SOTAVerified

Chart Question Answering

Question Answering task on charts images

Papers

Showing 2130 of 50 papers

TitleStatusHype
Are Large Vision Language Models up to the Challenge of Chart Comprehension and Reasoning? An Extensive Investigation into the Capabilities and Limitations of LVLMs0
Chart-based Reasoning: Transferring Capabilities from LLMs to VLMs0
ChartCitor: Multi-Agent Framework for Fine-Grained Chart Visual Attribution0
Charting the Future: Using Chart Question-Answering for Scalable Evaluation of LLM-Driven Data Visualizations0
ChartKG: A Knowledge-Graph-Based Representation for Chart Images0
ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering0
ChartMuseum: Testing Visual Reasoning Capabilities of Large Vision-Language Models0
Chart Question Answering: State of the Art and Future Directions0
ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering0
PlotQA: Reasoning over Scientific Plots0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ChartPaLI-5B + PaLM 2-S1:1 Accuracy81.3Unverified
2Gemini Ultra1:1 Accuracy80.8Unverified
3DePlot+FlanPaLM+Codex (PoT Self-Consistency)1:1 Accuracy79.3Unverified
4ChartPaLI-5B1:1 Accuracy77.3Unverified
5DePlot+Codex (PoT Self-Consistency)1:1 Accuracy76.7Unverified
6ScreenAI 5B (4.62 B params, w/ OCR)1:1 Accuracy76.7Unverified
7SMoLA-PaLI-X Specialist Model1:1 Accuracy74.6Unverified
8SMoLA-PaLI-X Generalist Model1:1 Accuracy73.8Unverified
9MatCha4096 + LaMenDa1:1 Accuracy72.64Unverified
10PaLI-X (Single-task FT w/ OCR)1:1 Accuracy72.3Unverified
#ModelMetricClaimedVerifiedStatus
1MatCha4096 + LaMenDa1:1 Accuracy92.89Unverified
2MatCha1:1 Accuracy91.5Unverified
3DePlot+FlanPaLM+Codex (PoT Self-Consistency)1:1 Accuracy66.6Unverified
4VL-T5-OCR1:1 Accuracy66Unverified
5CRCT1:1 Accuracy55.7Unverified
6VisionTapas-OCR1:1 Accuracy53.9Unverified
#ModelMetricClaimedVerifiedStatus
1vlt5 - 11th ep FineTune1:1 Accuracy0.31Unverified
2Matcha-chartQA1:1 Accuracy0.26Unverified
3crct- 11th ep FineTune1:1 Accuracy0.24Unverified
4vlt5 - baseline1:1 Accuracy0.19Unverified
5crct - baseline1:1 Accuracy0.18Unverified