"ViDoRe_infovqa":94.26,"ViDoRe_tabfquad":93.45,"ViDoRe_tatdqa":83.24,"ViDoRe_shiftproject":91.42,"ViDoRe_syntheticDocQA_artificial_intelligence":99.63,"ViDoRe_syntheticDocQA_energy":96.63,"ViDoRe_syntheticDocQA_government_reports":98.02,"ViDoRe_syntheticDocQA_healthcare_industry":99.63,"ViDoRe_esg_reports_human_labeled_v2":78.22,"ViDoRe_biomedical_lectures_v2_multilingual":65.5,"ViDoRe_economics_reports_v2_multilingual":64.88,"ViDoRe_esg_reports_v2_multilingual":66.02,"VisRAG_ArxivQA":90.37,"VisRAG_ChartQA":87.65,"VisRAG_MP-DocVQA":95.19,"VisRAG_SlideVQA":97.42,"VisRAG_InfoVQA":96.7,"VisRAG_PlotQA":76.28,"ViDoSeek-page-fixed":88.54,"ViDoSeek-doc":82.48,"MMLongBench-page-fixed":60.68,"MMLongBench-doc":55.79,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":2,"Models":"Taichu-UniRetriever-8B","Model Size(B)":8.77,"Date":"2026-01-15","Visdoc-Overall":83.25,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":90.93,"ViDoRe-V2":62.91,"VisRAG":89.66,"VisDoc-OOD":74.78,"ViDoRe_arxivqa":90.06,"ViDoRe_docvqa":61.9,"ViDoRe_infovqa":93.93,"ViDoRe_tabfquad":97.33,"ViDoRe_tatdqa":80.53,"ViDoRe_shiftproject":93.2,"ViDoRe_syntheticDocQA_artificial_intelligence":98.89,"ViDoRe_syntheticDocQA_energy":97.5,"ViDoRe_syntheticDocQA_government_reports":97.05,"ViDoRe_syntheticDocQA_healthcare_industry":98.89,"ViDoRe_esg_reports_human_labeled_v2":69.67,"ViDoRe_biomedical_lectures_v2_multilingual":65.62,"ViDoRe_economics_reports_v2_multilingual":55.32,"ViDoRe_esg_reports_v2_multilingual":61.02,"VisRAG_ArxivQA":88.58,"VisRAG_ChartQA":90.2,"VisRAG_MP-DocVQA":91.47,"VisRAG_SlideVQA":97.39,"VisRAG_InfoVQA":97.03,"VisRAG_PlotQA":73.3,"ViDoSeek-page-fixed":92.42,"ViDoSeek-doc":85.62,"MMLongBench-page-fixed":63.78,"MMLongBench-doc":57.28,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":3,"Models":"<a href=\"https:\/\/huggingface.co\/Qwen\/Qwen3-VL-Embedding-8B\">Qwen3-VL-Embedding-8B<\/a>","Model Size(B)":8.14,"Date":"2026-01-06","Visdoc-Overall":82.36,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":87.21,"ViDoRe-V2":69.86,"VisRAG":88.68,"VisDoc-OOD":73.27,"ViDoRe_arxivqa":87.0,"ViDoRe_docvqa":54.02,"ViDoRe_infovqa":90.86,"ViDoRe_tabfquad":96.67,"ViDoRe_tatdqa":69.97,"ViDoRe_shiftproject":84.14,"ViDoRe_syntheticDocQA_artificial_intelligence":99.26,"ViDoRe_syntheticDocQA_energy":94.41,"ViDoRe_syntheticDocQA_government_reports":98.02,"ViDoRe_syntheticDocQA_healthcare_industry":97.79,"ViDoRe_esg_reports_human_labeled_v2":71.39,"ViDoRe_biomedical_lectures_v2_multilingual":71.59,"ViDoRe_economics_reports_v2_multilingual":67.18,"ViDoRe_esg_reports_v2_multilingual":69.28,"VisRAG_ArxivQA":88.21,"VisRAG_ChartQA":88.34,"VisRAG_MP-DocVQA":89.27,"VisRAG_SlideVQA":96.73,"VisRAG_InfoVQA":94.75,"VisRAG_PlotQA":74.8,"ViDoSeek-page-fixed":88.38,"ViDoSeek-doc":86.1,"MMLongBench-page-fixed":60.29,"MMLongBench-doc":58.29,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":4,"Models":"Taichu-UniRetriever-2B","Model Size(B)":2.13,"Date":"2026-01-15","Visdoc-Overall":81.31,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":89.81,"ViDoRe-V2":57.34,"VisRAG":88.79,"VisDoc-OOD":72.81,"ViDoRe_arxivqa":88.14,"ViDoRe_docvqa":59.09,"ViDoRe_infovqa":92.63,"ViDoRe_tabfquad":96.67,"ViDoRe_tatdqa":80.07,"ViDoRe_shiftproject":89.93,"ViDoRe_syntheticDocQA_artificial_intelligence":99.26,"ViDoRe_syntheticDocQA_energy":98.06,"ViDoRe_syntheticDocQA_government_reports":95.93,"ViDoRe_syntheticDocQA_healthcare_industry":98.32,"ViDoRe_esg_reports_human_labeled_v2":63.6,"ViDoRe_biomedical_lectures_v2_multilingual":62.47,"ViDoRe_economics_reports_v2_multilingual":51.21,"ViDoRe_esg_reports_v2_multilingual":52.08,"VisRAG_ArxivQA":87.25,"VisRAG_ChartQA":87.33,"VisRAG_MP-DocVQA":91.99,"VisRAG_SlideVQA":96.93,"VisRAG_InfoVQA":95.9,"VisRAG_PlotQA":73.32,"ViDoSeek-page-fixed":86.45,"ViDoSeek-doc":85.07,"MMLongBench-page-fixed":62.55,"MMLongBench-doc":57.19,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":5,"Models":"<a href=\"https:\/\/huggingface.co\/Qwen\/Qwen3-VL-Embedding-2B\">Qwen3-VL-Embedding-2B<\/a>","Model Size(B)":2.13,"Date":"2026-01-06","Visdoc-Overall":79.22,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":84.37,"ViDoRe-V2":65.34,"VisRAG":86.43,"VisDoc-OOD":69.41,"ViDoRe_arxivqa":81.8,"ViDoRe_docvqa":49.36,"ViDoRe_infovqa":88.35,"ViDoRe_tabfquad":96.4,"ViDoRe_tatdqa":63.19,"ViDoRe_shiftproject":83.9,"ViDoRe_syntheticDocQA_artificial_intelligence":97.05,"ViDoRe_syntheticDocQA_energy":90.84,"ViDoRe_syntheticDocQA_government_reports":95.68,"ViDoRe_syntheticDocQA_healthcare_industry":97.09,"ViDoRe_esg_reports_human_labeled_v2":64.56,"ViDoRe_biomedical_lectures_v2_multilingual":68.23,"ViDoRe_economics_reports_v2_multilingual":63.09,"ViDoRe_esg_reports_v2_multilingual":65.49,"VisRAG_ArxivQA":83.58,"VisRAG_ChartQA":87.13,"VisRAG_MP-DocVQA":87.06,"VisRAG_SlideVQA":95.59,"VisRAG_InfoVQA":92.88,"VisRAG_PlotQA":72.33,"ViDoSeek-page-fixed":81.94,"ViDoSeek-doc":85.0,"MMLongBench-page-fixed":55.73,"MMLongBench-doc":54.99,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":6,"Models":"<a href=\"https:\/\/console.volcengine.com\/ark\/region:ark+cn-beijing\/model\/detail?Id=doubao-embedding-vision\">seed1.6-embedding-1215<\/a>","Model Size(B)":"unknown","Date":"2025-12-18","Visdoc-Overall":76.23,"Visdoc-Overall-before-fix":77.88,"VisDoc-OOD-before-fix":44.77,"ViDoRe-V1":90.9,"ViDoRe-V2":60.31,"VisRAG":89.96,"VisDoc-OOD":34.91,"ViDoRe_arxivqa":92.29,"ViDoRe_docvqa":61.84,"ViDoRe_infovqa":94.28,"ViDoRe_tabfquad":94.99,"ViDoRe_tatdqa":80.41,"ViDoRe_shiftproject":91.71,"ViDoRe_syntheticDocQA_artificial_intelligence":99.26,"ViDoRe_syntheticDocQA_energy":96.76,"ViDoRe_syntheticDocQA_government_reports":98.15,"ViDoRe_syntheticDocQA_healthcare_industry":99.26,"ViDoRe_esg_reports_human_labeled_v2":70.52,"ViDoRe_biomedical_lectures_v2_multilingual":63.46,"ViDoRe_economics_reports_v2_multilingual":55.44,"ViDoRe_esg_reports_v2_multilingual":51.82,"VisRAG_ArxivQA":90.49,"VisRAG_ChartQA":87.59,"VisRAG_MP-DocVQA":94.07,"VisRAG_SlideVQA":97.3,"VisRAG_InfoVQA":95.87,"VisRAG_PlotQA":74.47,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":84.27,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":55.37,"ViDoSeek-page-before-fix":22.29,"MMLongBench-page-before-fix":17.15}
