Cover Image

The Perils of Chart Deception: How Misleading Visualizations Affect Vision-Language Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Mahbub, Ridwan, Islam, Mohammed Saidul, Laskar, Md Tahmid Rahman, Rahman, Mizanur, Nayeem, Mir Tafseer, Hoque, Enamul
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text
by: Mahbub, Ridwan, et al.
Published: (2025)

Are Large Vision Language Models up to the Challenge of Chart Comprehension and Reasoning? An Extensive Investigation into the Capabilities and Limitations of LVLMs
by: Islam, Mohammed Saidul, et al.
Published: (2024)

Judging the Judges: Can Large Vision-Language Models Fairly Evaluate Chart Comprehension and Reasoning?
by: Laskar, Md Tahmid Rahman, et al.
Published: (2025)

Deploying Tiny LVLM Judges for Real-World Evaluation of Chart Models: Lessons Learned and Best Practices
by: Laskar, Md Tahmid Rahman, et al.
Published: (2025)

Aligning Text, Code, and Vision: A Multi-Objective Reinforcement Learning Framework for Text-to-Visualization
by: Rahman, Mizanur, et al.
Published: (2026)

Lost in Translation: Do LVLM Judges Generalize Across Languages?
by: Laskar, Md Tahmid Rahman, et al.
Published: (2026)

BenLLMEval: A Comprehensive Evaluation into the Potentials and Pitfalls of Large Language Models on Bengali NLP
by: Kabir, Mohsinul, et al.
Published: (2023)

LLM-Based Data Science Agents: A Survey of Capabilities, Challenges, and Future Directions
by: Rahman, Mizanur, et al.
Published: (2025)

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text
by: Rahman, Mizanur, et al.
Published: (2025)

DataNarrative: Automated Data-Driven Storytelling with Visualizations and Texts
by: Islam, Mohammed Saidul, et al.
Published: (2024)

Natural Language Generation for Visualizations: State of the Art, Challenges and Future Directions
by: Hoque, Enamul, et al.
Published: (2024)

ChartQAPro: A More Diverse and Challenging Benchmark for Chart Question Answering
by: Masry, Ahmed, et al.
Published: (2025)

Stop Taking Tokenizers for Granted: They Are Core Design Decisions in Large Language Models
by: Alqahtani, Sawsan, et al.
Published: (2026)

DashboardQA: Benchmarking Multimodal Agents for Question Answering on Interactive Dashboards
by: Kartha, Aaryaman, et al.
Published: (2025)

Beyond Fertility: Analyzing STRR as a Metric for Multilingual Tokenization Evaluation
by: Nayeem, Mir Tafseer, et al.
Published: (2025)

Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge
by: Laskar, Md Tahmid Rahman, et al.
Published: (2025)

DATAREEL: Automated Data-Driven Video Story Generation with Animations
by: Mahbub, Ridwan, et al.
Published: (2026)

KidLM: Advancing Language Models for Children -- Early Insights and Future Directions
by: Nayeem, Mir Tafseer, et al.
Published: (2024)

LFOSum: Summarizing Long-form Opinions with Large Language Models
by: Nayeem, Mir Tafseer, et al.
Published: (2024)

OpinioRAG: Towards Generating User-Centric Opinion Highlights from Large-scale Online Reviews
by: Nayeem, Mir Tafseer, et al.
Published: (2025)

Which English Do LLMs Prefer? Triangulating Structural Bias Towards American English in Foundation Models
by: Nayeem, Mir Tafseer, et al.
Published: (2026)

Evaluating the Effectiveness of Cost-Efficient Large Language Models in Benchmark Biomedical Tasks
by: Jahan, Israt, et al.
Published: (2025)

A Systematic Survey and Critical Review on Evaluating Large Language Models: Challenges, Limitations, and Recommendations
by: Laskar, Md Tahmid Rahman, et al.
Published: (2024)

ChartInstruct: Instruction Tuning for Chart Comprehension and Reasoning
by: Masry, Ahmed, et al.
Published: (2024)

A Comprehensive Evaluation of Large Language Models on Benchmark Biomedical Text Processing Tasks
by: Jahan, Israt, et al.
Published: (2023)

SurveyGen: Quality-Aware Scientific Survey Generation with Large Language Models
by: Bao, Tong, et al.
Published: (2025)

Unmasking Deceptive Visuals: Benchmarking Multimodal Large Language Models on Misleading Chart Question Answering
by: Chen, Zixin, et al.
Published: (2025)

Evolution of ReID: From Early Methods to LLM Integration
by: Bhuiyan, Amran, et al.
Published: (2025)

ChartGemma: Visual Instruction-tuning for Chart Reasoning in the Wild
by: Masry, Ahmed, et al.
Published: (2024)

Open-RAG: Enhanced Retrieval-Augmented Reasoning with Open-Source Large Language Models
by: Islam, Shayekh Bin, et al.
Published: (2024)

Query-OPT: Optimizing Inference of Large Language Models via Multi-Query Instructions in Meeting Summarization
by: Laskar, Md Tahmid Rahman, et al.
Published: (2024)

SparseTransX: Efficient Training of Translation-Based Knowledge Graph Embeddings Using Sparse Matrix Operations
by: Anik, Md Saidul Hoque, et al.
Published: (2025)

Tiny Titans: Can Smaller Large Language Models Punch Above Their Weight in the Real World for Meeting Summarization?
by: Fu, Xue-Yong, et al.
Published: (2024)

DACP: Domain-Adaptive Continual Pre-Training of Large Language Models for Phone Conversation Summarization
by: Fu, Xue-Yong, et al.
Published: (2025)

XL-HeadTags: Leveraging Multimodal Retrieval Augmentation for the Multilingual Generation of News Headlines and Tags
by: Shohan, Faisal Tareque, et al.
Published: (2024)

eC-Tab2Text: Aspect-Based Text Generation from e-Commerce Product Tables
by: Guanilo, Luis Antonio Gutiérrez, et al.
Published: (2025)

AI Knowledge Assist: An Automated Approach for the Creation of Knowledge Bases for Conversational AI Agents
by: Laskar, Md Tahmid Rahman, et al.
Published: (2025)

Analyzing the Impact of Fake News on the Anticipated Outcome of the 2024 Election Ahead of Time
by: Raza, Shaina, et al.
Published: (2023)

DACIP-RC: Domain Adaptive Continual Instruction Pre-Training via Reading Comprehension on Business Conversations
by: Khasanova, Elena, et al.
Published: (2025)

State and politics in the transitional era of globalization: Twisting and turning toward authoritarian and hybrid regimes
by: Hafijur Rahman, et al.
Published: (2024)