Add general-VQA and spatial benchmarks (RealWorldQA, HallusionBench, V*, FREAK, MMSI, ERQA, SPAR, MindCube, EmbSpatial, OmniSpatial)

.gitattributes

@@ -58,3 +58,12 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+RealWorldQA.tsv filter=lfs diff=lfs merge=lfs -text
+HallusionBench.tsv filter=lfs diff=lfs merge=lfs -text
+VStarBench.tsv filter=lfs diff=lfs merge=lfs -text
+MMSIBench_wo_circular.tsv filter=lfs diff=lfs merge=lfs -text
+ERQA.tsv filter=lfs diff=lfs merge=lfs -text
+SparBench.tsv filter=lfs diff=lfs merge=lfs -text
+SparBench_tiny.tsv filter=lfs diff=lfs merge=lfs -text
+MindCubeBench_raw_qa.tsv filter=lfs diff=lfs merge=lfs -text
+EmbSpatialBench.tsv filter=lfs diff=lfs merge=lfs -text

ERQA.tsv

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+size 121761616

EmbSpatialBench.tsv

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+size 252147965

HallusionBench.tsv

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+size 94170019

MMSIBench_wo_circular.tsv

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+size 1058538486

MindCubeBench_raw_qa.tsv

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README.md

@@ -77,6 +77,45 @@ configs:
 - config_name: WorldVQA_VDR300
   data_files: WorldVQA_VDR300.tsv
   sep: "\t"
+- config_name: RealWorldQA
+  data_files: RealWorldQA.tsv
+  sep: "\t"
+- config_name: HallusionBench
+  data_files: HallusionBench.tsv
+  sep: "\t"
+- config_name: VStarBench
+  data_files: VStarBench.tsv
+  sep: "\t"
+- config_name: FREAK_MCQ
+  data_files: FREAK_MCQ.tsv
+  sep: "\t"
+- config_name: FREAK_VQA
+  data_files: FREAK_VQA.tsv
+  sep: "\t"
+- config_name: MMSIBench_wo_circular
+  data_files: MMSIBench_wo_circular.tsv
+  sep: "\t"
+- config_name: ERQA
+  data_files: ERQA.tsv
+  sep: "\t"
+- config_name: SparBench
+  data_files: SparBench.tsv
+  sep: "\t"
+- config_name: SparBench_tiny
+  data_files: SparBench_tiny.tsv
+  sep: "\t"
+- config_name: MindCubeBench_raw_qa
+  data_files: MindCubeBench_raw_qa.tsv
+  sep: "\t"
+- config_name: MindCubeBench_tiny_raw_qa
+  data_files: MindCubeBench_tiny_raw_qa.tsv
+  sep: "\t"
+- config_name: EmbSpatialBench
+  data_files: EmbSpatialBench.tsv
+  sep: "\t"
+- config_name: OmniSpatialBench
+  data_files: OmniSpatialBench.tsv
+  sep: "\t"
 ---
 
 # mini-vlm-toolkit evaluation benchmarks
@@ -141,10 +180,32 @@ questions we evaluate on.
 | SimpleVQA | 2025 | images/SimpleVQA.zip |
 | SimpleVQA_EN | 300 | images/SimpleVQA.zip |
 | WorldVQA_VDR300 | 300 | images/WorldVQA.zip |
+| RealWorldQA | 765 | — (images embedded in TSV) |
+| HallusionBench | 1129 | — (images embedded in TSV) |
+| VStarBench | 191 | — (images embedded in TSV) |
+| FREAK_MCQ | 994 | images/FREAK.zip |
+| FREAK_VQA | 799 | images/FREAK.zip |
 
 `SimpleVQA_EN` (300 English questions) is the default SimpleVQA evaluation split;
 `SimpleVQA` is the full 2,025-question set and shares its image archive.
 