{"Rank":7,"Models":"<a href=\"https:\/\/interestfm-tte.github.io\/\">IFM-TTE-7B<\/a>","Model Size(B)":8.29,"Date":"2025-10-11","Visdoc-Overall":76.21,"Visdoc-Overall-before-fix":79.48,"VisDoc-OOD-before-fix":53.27,"ViDoRe-V1":85.19,"ViDoRe-V2":71.5,"VisRAG":92.75,"VisDoc-OOD":33.66,"ViDoRe_arxivqa":84.53,"ViDoRe_docvqa":45.76,"ViDoRe_infovqa":88.33,"ViDoRe_tabfquad":94.28,"ViDoRe_tatdqa":55.31,"ViDoRe_shiftproject":89.76,"ViDoRe_syntheticDocQA_artificial_intelligence":99.26,"ViDoRe_syntheticDocQA_energy":97.26,"ViDoRe_syntheticDocQA_government_reports":98.28,"ViDoRe_syntheticDocQA_healthcare_industry":99.13,"ViDoRe_esg_reports_human_labeled_v2":87.5,"ViDoRe_biomedical_lectures_v2_multilingual":64.85,"ViDoRe_economics_reports_v2_multilingual":53.94,"ViDoRe_esg_reports_v2_multilingual":79.73,"VisRAG_ArxivQA":92.73,"VisRAG_ChartQA":95.07,"VisRAG_MP-DocVQA":87.31,"VisRAG_SlideVQA":95.9,"VisRAG_InfoVQA":93.0,"VisRAG_PlotQA":92.49,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":82.6,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":52.03,"ViDoSeek-page-before-fix":50.29,"MMLongBench-page-before-fix":28.18}
{"Rank":8,"Models":"WeMM-Embedding-8B","Model Size(B)":8.77,"Date":"2025-12-16","Visdoc-Overall":75.62,"Visdoc-Overall-before-fix":77.3,"VisDoc-OOD-before-fix":45.16,"ViDoRe-V1":89.47,"ViDoRe-V2":59.31,"VisRAG":90.43,"VisDoc-OOD":35.06,"ViDoRe_arxivqa":92.22,"ViDoRe_docvqa":60.95,"ViDoRe_infovqa":92.83,"ViDoRe_tabfquad":93.41,"ViDoRe_tatdqa":77.03,"ViDoRe_shiftproject":88.5,"ViDoRe_syntheticDocQA_artificial_intelligence":98.15,"ViDoRe_syntheticDocQA_energy":96.21,"ViDoRe_syntheticDocQA_government_reports":96.17,"ViDoRe_syntheticDocQA_healthcare_industry":99.26,"ViDoRe_esg_reports_human_labeled_v2":62.97,"ViDoRe_biomedical_lectures_v2_multilingual":61.9,"ViDoRe_economics_reports_v2_multilingual":56.85,"ViDoRe_esg_reports_v2_multilingual":55.51,"VisRAG_ArxivQA":90.42,"VisRAG_ChartQA":91.4,"VisRAG_MP-DocVQA":91.82,"VisRAG_SlideVQA":97.0,"VisRAG_InfoVQA":95.97,"VisRAG_PlotQA":75.95,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":84.31,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":55.95,"ViDoSeek-page-before-fix":23.34,"MMLongBench-page-before-fix":17.05}
{"Rank":9,"Models":"<a href=\"https:\/\/github.com\/360CVGroup\/RzenEmbed\">RzenEmbed-v2-7B<\/a>","Model Size(B)":8.29,"Date":"2025-09-20","Visdoc-Overall":75.45,"Visdoc-Overall-before-fix":77.06,"VisDoc-OOD-before-fix":44.38,"ViDoRe-V1":89.7,"ViDoRe-V2":60.7,"VisRAG":88.7,"VisDoc-OOD":34.7,"ViDoRe_arxivqa":88.42,"ViDoRe_docvqa":59.61,"ViDoRe_infovqa":92.85,"ViDoRe_tabfquad":95.85,"ViDoRe_tatdqa":76.5,"ViDoRe_shiftproject":91.76,"ViDoRe_syntheticDocQA_artificial_intelligence":99.63,"ViDoRe_syntheticDocQA_energy":95.71,"ViDoRe_syntheticDocQA_government_reports":97.02,"ViDoRe_syntheticDocQA_healthcare_industry":99.63,"ViDoRe_esg_reports_human_labeled_v2":65.61,"ViDoRe_biomedical_lectures_v2_multilingual":61.71,"ViDoRe_economics_reports_v2_multilingual":59.1,"ViDoRe_esg_reports_v2_multilingual":56.39,"VisRAG_ArxivQA":89.38,"VisRAG_ChartQA":89.61,"VisRAG_MP-DocVQA":90.59,"VisRAG_SlideVQA":95.68,"VisRAG_InfoVQA":94.11,"VisRAG_PlotQA":72.81,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":84.02,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":54.78,"ViDoSeek-page-before-fix":23.09,"MMLongBench-page-before-fix":15.62}
{"Rank":10,"Models":"RzenEmbed-v1-7B","Model Size(B)":8.29,"Date":"2025-07-30","Visdoc-Overall":75.16,"Visdoc-Overall-before-fix":76.8,"VisDoc-OOD-before-fix":44.44,"ViDoRe-V1":89.47,"ViDoRe-V2":60.77,"VisRAG":87.92,"VisDoc-OOD":34.65,"ViDoRe_arxivqa":86.89,"ViDoRe_docvqa":57.99,"ViDoRe_infovqa":92.24,"ViDoRe_tabfquad":96.25,"ViDoRe_tatdqa":75.22,"ViDoRe_shiftproject":93.35,"ViDoRe_syntheticDocQA_artificial_intelligence":99.63,"ViDoRe_syntheticDocQA_energy":95.25,"ViDoRe_syntheticDocQA_government_reports":98.28,"ViDoRe_syntheticDocQA_healthcare_industry":99.63,"ViDoRe_esg_reports_human_labeled_v2":63.67,"ViDoRe_biomedical_lectures_v2_multilingual":61.58,"ViDoRe_economics_reports_v2_multilingual":60.8,"ViDoRe_esg_reports_v2_multilingual":57.05,"VisRAG_ArxivQA":86.97,"VisRAG_ChartQA":88.34,"VisRAG_MP-DocVQA":90.7,"VisRAG_SlideVQA":95.75,"VisRAG_InfoVQA":94.37,"VisRAG_PlotQA":71.39,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":83.92,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":54.67,"ViDoSeek-page-before-fix":23.06,"MMLongBench-page-before-fix":16.1}
