Directory label
Multimodal: AI benchmarks
A label other catalogs put on entries, not one of the domains on our map. On the map, each entry here sits in the domain its own site or paper leads with.
Tasks that combine text with images, video or other media, where a model has to ground its answer in what it sees.
- AI benchmarks
- 254
- Shares entries with
- 2 categories
Snapshot 2026-11-05. How categories are built · Where the data comes from
In short
- What are the main multimodal benchmarks?
- Chartography, SAGE, CharXiv, BabyVision, BenchCAD Vision2Code and MMMU-Pro, among 235 confirmed below.
Only benchmarks use the Multimodal tag: the RL environment directories file their vendors under other categories. Browse all RL environments.
AI benchmarks 254
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Chartography
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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SAGE
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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CharXiv
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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BabyVision
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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BenchCAD Vision2Code
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMMU-Pro
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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OmniDocBench 1.5
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Video-MME
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MathVision
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ScreenSpot Pro
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ZeroBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMSearch-Plus
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Visual-Language Understanding
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MortgageTax
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MathVista
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Ego3D-Bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ScienceQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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BC-VL
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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BenchCAD Vision2Code-1000
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ChartMuseum
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ChartQAPro
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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CharXiv-D
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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CharXiv-R
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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CountQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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GDPval-MM
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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HiPhO
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMBC
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMSearchPlus
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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SURDS
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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SVFSearch
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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TVBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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UniGenBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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UniGenBench English Long
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VideoMME w/o sub.
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VideoMME w sub.
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VisFactor
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VLADBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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WorldVQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Video SimpleQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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OfficeQA Pro
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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DynaMath
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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CC-OCR
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Blueprint-Bench 2
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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AudioMC – Text Output
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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DocVQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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OCRBench V2
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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OmniDocBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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PerceptionBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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RealWorldQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMLongBench-Doc
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ERQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MLVU
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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LVBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMVU
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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TIR-Bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MedXpertQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MedXpertQA MM
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Arena AI Image-to-Video
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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CADGenBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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DataComp-VLM
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMAU
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMSI-Bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ProductWebGen
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Visual Aesthetic Benchmark
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VTB
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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BLINK
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Facet-Probe
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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FraudBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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GenAI-Bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Math-VR
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMBench-Video
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMEB
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMGist
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MuirBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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olmOCR-bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Physical AI Bench Generation
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Physical AI Bench Understanding
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Video-Holmes
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VRBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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WikiVQABench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ZEROBench-Sub
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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OfficeQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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CountBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design2Code
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ODINW13
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VideoMMMU
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Vision2Web
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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SimpleVQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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AudioMC – Audio Output
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ChartQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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InfoVQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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TextVQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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AtelierEval
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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AutoEval-Video
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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HLV-1K
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMStar
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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PaintBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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SpeedrunBench: SuperTux 1-1
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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TinyGrafixBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Video-MME v2
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VideoDR
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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CADBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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EmoMM
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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GroundUI-1K
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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IMAVB
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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InfiniBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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InfoVQAtest
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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InkBench OCR
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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JMMMU-Pro
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Judge Model for Large-scale Multimodality Benchmarks
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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LaViSA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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LingoQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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LiveK12Bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MDPBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MM-MT-Bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MM-OptBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMCL-Bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMDG-Bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MomentSeeker
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MultiEmo-Bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MVRB
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Nuscene
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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OCR Bench Britannica
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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OmniClean
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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OmniRef-Bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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PAL-Bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Physical AI Bench Conditional Generation
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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RTV-Bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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SVHalluc
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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TempCompass
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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UniREditBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VBVR-Bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Vibe-Eval
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VideoFDB
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VisIT-Bench Single Image
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VPCT
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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V-STaR
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VT-Bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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WebMainBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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WHOOPS Explanation of Violation
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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WorldArena Track 2
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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WorldScore
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ExtractBench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ExtractBench Pro
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Flame-VLM-Code
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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A-OKVQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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OfficeQA Pro v2
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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GDP.pdf w/ Python
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMMU
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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olmOCR
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VoxPopuli WER
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena Website
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MathVision w/ Python
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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WorldVQA ForceAnswer
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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We-Math
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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RefCOCO
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ImageMining
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMSearch
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Facts-VLM
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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CharXiv w/o tools
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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OmniDocBench 1.6
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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AudioMC
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Humanity's Sixth Sense
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ViDoRe V3 Image
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ViDoRe V3 Markdown
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Vals Multimodal Index
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VoxelBench Text
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VoxelBench Image
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MathVista test
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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CharXiv Extended
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MedXpertQA MM Extended
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMMU-Pro Extended
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Arena AI Image Edit
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Arena AI Text-to-Image
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Arena AI Text-to-Video
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Arena AI Video Edit
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Artificial Analysis Image Editing Arena
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Artificial Analysis Image-to-Video Arena
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Artificial Analysis Text-to-Image Arena
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Artificial Analysis Text-to-Video Arena
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Artificial Analysis Video Editing Arena
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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LMArena Vision Arena
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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HourVideo
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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IDP Leaderboard
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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OmniAI OCR Leaderboard
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — 3D Design
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — ASCII Art
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Android Apps
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Data Visualization
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Frontend Web Apps
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Full-Stack Web Apps
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Godot Game Development
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Graphic Design
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — HTML Game Development
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Image Editing
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Image Generation
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Image to Video
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Image to Web App
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Image to Website
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Logo Design
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Multi-Image to Video
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Multimodal to Video
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Proprietary Harness Slides
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Python-PPTX Slides
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — React Native Apps
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — SVG Design
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Text to Speech
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — UI Components
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Video Editing
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Video Generation
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Video to Website
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Web Design Overall
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Website Builders
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Design Arena — Website Design
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ALL Bench Multimodal
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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BPL OCR Bench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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CharadesSTA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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Do Text Edits Generalize to Visual Generation? Benchmarking Cross-Modal Knowledge Editing in UMMs
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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FigQA
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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first bias evaluation dataset for multimodal speech recognition
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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IDEA-Bench Arena
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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ISL FinePDFs OCR
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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LOVEU-TGVE
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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MMVet
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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OCR Bench UFO
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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OmniInteract
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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OpenScore String Quartets OMR
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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PerceptionTest
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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SLVMEval
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VATEX
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VisIT-Bench Multiple Images
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
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VLABench
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
-
VLMsAreBlind
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
-
WorldArena Track 1
No line from its own site or paper places it in Multimodal yet; the catalog lists it here.
19 not yet confirmedListed in the catalog; no line from its own site or paper confirms it yet.
- ParseBench
- PerceptionDLM
- VideoQA
- Biomedical image analysis
- BabyVision w/ Python
- ZeroBench w/ Python
- MMMU-Pro w/ Python
- Liquid Extract JSON Validity
- Liquid Extract F1
- Liquid Extract VLM Judge
- MStar
- ChatCVQA
- AI2D_TEST
- VoiceCodeBench
- TailorMind
- Design Arena — Agentic Game Development
- Design Arena — HTML Slides
- InferBench Text-to-Image
- OMLAB Open Agent Multimodal Leaderboard
Next: pick another domain. Tags come from the RL Research daily scrape, canonicalized nightly.