+## Spatial reasoning
+
+| Split | Rows | Image archive |
+|---|---|---|
+| MMSIBench_wo_circular | 1000 | — (images embedded in TSV) |
+| ERQA | 400 | — (images embedded in TSV) |
+| SparBench | 7211 | — (images embedded in TSV) |
+| SparBench_tiny | 1000 | — (images embedded in TSV) |
+| MindCubeBench_raw_qa | 21154 | images/MindCube.zip |
+| MindCubeBench_tiny_raw_qa | 1040 | images/MindCube.zip |
+| EmbSpatialBench | 3640 | — (images embedded in TSV) |
+| OmniSpatialBench | 1533 | images/OmniSpatial.zip |
+
+`OmniSpatialBench` is shared by the `OmniSpatialBench_{default,zeroshot_cot,manual_cot}`
+prompt variants; `SparBench_tiny` and `MindCubeBench_tiny_raw_qa` are the smaller
+subsets of `SparBench` and `MindCubeBench_raw_qa`.
+
 ## Sources, licenses and citations
 
 This repo only re-packages existing public benchmarks; all credit goes to the
@@ -221,6 +282,43 @@ original authors, and use is subject to the original licenses/terms.
   [moonshotai/WorldVQA](https://huggingface.co/datasets/moonshotai/WorldVQA), Apache-2.0).
   `WorldVQA_VDR300` holds the 300 questions of the 3,000-question release that
   Vision-DeepResearch (Huang et al., 2026, arXiv:2601.22060) evaluates on.
+- **RealWorldQA** — released by xAI with Grok-1.5 Vision, 2024
+  ([xai-org/RealworldQA](https://huggingface.co/datasets/xai-org/RealworldQA), CC BY-ND 4.0).
+  `RealWorldQA` is the VLMEvalKit TSV, unchanged.
+- **HallusionBench** — Guan et al., *HallusionBench: An Advanced Diagnostic Suite for
+  Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models*,
+  CVPR 2024 (arXiv:2310.14566). `HallusionBench` is the VLMEvalKit TSV, unchanged.
+- **V\* Bench** — Wu and Xie, *V\*: Guided Visual Search as a Core Mechanism in
+  Multimodal LLMs*, CVPR 2024 (arXiv:2312.14135;
+  [craigwu/vstar_bench](https://huggingface.co/datasets/craigwu/vstar_bench)).
+  `VStarBench` is the TSV from
+  [xjtupanda/VStar_Bench](https://huggingface.co/datasets/xjtupanda/VStar_Bench), unchanged.
+- **FREAK** — [hansQAQ/FREAK](https://huggingface.co/datasets/hansQAQ/FREAK) (test split).
+  `FREAK_MCQ` holds the multiple-choice questions with options shuffled
+  (`random.Random(42)`) so the answer is not always A; `FREAK_VQA` holds the
+  open-ended questions.
+
+### Spatial reasoning
+
+All spatial TSVs are the versions from the EASI leaderboard
+([lmms-lab-si/EASI-Leaderboard-Data](https://huggingface.co/datasets/lmms-lab-si/EASI-Leaderboard-Data),
+Apache-2.0), unchanged. MindCube and OmniSpatial images are copied from the original
+releases, keeping only the images the TSVs use.
+
+- **MMSI-Bench** — *MMSI-Bench: A Benchmark for Multi-Image Spatial Intelligence*
+  (arXiv:2505.23764; [RunsenXu/MMSI-Bench](https://huggingface.co/datasets/RunsenXu/MMSI-Bench), CC BY 4.0).
+- **ERQA** — Gemini Robotics Team, *Gemini Robotics: Bringing AI into the Physical World*
+  (arXiv:2503.20020).
+- **SPAR-Bench** — *From Flatland to Space: Teaching Vision-Language Models to Perceive
+  and Reason in 3D* (arXiv:2503.22976).
+- **MindCube** — *Spatial Mental Modeling from Limited Views* (arXiv:2506.21458;
+  [MLL-Lab/MindCube](https://huggingface.co/datasets/MLL-Lab/MindCube), MIT).
+- **EmbSpatial-Bench** — *EmbSpatial-Bench: Benchmarking Spatial Understanding for Embodied
+  Tasks with Large Vision-Language Models* (arXiv:2406.05756;
+  [Phineas476/EmbSpatial-Bench](https://huggingface.co/datasets/Phineas476/EmbSpatial-Bench), CC BY 4.0).
+- **OmniSpatial** — *OmniSpatial: Towards Comprehensive Spatial Reasoning Benchmark for
+  Vision Language Models* (arXiv:2506.03135;
+  [qizekun/OmniSpatial](https://huggingface.co/datasets/qizekun/OmniSpatial), Apache-2.0).
 
 If you are an author of one of these datasets and would like it removed, please
 open a discussion on this repo.

RealWorldQA.tsv

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SparBench.tsv

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SparBench_tiny.tsv

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VStarBench.tsv

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images/FREAK.zip

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images/MindCube.zip

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images/OmniSpatial.zip

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