{"Rank":11,"Models":"<a href=\"https:\/\/github.com\/ZoengHN\/Embed-RL\">Embed-RL-4B<\/a>","Model Size(B)":4.44,"Date":"2026-01-23","Visdoc-Overall":74.69,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":80.43,"ViDoRe-V2":53.33,"VisRAG":84.71,"VisDoc-OOD":66.66,"ViDoRe_arxivqa":88.15,"ViDoRe_docvqa":47.75,"ViDoRe_infovqa":86.65,"ViDoRe_tabfquad":94.32,"ViDoRe_tatdqa":52.94,"ViDoRe_shiftproject":70.91,"ViDoRe_syntheticDocQA_artificial_intelligence":91.43,"ViDoRe_syntheticDocQA_energy":88.02,"ViDoRe_syntheticDocQA_government_reports":91.48,"ViDoRe_syntheticDocQA_healthcare_industry":92.62,"ViDoRe_esg_reports_human_labeled_v2":59.2,"ViDoRe_biomedical_lectures_v2_multilingual":48.99,"ViDoRe_economics_reports_v2_multilingual":55.43,"ViDoRe_esg_reports_v2_multilingual":49.7,"VisRAG_ArxivQA":86.39,"VisRAG_ChartQA":88.64,"VisRAG_MP-DocVQA":79.02,"VisRAG_SlideVQA":92.64,"VisRAG_InfoVQA":88.94,"VisRAG_PlotQA":72.61,"ViDoSeek-page-fixed":80.26,"ViDoSeek-doc":82.53,"MMLongBench-page-fixed":53.0,"MMLongBench-doc":50.86,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":12,"Models":"<a href=\"https:\/\/huggingface.co\/Haon-Chen\/e5-omni-7B\">e5-omni-7B<\/a>","Model Size(B)":8.0,"Date":"2026-01-09","Visdoc-Overall":74.52,"Visdoc-Overall-before-fix":76.14,"VisDoc-OOD-before-fix":44.33,"ViDoRe-V1":87.58,"ViDoRe-V2":62.39,"VisRAG":87.46,"VisDoc-OOD":34.6,"ViDoRe_arxivqa":87.57,"ViDoRe_docvqa":57.96,"ViDoRe_infovqa":92.29,"ViDoRe_tabfquad":93.19,"ViDoRe_tatdqa":70.9,"ViDoRe_shiftproject":85.79,"ViDoRe_syntheticDocQA_artificial_intelligence":98.15,"ViDoRe_syntheticDocQA_energy":94.95,"ViDoRe_syntheticDocQA_government_reports":96.28,"ViDoRe_syntheticDocQA_healthcare_industry":98.69,"ViDoRe_esg_reports_human_labeled_v2":64.03,"ViDoRe_biomedical_lectures_v2_multilingual":64.48,"ViDoRe_economics_reports_v2_multilingual":60.34,"ViDoRe_esg_reports_v2_multilingual":60.71,"VisRAG_ArxivQA":88.02,"VisRAG_ChartQA":89.02,"VisRAG_MP-DocVQA":89.07,"VisRAG_SlideVQA":95.99,"VisRAG_InfoVQA":93.54,"VisRAG_PlotQA":69.15,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":83.44,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":54.98,"ViDoSeek-page-before-fix":23.11,"MMLongBench-page-before-fix":15.78}
{"Rank":13,"Models":"<a href=\"https:\/\/github.com\/ZoengHN\/Embed-RL\">Embed-RL-2B<\/a>","Model Size(B)":2.13,"Date":"2026-01-23","Visdoc-Overall":74.19,"Visdoc-Overall-before-fix":74.19,"VisDoc-OOD-before-fix":66.12,"ViDoRe-V1":80.23,"ViDoRe-V2":52.02,"VisRAG":84.3,"VisDoc-OOD":66.12,"ViDoRe_arxivqa":86.41,"ViDoRe_docvqa":46.34,"ViDoRe_infovqa":86.49,"ViDoRe_tabfquad":94.52,"ViDoRe_tatdqa":54.7,"ViDoRe_shiftproject":72.22,"ViDoRe_syntheticDocQA_artificial_intelligence":93.42,"ViDoRe_syntheticDocQA_energy":86.43,"ViDoRe_syntheticDocQA_government_reports":90.08,"ViDoRe_syntheticDocQA_healthcare_industry":91.73,"ViDoRe_esg_reports_human_labeled_v2":55.41,"ViDoRe_biomedical_lectures_v2_multilingual":50.68,"ViDoRe_economics_reports_v2_multilingual":54.53,"ViDoRe_esg_reports_v2_multilingual":47.45,"VisRAG_ArxivQA":84.86,"VisRAG_ChartQA":88.34,"VisRAG_MP-DocVQA":78.78,"VisRAG_SlideVQA":92.33,"VisRAG_InfoVQA":89.33,"VisRAG_PlotQA":72.14,"ViDoSeek-page-fixed":79.47,"ViDoSeek-doc":82.7,"MMLongBench-page-fixed":51.82,"MMLongBench-doc":50.49,"ViDoSeek-page-before-fix":79.47,"MMLongBench-page-before-fix":51.82}
{"Rank":14,"Models":"<a href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gme-Qwen2-VL-7B-Instruct\">gme-Qwen2-VL-7B-Instruct<\/a>","Model Size(B)":8.29,"Date":"2025-12-29","Visdoc-Overall":73.58,"Visdoc-Overall-before-fix":75.18,"VisDoc-OOD-before-fix":44.4,"ViDoRe-V1":89.55,"ViDoRe-V2":55.47,"VisRAG":84.95,"VisDoc-OOD":34.72,"ViDoRe_arxivqa":87.53,"ViDoRe_docvqa":56.59,"ViDoRe_infovqa":92.17,"ViDoRe_tabfquad":92.71,"ViDoRe_tatdqa":76.58,"ViDoRe_shiftproject":95.64,"ViDoRe_syntheticDocQA_artificial_intelligence":99.63,"ViDoRe_syntheticDocQA_energy":95.69,"ViDoRe_syntheticDocQA_government_reports":99.5,"ViDoRe_syntheticDocQA_healthcare_industry":99.5,"ViDoRe_esg_reports_human_labeled_v2":62.76,"ViDoRe_biomedical_lectures_v2_multilingual":49.78,"ViDoRe_economics_reports_v2_multilingual":53.91,"ViDoRe_esg_reports_v2_multilingual":55.43,"VisRAG_ArxivQA":87.69,"VisRAG_ChartQA":81.29,"VisRAG_MP-DocVQA":89.08,"VisRAG_SlideVQA":94.72,"VisRAG_InfoVQA":93.49,"VisRAG_PlotQA":63.44,"ViDoSeek-page-fixed":83.57,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":55.32,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":23.24,"MMLongBench-page-before-fix":16.19}
{"Rank":15,"Models":"WeMM-Embedding-2B","Model Size(B)":2.13,"Date":"2025-12-16","Visdoc-Overall":73.2,"Visdoc-Overall-before-fix":74.81,"VisDoc-OOD-before-fix":44.15,"ViDoRe-V1":87.22,"ViDoRe-V2":53.4,"VisRAG":88.84,"VisDoc-OOD":34.45,"ViDoRe_arxivqa":90.25,"ViDoRe_docvqa":59.11,"ViDoRe_infovqa":91.2,"ViDoRe_tabfquad":89.41,"ViDoRe_tatdqa":73.81,"ViDoRe_shiftproject":82.61,"ViDoRe_syntheticDocQA_artificial_intelligence":98.15,"ViDoRe_syntheticDocQA_energy":94.08,"ViDoRe_syntheticDocQA_government_reports":95.35,"ViDoRe_syntheticDocQA_healthcare_industry":98.28,"ViDoRe_esg_reports_human_labeled_v2":54.54,"ViDoRe_biomedical_lectures_v2_multilingual":55.64,"ViDoRe_economics_reports_v2_multilingual":53.93,"ViDoRe_esg_reports_v2_multilingual":49.5,"VisRAG_ArxivQA":88.62,"VisRAG_ChartQA":88.61,"VisRAG_MP-DocVQA":91.01,"VisRAG_SlideVQA":95.83,"VisRAG_InfoVQA":93.74,"VisRAG_PlotQA":75.23,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":83.14,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":54.65,"ViDoSeek-page-before-fix":22.27,"MMLongBench-page-before-fix":16.53}
{"Rank":16,"Models":"<a href=\"https:\/\/huggingface.co\/Haon-Chen\/e5-omni-3B\">e5-omni-3B<\/a>","Model Size(B)":3.0,"Date":"2026-01-09","Visdoc-Overall":73.16,"Visdoc-Overall-before-fix":73.16,"VisDoc-OOD-before-fix":43.38,"ViDoRe-V1":83.13,"ViDoRe-V2":59.53,"VisRAG":85.48,"VisDoc-OOD":43.38,"ViDoRe_arxivqa":82.2,"ViDoRe_docvqa":51.99,"ViDoRe_infovqa":88.88,"ViDoRe_tabfquad":88.86,"ViDoRe_tatdqa":58.78,"ViDoRe_shiftproject":80.14,"ViDoRe_syntheticDocQA_artificial_intelligence":98.15,"ViDoRe_syntheticDocQA_energy":93.17,"ViDoRe_syntheticDocQA_government_reports":93.21,"ViDoRe_syntheticDocQA_healthcare_industry":95.92,"ViDoRe_esg_reports_human_labeled_v2":61.84,"ViDoRe_biomedical_lectures_v2_multilingual":60.92,"ViDoRe_economics_reports_v2_multilingual":64.39,"ViDoRe_esg_reports_v2_multilingual":50.97,"VisRAG_ArxivQA":84.52,"VisRAG_ChartQA":86.75,"VisRAG_MP-DocVQA":85.51,"VisRAG_SlideVQA":95.4,"VisRAG_InfoVQA":92.55,"VisRAG_PlotQA":68.17,"ViDoSeek-page-fixed":22.38,"ViDoSeek-doc":83.29,"MMLongBench-page-fixed":15.0,"MMLongBench-doc":52.85,"ViDoSeek-page-before-fix":22.38,"MMLongBench-page-before-fix":15.0}
