SOTAVerified

Chart Question Answering

Question Answering task on charts images

Papers

Showing 41–50 of 50 papers

TitleStatusHype
Unraveling the Truth: Do VLMs really Understand Charts? A Deep Dive into Consistency and Robustness—0
DVQA: Understanding Data Visualizations via Question AnsweringCode0
Answering Questions about Data Visualizations using Efficient Bimodal FusionCode0
DCQA: Document-Level Chart Question Answering towards Complex Reasoning and Common-Sense UnderstandingCode0
MSG-Chart: Multimodal Scene Graph for ChartQACode0
RealCQA: Scientific Chart Question Answering as a Test-bed for First-Order LogicCode0
ChartCards: A Chart-Metadata Generation Framework for Multi-Task Chart UnderstandingCode0
Judging the Judges: Can Large Vision-Language Models Fairly Evaluate Chart Comprehension and Reasoning?Code0
SBS Figures: Pre-training Figure QA from Stage-by-Stage Synthesized ImagesCode0
FigureQA: An Annotated Figure Dataset for Visual ReasoningCode0
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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