Chartbench: A benchmark for complex visual reasoning in charts
Multimodal Large Language Models (MLLMs) have demonstrated remarkable multimodal
understanding and generation capabilities. However, their understanding of synthetic charts …
understanding and generation capabilities. However, their understanding of synthetic charts …
Chartsumm: A comprehensive benchmark for automatic chart summarization of long and short summaries
Automatic chart to text summarization is an effective tool for the visually impaired people
along with providing precise insights of tabular data in natural language to the user. A large …
along with providing precise insights of tabular data in natural language to the user. A large …
AltChart: Enhancing VLM-based Chart Summarization Through Multi-Pretext Tasks
Chart summarization is a crucial task for blind and visually impaired individuals as it is their
primary means of accessing and interpreting graphical data. Crafting high-quality …
primary means of accessing and interpreting graphical data. Crafting high-quality …
ChartThinker: A Contextual Chain-of-Thought Approach to Optimized Chart Summarization
Data visualization serves as a critical means for presenting data and mining its valuable
insights. The task of chart summarization, through natural language processing techniques …
insights. The task of chart summarization, through natural language processing techniques …
Summaries as captions: Generating figure captions for scientific documents with automated text summarization
Good figure captions help paper readers understand complex scientific figures.
Unfortunately, even published papers often have poorly written captions. Automatic caption …
Unfortunately, even published papers often have poorly written captions. Automatic caption …
Deep Learning-based Interactive Dashboard for Enhancing Online Classroom Experience through Student Emotion Analysis
P Ganesan, SK Jagatheesaperumal, I Gobhinath… - IEEE …, 2024 - ieeexplore.ieee.org
An interactive analytical dashboard that analyzes students' facial expressions during online
lectures is crucial for digital learning platforms. This research addresses the need for …
lectures is crucial for digital learning platforms. This research addresses the need for …
Tackling hallucinations in neural chart summarization
Hallucinations in text generation occur when the system produces text that is not grounded
in the input. In this work, we tackle the problem of hallucinations in neural chart …
in the input. In this work, we tackle the problem of hallucinations in neural chart …
Bengali ChartSumm: A Benchmark Dataset and Study on Feasibility of Large Language Models on Bengali Chart to Text Summarization
NA Tanjila, AS Poushi, SA Farhan… - Proceedings of the …, 2025 - aclanthology.org
In today's data-driven world, effectively organizing and presenting data is challenging,
particularly for non-experts. While tabular formats structure data, they often lack intuitive …
particularly for non-experts. While tabular formats structure data, they often lack intuitive …
Tackling Hallucinations in Neural Chart Summarization
Hallucinations in text generation occur when the system produces text that is not grounded
in the input. In this work, we tackle the problem of hallucinations in neural chart …
in the input. In this work, we tackle the problem of hallucinations in neural chart …
Faithful Chart Summarization with ChaTS-Pi
Chart-to-summary generation can help explore data, communicate insights, and help the
visually impaired people. Multi-modal generative models have been used to produce fluent …
visually impaired people. Multi-modal generative models have been used to produce fluent …