{"Rank":17,"Models":"RzenEmbed-v1-2B","Model Size(B)":2.21,"Date":"2025-07-16","Visdoc-Overall":72.78,"Visdoc-Overall-before-fix":74.41,"VisDoc-OOD-before-fix":43.33,"ViDoRe-V1":86.98,"ViDoRe-V2":57.63,"VisRAG":85.35,"VisDoc-OOD":33.55,"ViDoRe_arxivqa":83.4,"ViDoRe_docvqa":56.09,"ViDoRe_infovqa":89.89,"ViDoRe_tabfquad":94.39,"ViDoRe_tatdqa":69.32,"ViDoRe_shiftproject":89.88,"ViDoRe_syntheticDocQA_artificial_intelligence":98.76,"ViDoRe_syntheticDocQA_energy":92.78,"ViDoRe_syntheticDocQA_government_reports":97.19,"ViDoRe_syntheticDocQA_healthcare_industry":98.15,"ViDoRe_esg_reports_human_labeled_v2":58.93,"ViDoRe_biomedical_lectures_v2_multilingual":59.87,"ViDoRe_economics_reports_v2_multilingual":57.98,"ViDoRe_esg_reports_v2_multilingual":53.73,"VisRAG_ArxivQA":83.68,"VisRAG_ChartQA":86.39,"VisRAG_MP-DocVQA":85.54,"VisRAG_SlideVQA":94.07,"VisRAG_InfoVQA":91.92,"VisRAG_PlotQA":70.52,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":82.27,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":51.95,"ViDoSeek-page-before-fix":22.89,"MMLongBench-page-before-fix":16.21}
{"Rank":18,"Models":"<a href=\"https:\/\/seed1-6-embedding.github.io\">seed-1.6-embedding<\/a>","Model Size(B)":"unknown","Date":"2025-06-17","Visdoc-Overall":71.84,"Visdoc-Overall-before-fix":73.44,"VisDoc-OOD-before-fix":43.14,"ViDoRe-V1":85.53,"ViDoRe-V2":56.57,"VisRAG":84.74,"VisDoc-OOD":33.55,"ViDoRe_arxivqa":88.46,"ViDoRe_docvqa":60.36,"ViDoRe_infovqa":90.62,"ViDoRe_tabfquad":87.82,"ViDoRe_tatdqa":74.98,"ViDoRe_shiftproject":73.34,"ViDoRe_syntheticDocQA_artificial_intelligence":96.32,"ViDoRe_syntheticDocQA_energy":92.83,"ViDoRe_syntheticDocQA_government_reports":93.54,"ViDoRe_syntheticDocQA_healthcare_industry":97.05,"ViDoRe_esg_reports_human_labeled_v2":63.3,"ViDoRe_biomedical_lectures_v2_multilingual":57.14,"ViDoRe_economics_reports_v2_multilingual":53.85,"ViDoRe_esg_reports_v2_multilingual":51.99,"VisRAG_ArxivQA":85.79,"VisRAG_ChartQA":81.88,"VisRAG_MP-DocVQA":89.43,"VisRAG_SlideVQA":94.9,"VisRAG_InfoVQA":92.41,"VisRAG_PlotQA":64.02,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":82.57,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":51.61,"ViDoSeek-page-before-fix":22.8,"MMLongBench-page-before-fix":15.57}
{"Rank":19,"Models":"<a href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gme-Qwen2-VL-2B-Instruct\">gme-Qwen2-VL-2B-Instruct<\/a>","Model Size(B)":2.21,"Date":"2025-12-29","Visdoc-Overall":71.35,"Visdoc-Overall-before-fix":72.71,"VisDoc-OOD-before-fix":43.12,"ViDoRe-V1":87.12,"ViDoRe-V2":53.88,"VisRAG":82.43,"VisDoc-OOD":32.78,"ViDoRe_arxivqa":82.53,"ViDoRe_docvqa":55.16,"ViDoRe_infovqa":90.69,"ViDoRe_tabfquad":93.31,"ViDoRe_tatdqa":70.26,"ViDoRe_shiftproject":92.85,"ViDoRe_syntheticDocQA_artificial_intelligence":98.13,"ViDoRe_syntheticDocQA_energy":92.56,"ViDoRe_syntheticDocQA_government_reports":97.15,"ViDoRe_syntheticDocQA_healthcare_industry":98.52,"ViDoRe_esg_reports_human_labeled_v2":60.29,"ViDoRe_biomedical_lectures_v2_multilingual":53.99,"ViDoRe_economics_reports_v2_multilingual":50.8,"ViDoRe_esg_reports_v2_multilingual":50.43,"VisRAG_ArxivQA":81.95,"VisRAG_ChartQA":79.09,"VisRAG_MP-DocVQA":84.34,"VisRAG_SlideVQA":93.68,"VisRAG_InfoVQA":91.41,"VisRAG_PlotQA":64.12,"ViDoSeek-page-fixed":79.81,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":51.32,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":21.62,"MMLongBench-page-before-fix":15.82}
{"Rank":20,"Models":"<a href=\"https:\/\/huggingface.co\/vidore\/colpali-v1.3\">colpali-v1.3<\/a>","Model Size(B)":2.92,"Date":"2025-12-29","Visdoc-Overall":70.14,"Visdoc-Overall-before-fix":70.97,"VisDoc-OOD-before-fix":43.12,"ViDoRe-V1":84.57,"ViDoRe-V2":54.81,"VisRAG":81.0,"VisDoc-OOD":33.1,"ViDoRe_arxivqa":83.33,"ViDoRe_docvqa":59.2,"ViDoRe_infovqa":85.38,"ViDoRe_tabfquad":86.63,"ViDoRe_tatdqa":70.47,"ViDoRe_shiftproject":76.83,"ViDoRe_syntheticDocQA_artificial_intelligence":96.26,"ViDoRe_syntheticDocQA_energy":95.02,"ViDoRe_syntheticDocQA_government_reports":95.59,"ViDoRe_syntheticDocQA_healthcare_industry":97.02,"ViDoRe_esg_reports_human_labeled_v2":57.25,"ViDoRe_biomedical_lectures_v2_multilingual":56.25,"ViDoRe_economics_reports_v2_multilingual":50.2,"ViDoRe_esg_reports_v2_multilingual":55.56,"VisRAG_ArxivQA":80.9,"VisRAG_ChartQA":77.04,"VisRAG_MP-DocVQA":87.03,"VisRAG_SlideVQA":95.13,"VisRAG_InfoVQA":85.73,"VisRAG_PlotQA":60.18,"ViDoSeek-page-fixed":79.22,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":53.18,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":22.16,"MMLongBench-page-before-fix":14.17}
{"Rank":21,"Models":"<a href=\"https:\/\/huggingface.co\/OpenSearch-AI\/Ops-MM-embedding-v1-7B\">Ops-MM-embedding-v1-7B<\/a>","Model Size(B)":8.29,"Date":"2025-07-02","Visdoc-Overall":68.74,"Visdoc-Overall-before-fix":70.34,"VisDoc-OOD-before-fix":43.34,"ViDoRe-V1":80.05,"ViDoRe-V2":59.59,"VisRAG":79.31,"VisDoc-OOD":33.74,"ViDoRe_arxivqa":78.17,"ViDoRe_docvqa":49.11,"ViDoRe_infovqa":86.59,"ViDoRe_tabfquad":91.4,"ViDoRe_tatdqa":55.59,"ViDoRe_shiftproject":76.17,"ViDoRe_syntheticDocQA_artificial_intelligence":90.99,"ViDoRe_syntheticDocQA_energy":87.53,"ViDoRe_syntheticDocQA_government_reports":91.56,"ViDoRe_syntheticDocQA_healthcare_industry":93.39,"ViDoRe_esg_reports_human_labeled_v2":66.27,"ViDoRe_biomedical_lectures_v2_multilingual":54.34,"ViDoRe_economics_reports_v2_multilingual":60.92,"ViDoRe_esg_reports_v2_multilingual":56.82,"VisRAG_ArxivQA":78.18,"VisRAG_ChartQA":79.53,"VisRAG_MP-DocVQA":78.2,"VisRAG_SlideVQA":91.11,"VisRAG_InfoVQA":87.16,"VisRAG_PlotQA":61.71,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":83.47,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":51.51,"ViDoSeek-page-before-fix":22.47,"MMLongBench-page-before-fix":15.89}
