mlsanityData to 14 Oct 2026

ShowTable: Unlocking Creative Table Visualization with Collaborative Reflection and Refinement

arXiv 2512.13303 ↗First posted 15 Dec 2025cs.CVcited by 5

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Abstract (arXiv)

While existing generation and unified models excel at general image generation, they struggle with tasks requiring deep reasoning, planning, and precise data-to-visual mapping abilities beyond general scenarios. To push beyond the existing limitations, we introduce a new and challenging task: creative table visualization, requiring the model to generate an infographic that faithfully and aesthetically visualizes the data from a given table. To address this challenge, we propose ShowTable, a pipeline that synergizes MLLMs with diffusion models via a progressive self-correcting process. The MLLM acts as the central orchestrator for reasoning the visual plan and judging visual errors to provide refined instructions, the diffusion execute the commands from MLLM, achieving high-fidelity results. To support this task and our pipeline, we introduce three automated data construction pipelines for training different modules. Furthermore, we introduce TableVisBench, a new benchmark with 800 challenging instances across 5 evaluation dimensions, to assess performance on this task. Experiments demonstrate that our pipeline, instantiated with different models, significantly outperforms baselines, highlighting its effective multi-modal reasoning, generation, and error correction capabilities.

Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). Builds on 67 of its 79 references that are in the map. First posted on arXiv 15 Dec 2025.

Builds on

67 of 79 references.

References · 67

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38 more
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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 5.

5 papers.

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  1. 2025Visual-TableQA: Open-Domain Benchmark for Reasoning over Table Images
  2. 2025TABLET: A Large-Scale Dataset for Robust Visual Table Understanding
  3. 2024Beyond Embeddings: The Promise of Visual Table in Visual Reasoning
  4. 2025Factuality Matters: When Image Generation and Editing Meet Structured Visuals
  5. 2025PlotGen-Bench: Evaluating VLMs on Generating Visualization Code from Diverse Plots across Multiple Libraries
  6. 2026De-rendering, Reasoning, and Repairing Charts with Vision-Language Models
  7. 2026ChartRevive: Reconstructing Data Visualizations from Chart Images Using MLLM ↗
  8. 2025SpatialViz-Bench: A Cognitively-Grounded Benchmark for Diagnosing Spatial Visualization in MLLMs