SOTAVerified

Chart Question Answering

Question Answering task on charts images

Papers

Showing 110 of 50 papers

TitleStatusHype
ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering0
ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering0
ChartCards: A Chart-Metadata Generation Framework for Multi-Task Chart UnderstandingCode0
ChartMuseum: Testing Visual Reasoning Capabilities of Large Vision-Language Models0
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 Charts0
Unmasking Deceptive Visuals: Benchmarking Multimodal Large Language Models on Misleading Chart Question Answering0
ChartCitor: Multi-Agent Framework for Fine-Grained Chart Visual Attribution0
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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
5ScreenAI 5B (4.62 B params, w/ OCR)1:1 Accuracy76.7Unverified
6DePlot+Codex (PoT Self-Consistency)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