{"Rank":22,"Models":"<a href=\"https:\/\/huggingface.co\/zhibinlan\/UME-R1-7B\">UME-R1-7B<\/a>","Model Size(B)":8.29,"Date":"2025-10-20","Visdoc-Overall":65.73,"Visdoc-Overall-before-fix":67.13,"VisDoc-OOD-before-fix":37.55,"ViDoRe-V1":75.66,"ViDoRe-V2":50.53,"VisRAG":83.7,"VisDoc-OOD":29.15,"ViDoRe_arxivqa":73.56,"ViDoRe_docvqa":41.1,"ViDoRe_infovqa":80.83,"ViDoRe_tabfquad":90.24,"ViDoRe_tatdqa":46.67,"ViDoRe_shiftproject":64.96,"ViDoRe_syntheticDocQA_artificial_intelligence":89.47,"ViDoRe_syntheticDocQA_energy":85.7,"ViDoRe_syntheticDocQA_government_reports":89.82,"ViDoRe_syntheticDocQA_healthcare_industry":94.29,"ViDoRe_esg_reports_human_labeled_v2":50.41,"ViDoRe_biomedical_lectures_v2_multilingual":50.73,"ViDoRe_economics_reports_v2_multilingual":57.8,"ViDoRe_esg_reports_v2_multilingual":43.18,"VisRAG_ArxivQA":80.45,"VisRAG_ChartQA":84.95,"VisRAG_MP-DocVQA":83.43,"VisRAG_SlideVQA":91.47,"VisRAG_InfoVQA":89.2,"VisRAG_PlotQA":72.7,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":75.33,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":41.28,"ViDoSeek-page-before-fix":21.28,"MMLongBench-page-before-fix":12.32}
{"Rank":23,"Models":"<a href=\"https:\/\/huggingface.co\/OpenSearch-AI\/Ops-MM-embedding-v1-2B\">Ops-MM-embedding-v1-2B<\/a>","Model Size(B)":2.21,"Date":"2025-07-02","Visdoc-Overall":65.53,"Visdoc-Overall-before-fix":66.96,"VisDoc-OOD-before-fix":41.17,"ViDoRe-V1":76.39,"ViDoRe-V2":53.18,"VisRAG":77.64,"VisDoc-OOD":32.55,"ViDoRe_arxivqa":73.72,"ViDoRe_docvqa":45.01,"ViDoRe_infovqa":81.41,"ViDoRe_tabfquad":88.81,"ViDoRe_tatdqa":49.59,"ViDoRe_shiftproject":72.57,"ViDoRe_syntheticDocQA_artificial_intelligence":89.8,"ViDoRe_syntheticDocQA_energy":84.27,"ViDoRe_syntheticDocQA_government_reports":87.06,"ViDoRe_syntheticDocQA_healthcare_industry":91.64,"ViDoRe_esg_reports_human_labeled_v2":58.57,"ViDoRe_biomedical_lectures_v2_multilingual":52.87,"ViDoRe_economics_reports_v2_multilingual":47.89,"ViDoRe_esg_reports_v2_multilingual":53.39,"VisRAG_ArxivQA":73.84,"VisRAG_ChartQA":80.17,"VisRAG_MP-DocVQA":75.06,"VisRAG_SlideVQA":89.15,"VisRAG_InfoVQA":86.66,"VisRAG_PlotQA":60.99,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":82.29,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":47.89,"ViDoSeek-page-before-fix":21.44,"MMLongBench-page-before-fix":13.06}
{"Rank":24,"Models":"<a href=\"https:\/\/huggingface.co\/VLM2Vec\/VLM2Vec-V2.0\">VLM2Vec-V2.0-Qwen2VL-2B<\/a>","Model Size(B)":2.21,"Date":"2025-12-29","Visdoc-Overall":63.47,"Visdoc-Overall-before-fix":65.36,"VisDoc-OOD-before-fix":39.43,"ViDoRe-V1":74.39,"ViDoRe-V2":44.61,"VisRAG":79.33,"VisDoc-OOD":31.25,"ViDoRe_arxivqa":78.87,"ViDoRe_docvqa":37.06,"ViDoRe_infovqa":82.71,"ViDoRe_tabfquad":87.77,"ViDoRe_tatdqa":44.29,"ViDoRe_shiftproject":61.04,"ViDoRe_syntheticDocQA_artificial_intelligence":89.12,"ViDoRe_syntheticDocQA_energy":86.29,"ViDoRe_syntheticDocQA_government_reports":85.58,"ViDoRe_syntheticDocQA_healthcare_industry":91.13,"ViDoRe_esg_reports_human_labeled_v2":45.79,"ViDoRe_biomedical_lectures_v2_multilingual":44.59,"ViDoRe_economics_reports_v2_multilingual":42.33,"ViDoRe_esg_reports_v2_multilingual":45.74,"VisRAG_ArxivQA":76.74,"VisRAG_ChartQA":84.2,"VisRAG_MP-DocVQA":71.8,"VisRAG_SlideVQA":91.44,"VisRAG_InfoVQA":85.88,"VisRAG_PlotQA":65.91,"ViDoSeek-page-fixed":80.3,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":44.7,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":21.94,"MMLongBench-page-before-fix":11.89}
{"Rank":25,"Models":"<a href=\"https:\/\/huggingface.co\/zhibinlan\/UME-R1-2B\">UME-R1-2B<\/a>","Model Size(B)":2.21,"Date":"2025-10-20","Visdoc-Overall":62.48,"Visdoc-Overall-before-fix":63.86,"VisDoc-OOD-before-fix":37.17,"ViDoRe-V1":72.39,"ViDoRe-V2":46.16,"VisRAG":79.22,"VisDoc-OOD":28.89,"ViDoRe_arxivqa":73.86,"ViDoRe_docvqa":37.85,"ViDoRe_infovqa":76.19,"ViDoRe_tabfquad":86.11,"ViDoRe_tatdqa":40.63,"ViDoRe_shiftproject":66.79,"ViDoRe_syntheticDocQA_artificial_intelligence":85.87,"ViDoRe_syntheticDocQA_energy":83.25,"ViDoRe_syntheticDocQA_government_reports":82.56,"ViDoRe_syntheticDocQA_healthcare_industry":90.83,"ViDoRe_esg_reports_human_labeled_v2":50.16,"ViDoRe_biomedical_lectures_v2_multilingual":46.15,"ViDoRe_economics_reports_v2_multilingual":45.69,"ViDoRe_esg_reports_v2_multilingual":42.65,"VisRAG_ArxivQA":74.26,"VisRAG_ChartQA":85.98,"VisRAG_MP-DocVQA":75.59,"VisRAG_SlideVQA":87.11,"VisRAG_InfoVQA":84.38,"VisRAG_PlotQA":67.98,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":75.89,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":39.68,"ViDoSeek-page-before-fix":21.2,"MMLongBench-page-before-fix":11.9}
{"Rank":26,"Models":"<a href=\"https:\/\/arxiv.org\/abs\/2503.19900\">interestFM-UIR-CAFe-7B<\/a>","Model Size(B)":8.03,"Date":"2025-07-06","Visdoc-Overall":62.42,"Visdoc-Overall-before-fix":63.92,"VisDoc-OOD-before-fix":38.07,"ViDoRe-V1":70.68,"ViDoRe-V2":49.57,"VisRAG":79.45,"VisDoc-OOD":29.11,"ViDoRe_arxivqa":73.29,"ViDoRe_docvqa":38.27,"ViDoRe_infovqa":80.59,"ViDoRe_tabfquad":80.7,"ViDoRe_tatdqa":37.79,"ViDoRe_shiftproject":52.02,"ViDoRe_syntheticDocQA_artificial_intelligence":85.99,"ViDoRe_syntheticDocQA_energy":84.78,"ViDoRe_syntheticDocQA_government_reports":84.96,"ViDoRe_syntheticDocQA_healthcare_industry":88.37,"ViDoRe_esg_reports_human_labeled_v2":50.67,"ViDoRe_biomedical_lectures_v2_multilingual":50.89,"ViDoRe_economics_reports_v2_multilingual":54.38,"ViDoRe_esg_reports_v2_multilingual":42.33,"VisRAG_ArxivQA":73.96,"VisRAG_ChartQA":82.71,"VisRAG_MP-DocVQA":75.15,"VisRAG_SlideVQA":87.58,"VisRAG_InfoVQA":87.91,"VisRAG_PlotQA":69.42,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":73.82,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":42.61,"ViDoSeek-page-before-fix":22.52,"MMLongBench-page-before-fix":13.32}
