SOTAVerified

Chart Question Answering

Question Answering task on charts images

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 26–50 of 50 papers

TitleStatusHype
Omni-SMoLA: Boosting Generalist Multimodal Models with Soft Mixture of Low-rank Experts—0
Are Large Vision Language Models up to the Challenge of Chart Comprehension and Reasoning? An Extensive Investigation into the Capabilities and Limitations of LVLMs—0
Chart-based Reasoning: Transferring Capabilities from LLMs to VLMs—0
ChartCitor: Multi-Agent Framework for Fine-Grained Chart Visual Attribution—0
Charting the Future: Using Chart Question-Answering for Scalable Evaluation of LLM-Driven Data Visualizations—0
ChartKG: A Knowledge-Graph-Based Representation for Chart Images—0
ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering—0
ChartMuseum: Testing Visual Reasoning Capabilities of Large Vision-Language Models—0
Chart Question Answering: State of the Art and Future Directions—0
ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering—0
PlotQA: Reasoning over Scientific Plots—0
Do LLMs Work on Charts? Designing Few-Shot Prompts for Chart Question Answering and Summarization—0
DomainCQA: Crafting Expert-Level QA from Domain-Specific Charts—0
Enhanced Chart Understanding in Vision and Language Task via Cross-modal Pre-training on Plot Table Pairs—0
ChartInsights: Evaluating Multimodal Large Language Models for Low-Level Chart Question Answering—0
GoT-CQA: Graph-of-Thought Guided Compositional Reasoning for Chart Question Answering—0
LEAF-QA: Locate, Encode & Attend for Figure Question Answering—0
mChartQA: A universal benchmark for multimodal Chart Question Answer based on Vision-Language Alignment and Reasoning—0
Advancing Chart Question Answering with Robust Chart Component Recognition—0
RealCQA-V2 : Visual Premise Proving A Manual COT Dataset for Charts—0
STL-CQA: Structure-based Transformers with Localization and Encoding for Chart Question Answering—0
Synthesize Step-by-Step: Tools, Templates and LLMs as Data Generators for Reasoning-Based Chart VQA—0
Synthesize Step-by-Step: Tools Templates and LLMs as Data Generators for Reasoning-Based Chart VQA—0
Unmasking Deceptive Visuals: Benchmarking Multimodal Large Language Models on Misleading Chart Question Answering—0
Unraveling the Truth: Do VLMs really Understand Charts? A Deep Dive into Consistency and Robustness—0
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All datasetsChartQAPlotQARealCQA

Benchmark Results

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