SOTAVerified

Chart Question Answering

Question Answering task on charts images

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–10 of 50 papers

TitleStatusHype
ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering—0
ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering—0
ChartCards: A Chart-Metadata Generation Framework for Multi-Task Chart UnderstandingCode0
ChartMuseum: Testing Visual Reasoning Capabilities of Large Vision-Language Models—0
Judging the Judges: Can Large Vision-Language Models Fairly Evaluate Chart Comprehension and Reasoning?Code0
ChartQAPro: A More Diverse and Challenging Benchmark for Chart Question AnsweringCode1
RefChartQA: Grounding Visual Answer on Chart Images through Instruction TuningCode1
DomainCQA: Crafting Expert-Level QA from Domain-Specific Charts—0
Unmasking Deceptive Visuals: Benchmarking Multimodal Large Language Models on Misleading Chart Question Answering—0
ChartCitor: Multi-Agent Framework for Fine-Grained Chart Visual Attribution—0
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All datasetsChartQAPlotQARealCQA

Benchmark Results

#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