{"Rank":27,"Models":"<a href=\"https:\/\/github.com\/GaryGuTC\/UniME-v2\">UniME-V2-LLaVA-OneVision-7B<\/a>","Model Size(B)":8.03,"Date":"2025-10-15","Visdoc-Overall":55.22,"Visdoc-Overall-before-fix":56.68,"VisDoc-OOD-before-fix":37.86,"ViDoRe-V1":61.76,"ViDoRe-V2":42.0,"VisRAG":70.53,"VisDoc-OOD":29.15,"ViDoRe_arxivqa":51.9,"ViDoRe_docvqa":38.17,"ViDoRe_infovqa":73.16,"ViDoRe_tabfquad":57.75,"ViDoRe_tatdqa":35.48,"ViDoRe_shiftproject":45.42,"ViDoRe_syntheticDocQA_artificial_intelligence":76.85,"ViDoRe_syntheticDocQA_energy":77.27,"ViDoRe_syntheticDocQA_government_reports":79.87,"ViDoRe_syntheticDocQA_healthcare_industry":81.71,"ViDoRe_esg_reports_human_labeled_v2":54.67,"ViDoRe_biomedical_lectures_v2_multilingual":33.75,"ViDoRe_economics_reports_v2_multilingual":35.95,"ViDoRe_esg_reports_v2_multilingual":43.63,"VisRAG_ArxivQA":53.13,"VisRAG_ChartQA":83.67,"VisRAG_MP-DocVQA":66.4,"VisRAG_SlideVQA":86.44,"VisRAG_InfoVQA":82.58,"VisRAG_PlotQA":50.96,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":75.79,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":40.8,"ViDoSeek-page-before-fix":22.89,"MMLongBench-page-before-fix":11.96}
{"Rank":28,"Models":"<a href=\"https:\/\/arxiv.org\/abs\/2503.19900\">interestFM-UIR-CAFe-0.5B<\/a>","Model Size(B)":0.894,"Date":"2025-07-06","Visdoc-Overall":50.26,"Visdoc-Overall-before-fix":51.41,"VisDoc-OOD-before-fix":30.69,"ViDoRe-V1":56.93,"ViDoRe-V2":32.59,"VisRAG":68.57,"VisDoc-OOD":23.8,"ViDoRe_arxivqa":51.19,"ViDoRe_docvqa":25.46,"ViDoRe_infovqa":71.95,"ViDoRe_tabfquad":59.64,"ViDoRe_tatdqa":27.05,"ViDoRe_shiftproject":31.8,"ViDoRe_syntheticDocQA_artificial_intelligence":78.74,"ViDoRe_syntheticDocQA_energy":70.75,"ViDoRe_syntheticDocQA_government_reports":75.47,"ViDoRe_syntheticDocQA_healthcare_industry":77.29,"ViDoRe_esg_reports_human_labeled_v2":36.24,"ViDoRe_biomedical_lectures_v2_multilingual":29.72,"ViDoRe_economics_reports_v2_multilingual":37.61,"ViDoRe_esg_reports_v2_multilingual":26.78,"VisRAG_ArxivQA":57.82,"VisRAG_ChartQA":75.62,"VisRAG_MP-DocVQA":63.24,"VisRAG_SlideVQA":82.32,"VisRAG_InfoVQA":80.28,"VisRAG_PlotQA":52.14,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":61.41,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":33.78,"ViDoSeek-page-before-fix":17.62,"MMLongBench-page-before-fix":9.95}
{"Rank":29,"Models":"<a href=\"https:\/\/huggingface.co\/code-kunkun\/LamRA-Ret-Qwen2.5VL-7b\">LamRA-Ret-Qwen2.5VL-7b<\/a>","Model Size(B)":8.29,"Date":"2025-06-28","Visdoc-Overall":47.99,"Visdoc-Overall-before-fix":50.24,"VisDoc-OOD-before-fix":40.09,"ViDoRe-V1":56.4,"ViDoRe-V2":33.62,"VisRAG":58.15,"VisDoc-OOD":26.09,"ViDoRe_arxivqa":53.04,"ViDoRe_docvqa":25.42,"ViDoRe_infovqa":72.19,"ViDoRe_tabfquad":66.51,"ViDoRe_tatdqa":26.01,"ViDoRe_shiftproject":28.13,"ViDoRe_syntheticDocQA_artificial_intelligence":70.31,"ViDoRe_syntheticDocQA_energy":66.33,"ViDoRe_syntheticDocQA_government_reports":72.21,"ViDoRe_syntheticDocQA_healthcare_industry":83.8,"ViDoRe_esg_reports_human_labeled_v2":32.98,"ViDoRe_biomedical_lectures_v2_multilingual":35.87,"ViDoRe_economics_reports_v2_multilingual":32.37,"ViDoRe_esg_reports_v2_multilingual":33.26,"VisRAG_ArxivQA":38.03,"VisRAG_ChartQA":65.21,"VisRAG_MP-DocVQA":54.14,"VisRAG_SlideVQA":76.55,"VisRAG_InfoVQA":73.5,"VisRAG_PlotQA":41.46,"ViDoSeek-page-fixed":68.54,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":35.83,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":23.05,"MMLongBench-page-before-fix":13.52}
{"Rank":30,"Models":"<a href=\"https:\/\/huggingface.co\/TIGER-Lab\/VLM2Vec-Qwen2VL-7B\">VLM2Vec-V1-Qwen2VL-7B<\/a>","Model Size(B)":8.29,"Date":"2025-12-29","Visdoc-Overall":29.34,"Visdoc-Overall-before-fix":46.43,"VisDoc-OOD-before-fix":38.09,"ViDoRe-V1":19.99,"ViDoRe-V2":9.24,"VisRAG":58.85,"VisDoc-OOD":28.54,"ViDoRe_arxivqa":28.16,"ViDoRe_docvqa":18.98,"ViDoRe_infovqa":44.77,"ViDoRe_tabfquad":16.98,"ViDoRe_tatdqa":5.73,"ViDoRe_shiftproject":1.63,"ViDoRe_syntheticDocQA_artificial_intelligence":18.23,"ViDoRe_syntheticDocQA_energy":23.9,"ViDoRe_syntheticDocQA_government_reports":13.88,"ViDoRe_syntheticDocQA_healthcare_industry":27.61,"ViDoRe_esg_reports_human_labeled_v2":6.95,"ViDoRe_biomedical_lectures_v2_multilingual":5.22,"ViDoRe_economics_reports_v2_multilingual":13.75,"ViDoRe_esg_reports_v2_multilingual":11.05,"VisRAG_ArxivQA":52.85,"VisRAG_ChartQA":68.96,"VisRAG_MP-DocVQA":52.74,"VisRAG_SlideVQA":72.76,"VisRAG_InfoVQA":71.3,"VisRAG_PlotQA":34.52,"ViDoSeek-page-fixed":77.4,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":36.76,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":22.28,"MMLongBench-page-before-fix":11.82}
{"Rank":31,"Models":"<a href=\"https:\/\/huggingface.co\/TIGER-Lab\/VLM2Vec-Qwen2VL-2B\">VLM2Vec-V1-Qwen2VL-2B<\/a>","Model Size(B)":2.21,"Date":"2025-12-29","Visdoc-Overall":27.74,"Visdoc-Overall-before-fix":41.55,"VisDoc-OOD-before-fix":33.55,"ViDoRe-V1":20.59,"ViDoRe-V2":13.19,"VisRAG":52.23,"VisDoc-OOD":23.46,"ViDoRe_arxivqa":18.12,"ViDoRe_docvqa":14.01,"ViDoRe_infovqa":39.53,"ViDoRe_tabfquad":36.03,"ViDoRe_tatdqa":10.49,"ViDoRe_shiftproject":8.41,"ViDoRe_syntheticDocQA_artificial_intelligence":17.04,"ViDoRe_syntheticDocQA_energy":16.35,"ViDoRe_syntheticDocQA_government_reports":25.15,"ViDoRe_syntheticDocQA_healthcare_industry":20.79,"ViDoRe_esg_reports_human_labeled_v2":13.05,"ViDoRe_biomedical_lectures_v2_multilingual":6.51,"ViDoRe_economics_reports_v2_multilingual":12.86,"ViDoRe_esg_reports_v2_multilingual":20.32,"VisRAG_ArxivQA":41.22,"VisRAG_ChartQA":59.48,"VisRAG_MP-DocVQA":43.55,"VisRAG_SlideVQA":74.5,"VisRAG_InfoVQA":71.1,"VisRAG_PlotQA":23.51,"ViDoSeek-page-fixed":67.81,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":26.04,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":17.74,"MMLongBench-page-before-fix":9.6}
