SOTAVerified

Chart Question Answering

Question Answering task on charts images

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 26–50 of 50 papers

TitleStatusHype
Charting the Future: Using Chart Question-Answering for Scalable Evaluation of LLM-Driven Data Visualizations—0
GoT-CQA: Graph-of-Thought Guided Compositional Reasoning for Chart Question Answering—0
MSG-Chart: Multimodal Scene Graph for ChartQACode0
Advancing Chart Question Answering with Robust Chart Component Recognition—0
Unraveling the Truth: Do VLMs really Understand Charts? A Deep Dive into Consistency and Robustness—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
ChartInsights: Evaluating Multimodal Large Language Models for Low-Level Chart Question Answering—0
mChartQA: A universal benchmark for multimodal Chart Question Answer based on Vision-Language Alignment and Reasoning—0
Synthesize Step-by-Step: Tools, Templates and LLMs as Data Generators for Reasoning-Based Chart VQA—0
Chart-based Reasoning: Transferring Capabilities from LLMs to VLMs—0
Synthesize Step-by-Step: Tools Templates and LLMs as Data Generators for Reasoning-Based Chart VQA—0
Do LLMs Work on Charts? Designing Few-Shot Prompts for Chart Question Answering and Summarization—0
Omni-SMoLA: Boosting Generalist Multimodal Models with Soft Mixture of Low-rank Experts—0
DCQA: Document-Level Chart Question Answering towards Complex Reasoning and Common-Sense UnderstandingCode0
RealCQA: Scientific Chart Question Answering as a Test-bed for First-Order LogicCode0
Enhanced Chart Understanding in Vision and Language Task via Cross-modal Pre-training on Plot Table Pairs—0
DePlot: One-shot visual language reasoning by plot-to-table translationCode0
MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart DerenderingCode0
Chart Question Answering: State of the Art and Future Directions—0
STL-CQA: Structure-based Transformers with Localization and Encoding for Chart Question Answering—0
PlotQA: Reasoning over Scientific Plots—0
Answering Questions about Data Visualizations using Efficient Bimodal FusionCode0
LEAF-QA: Locate, Encode & Attend for Figure Question Answering—0
DVQA: Understanding Data Visualizations via Question AnsweringCode0
FigureQA: An Annotated Figure Dataset for Visual ReasoningCode0
Show:102550
← PrevPage 2 of 2Next →
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