{"Rank":32,"Models":"<a href=\"https:\/\/huggingface.co\/code-kunkun\/LamRA-Ret\">LamRA-Ret<\/a>","Model Size(B)":8.29,"Date":"2025-12-29","Visdoc-Overall":27.61,"Visdoc-Overall-before-fix":23.91,"VisDoc-OOD-before-fix":20.99,"ViDoRe-V1":33.83,"ViDoRe-V2":11.53,"VisRAG":37.56,"VisDoc-OOD":13.19,"ViDoRe_arxivqa":31.54,"ViDoRe_docvqa":19.85,"ViDoRe_infovqa":63.67,"ViDoRe_tabfquad":53.47,"ViDoRe_tatdqa":7.88,"ViDoRe_shiftproject":15.95,"ViDoRe_syntheticDocQA_artificial_intelligence":29.83,"ViDoRe_syntheticDocQA_energy":36.05,"ViDoRe_syntheticDocQA_government_reports":41.18,"ViDoRe_syntheticDocQA_healthcare_industry":38.83,"ViDoRe_esg_reports_human_labeled_v2":6.91,"ViDoRe_biomedical_lectures_v2_multilingual":13.42,"ViDoRe_economics_reports_v2_multilingual":19.37,"ViDoRe_esg_reports_v2_multilingual":6.43,"VisRAG_ArxivQA":2.04,"VisRAG_ChartQA":42.74,"VisRAG_MP-DocVQA":33.37,"VisRAG_SlideVQA":56.3,"VisRAG_InfoVQA":56.86,"VisRAG_PlotQA":34.06,"ViDoSeek-page-fixed":34.48,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":18.29,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":11.29,"MMLongBench-page-before-fix":7.95}
{"Rank":33,"Models":"<a href=\"https:\/\/huggingface.co\/Alibaba-NLP\/GVE-7B\">GVE-7B<\/a>","Model Size(B)":8.29,"Date":"unknown","Visdoc-Overall":0.0,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":0.0,"ViDoRe-V2":0.0,"VisRAG":0.0,"VisDoc-OOD":0.0,"ViDoRe_arxivqa":0.0,"ViDoRe_docvqa":0.0,"ViDoRe_infovqa":0.0,"ViDoRe_tabfquad":0.0,"ViDoRe_tatdqa":0.0,"ViDoRe_shiftproject":0.0,"ViDoRe_syntheticDocQA_artificial_intelligence":0.0,"ViDoRe_syntheticDocQA_energy":0.0,"ViDoRe_syntheticDocQA_government_reports":0.0,"ViDoRe_syntheticDocQA_healthcare_industry":0.0,"ViDoRe_esg_reports_human_labeled_v2":0.0,"ViDoRe_biomedical_lectures_v2_multilingual":0.0,"ViDoRe_economics_reports_v2_multilingual":0.0,"ViDoRe_esg_reports_v2_multilingual":0.0,"VisRAG_ArxivQA":0.0,"VisRAG_ChartQA":0.0,"VisRAG_MP-DocVQA":0.0,"VisRAG_SlideVQA":0.0,"VisRAG_InfoVQA":0.0,"VisRAG_PlotQA":0.0,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":34,"Models":"TCE-v1","Model Size(B)":8.0,"Date":"2025-10-31","Visdoc-Overall":0.0,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":0.0,"ViDoRe-V2":0.0,"VisRAG":0.0,"VisDoc-OOD":0.0,"ViDoRe_arxivqa":0.0,"ViDoRe_docvqa":0.0,"ViDoRe_infovqa":0.0,"ViDoRe_tabfquad":0.0,"ViDoRe_tatdqa":0.0,"ViDoRe_shiftproject":0.0,"ViDoRe_syntheticDocQA_artificial_intelligence":0.0,"ViDoRe_syntheticDocQA_energy":0.0,"ViDoRe_syntheticDocQA_government_reports":0.0,"ViDoRe_syntheticDocQA_healthcare_industry":0.0,"ViDoRe_esg_reports_human_labeled_v2":0.0,"ViDoRe_biomedical_lectures_v2_multilingual":0.0,"ViDoRe_economics_reports_v2_multilingual":0.0,"ViDoRe_esg_reports_v2_multilingual":0.0,"VisRAG_ArxivQA":0.0,"VisRAG_ChartQA":0.0,"VisRAG_MP-DocVQA":0.0,"VisRAG_SlideVQA":0.0,"VisRAG_InfoVQA":0.0,"VisRAG_PlotQA":0.0,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":35,"Models":"<a href=\"https:\/\/arxiv.org\/abs\/2511.19278\">ReMatch-2B<\/a>","Model Size(B)":2.21,"Date":"2025-11-24","Visdoc-Overall":0.0,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":0.0,"ViDoRe-V2":0.0,"VisRAG":0.0,"VisDoc-OOD":0.0,"ViDoRe_arxivqa":0.0,"ViDoRe_docvqa":0.0,"ViDoRe_infovqa":0.0,"ViDoRe_tabfquad":0.0,"ViDoRe_tatdqa":0.0,"ViDoRe_shiftproject":0.0,"ViDoRe_syntheticDocQA_artificial_intelligence":0.0,"ViDoRe_syntheticDocQA_energy":0.0,"ViDoRe_syntheticDocQA_government_reports":0.0,"ViDoRe_syntheticDocQA_healthcare_industry":0.0,"ViDoRe_esg_reports_human_labeled_v2":0.0,"ViDoRe_biomedical_lectures_v2_multilingual":0.0,"ViDoRe_economics_reports_v2_multilingual":0.0,"ViDoRe_esg_reports_v2_multilingual":0.0,"VisRAG_ArxivQA":0.0,"VisRAG_ChartQA":0.0,"VisRAG_MP-DocVQA":0.0,"VisRAG_SlideVQA":0.0,"VisRAG_InfoVQA":0.0,"VisRAG_PlotQA":0.0,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":36,"Models":"<a href=\"https:\/\/arxiv.org\/abs\/2511.19278\">ReMatch-3B<\/a>","Model Size(B)":3.75,"Date":"2025-11-24","Visdoc-Overall":0.0,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":0.0,"ViDoRe-V2":0.0,"VisRAG":0.0,"VisDoc-OOD":0.0,"ViDoRe_arxivqa":0.0,"ViDoRe_docvqa":0.0,"ViDoRe_infovqa":0.0,"ViDoRe_tabfquad":0.0,"ViDoRe_tatdqa":0.0,"ViDoRe_shiftproject":0.0,"ViDoRe_syntheticDocQA_artificial_intelligence":0.0,"ViDoRe_syntheticDocQA_energy":0.0,"ViDoRe_syntheticDocQA_government_reports":0.0,"ViDoRe_syntheticDocQA_healthcare_industry":0.0,"ViDoRe_esg_reports_human_labeled_v2":0.0,"ViDoRe_biomedical_lectures_v2_multilingual":0.0,"ViDoRe_economics_reports_v2_multilingual":0.0,"ViDoRe_esg_reports_v2_multilingual":0.0,"VisRAG_ArxivQA":0.0,"VisRAG_ChartQA":0.0,"VisRAG_MP-DocVQA":0.0,"VisRAG_SlideVQA":0.0,"VisRAG_InfoVQA":0.0,"VisRAG_PlotQA":0.0,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":37,"Models":"OEmbedding-v1-7B","Model Size(B)":8.29,"Date":"2025-10-14","Visdoc-Overall":0.0,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":0.0,"ViDoRe-V2":0.0,"VisRAG":0.0,"VisDoc-OOD":0.0,"ViDoRe_arxivqa":0.0,"ViDoRe_docvqa":0.0,"ViDoRe_infovqa":0.0,"ViDoRe_tabfquad":0.0,"ViDoRe_tatdqa":0.0,"ViDoRe_shiftproject":0.0,"ViDoRe_syntheticDocQA_artificial_intelligence":0.0,"ViDoRe_syntheticDocQA_energy":0.0,"ViDoRe_syntheticDocQA_government_reports":0.0,"ViDoRe_syntheticDocQA_healthcare_industry":0.0,"ViDoRe_esg_reports_human_labeled_v2":0.0,"ViDoRe_biomedical_lectures_v2_multilingual":0.0,"ViDoRe_economics_reports_v2_multilingual":0.0,"ViDoRe_esg_reports_v2_multilingual":0.0,"VisRAG_ArxivQA":0.0,"VisRAG_ChartQA":0.0,"VisRAG_MP-DocVQA":0.0,"VisRAG_SlideVQA":0.0,"VisRAG_InfoVQA":0.0,"VisRAG_PlotQA":0.0,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":38,"Models":"dp-embedding-v3-lite","Model Size(B)":8.29,"Date":"2025-12-15","Visdoc-Overall":0.0,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":0.0,"ViDoRe-V2":0.0,"VisRAG":0.0,"VisDoc-OOD":0.0,"ViDoRe_arxivqa":0.0,"ViDoRe_docvqa":0.0,"ViDoRe_infovqa":0.0,"ViDoRe_tabfquad":0.0,"ViDoRe_tatdqa":0.0,"ViDoRe_shiftproject":0.0,"ViDoRe_syntheticDocQA_artificial_intelligence":0.0,"ViDoRe_syntheticDocQA_energy":0.0,"ViDoRe_syntheticDocQA_government_reports":0.0,"ViDoRe_syntheticDocQA_healthcare_industry":0.0,"ViDoRe_esg_reports_human_labeled_v2":0.0,"ViDoRe_biomedical_lectures_v2_multilingual":0.0,"ViDoRe_economics_reports_v2_multilingual":0.0,"ViDoRe_esg_reports_v2_multilingual":0.0,"VisRAG_ArxivQA":0.0,"VisRAG_ChartQA":0.0,"VisRAG_MP-DocVQA":0.0,"VisRAG_SlideVQA":0.0,"VisRAG_InfoVQA":0.0,"VisRAG_PlotQA":0.0,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":39,"Models":"<a href=\"https:\/\/arxiv.org\/abs\/2511.19278\">ReMatch-7B<\/a>","Model Size(B)":8.29,"Date":"2025-11-24","Visdoc-Overall":0.0,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":0.0,"ViDoRe-V2":0.0,"VisRAG":0.0,"VisDoc-OOD":0.0,"ViDoRe_arxivqa":0.0,"ViDoRe_docvqa":0.0,"ViDoRe_infovqa":0.0,"ViDoRe_tabfquad":0.0,"ViDoRe_tatdqa":0.0,"ViDoRe_shiftproject":0.0,"ViDoRe_syntheticDocQA_artificial_intelligence":0.0,"ViDoRe_syntheticDocQA_energy":0.0,"ViDoRe_syntheticDocQA_government_reports":0.0,"ViDoRe_syntheticDocQA_healthcare_industry":0.0,"ViDoRe_esg_reports_human_labeled_v2":0.0,"ViDoRe_biomedical_lectures_v2_multilingual":0.0,"ViDoRe_economics_reports_v2_multilingual":0.0,"ViDoRe_esg_reports_v2_multilingual":0.0,"VisRAG_ArxivQA":0.0,"VisRAG_ChartQA":0.0,"VisRAG_MP-DocVQA":0.0,"VisRAG_SlideVQA":0.0,"VisRAG_InfoVQA":0.0,"VisRAG_PlotQA":0.0,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":40,"Models":"UniVec-7B","Model Size(B)":8.29,"Date":"unknown","Visdoc-Overall":0.0,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":0.0,"ViDoRe-V2":0.0,"VisRAG":0.0,"VisDoc-OOD":0.0,"ViDoRe_arxivqa":0.0,"ViDoRe_docvqa":0.0,"ViDoRe_infovqa":0.0,"ViDoRe_tabfquad":0.0,"ViDoRe_tatdqa":0.0,"ViDoRe_shiftproject":0.0,"ViDoRe_syntheticDocQA_artificial_intelligence":0.0,"ViDoRe_syntheticDocQA_energy":0.0,"ViDoRe_syntheticDocQA_government_reports":0.0,"ViDoRe_syntheticDocQA_healthcare_industry":0.0,"ViDoRe_esg_reports_human_labeled_v2":0.0,"ViDoRe_biomedical_lectures_v2_multilingual":0.0,"ViDoRe_economics_reports_v2_multilingual":0.0,"ViDoRe_esg_reports_v2_multilingual":0.0,"VisRAG_ArxivQA":0.0,"VisRAG_ChartQA":0.0,"VisRAG_MP-DocVQA":0.0,"VisRAG_SlideVQA":0.0,"VisRAG_InfoVQA":0.0,"VisRAG_PlotQA":0.0,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":41,"Models":"ReCo-7B","Model Size(B)":8.29,"Date":"2025-08-15","Visdoc-Overall":0.0,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":0.0,"ViDoRe-V2":0.0,"VisRAG":0.0,"VisDoc-OOD":0.0,"ViDoRe_arxivqa":0.0,"ViDoRe_docvqa":0.0,"ViDoRe_infovqa":0.0,"ViDoRe_tabfquad":0.0,"ViDoRe_tatdqa":0.0,"ViDoRe_shiftproject":0.0,"ViDoRe_syntheticDocQA_artificial_intelligence":0.0,"ViDoRe_syntheticDocQA_energy":0.0,"ViDoRe_syntheticDocQA_government_reports":0.0,"ViDoRe_syntheticDocQA_healthcare_industry":0.0,"ViDoRe_esg_reports_human_labeled_v2":0.0,"ViDoRe_biomedical_lectures_v2_multilingual":0.0,"ViDoRe_economics_reports_v2_multilingual":0.0,"ViDoRe_esg_reports_v2_multilingual":0.0,"VisRAG_ArxivQA":0.0,"VisRAG_ChartQA":0.0,"VisRAG_MP-DocVQA":0.0,"VisRAG_SlideVQA":0.0,"VisRAG_InfoVQA":0.0,"VisRAG_PlotQA":0.0,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":42,"Models":"UniVec-CoT-7B","Model Size(B)":8.29,"Date":"unknown","Visdoc-Overall":0.0,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":0.0,"ViDoRe-V2":0.0,"VisRAG":0.0,"VisDoc-OOD":0.0,"ViDoRe_arxivqa":0.0,"ViDoRe_docvqa":0.0,"ViDoRe_infovqa":0.0,"ViDoRe_tabfquad":0.0,"ViDoRe_tatdqa":0.0,"ViDoRe_shiftproject":0.0,"ViDoRe_syntheticDocQA_artificial_intelligence":0.0,"ViDoRe_syntheticDocQA_energy":0.0,"ViDoRe_syntheticDocQA_government_reports":0.0,"ViDoRe_syntheticDocQA_healthcare_industry":0.0,"ViDoRe_esg_reports_human_labeled_v2":0.0,"ViDoRe_biomedical_lectures_v2_multilingual":0.0,"ViDoRe_economics_reports_v2_multilingual":0.0,"ViDoRe_esg_reports_v2_multilingual":0.0,"VisRAG_ArxivQA":0.0,"VisRAG_ChartQA":0.0,"VisRAG_MP-DocVQA":0.0,"VisRAG_SlideVQA":0.0,"VisRAG_InfoVQA":0.0,"VisRAG_PlotQA":0.0,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
{"Rank":43,"Models":"<a href=\"https:\/\/github.com\/QQ-MM\/QQMM-embed\">QQMM-embed-v2<\/a>","Model Size(B)":8.29,"Date":"2025-09-15","Visdoc-Overall":0.0,"Visdoc-Overall-before-fix":0.0,"VisDoc-OOD-before-fix":0.0,"ViDoRe-V1":0.0,"ViDoRe-V2":0.0,"VisRAG":0.0,"VisDoc-OOD":0.0,"ViDoRe_arxivqa":0.0,"ViDoRe_docvqa":0.0,"ViDoRe_infovqa":0.0,"ViDoRe_tabfquad":0.0,"ViDoRe_tatdqa":0.0,"ViDoRe_shiftproject":0.0,"ViDoRe_syntheticDocQA_artificial_intelligence":0.0,"ViDoRe_syntheticDocQA_energy":0.0,"ViDoRe_syntheticDocQA_government_reports":0.0,"ViDoRe_syntheticDocQA_healthcare_industry":0.0,"ViDoRe_esg_reports_human_labeled_v2":0.0,"ViDoRe_biomedical_lectures_v2_multilingual":0.0,"ViDoRe_economics_reports_v2_multilingual":0.0,"ViDoRe_esg_reports_v2_multilingual":0.0,"VisRAG_ArxivQA":0.0,"VisRAG_ChartQA":0.0,"VisRAG_MP-DocVQA":0.0,"VisRAG_SlideVQA":0.0,"VisRAG_InfoVQA":0.0,"VisRAG_PlotQA":0.0,"ViDoSeek-page-fixed":0.0,"ViDoSeek-doc":0.0,"MMLongBench-page-fixed":0.0,"MMLongBench-doc":0.0,"ViDoSeek-page-before-fix":0.0,"MMLongBench-page-before-fix":0.0}
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