Image de couverture de livre

LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Xiao, Yijia, Sun, Edward, Liu, Tianyu, Wang, Wei
Format:	Preprint
Publié:	2024
Sujets:	Artificial Intelligence Computation and Language Computer Vision and Pattern Recognition Machine Learning
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts
par: Lu, Pan, et autres
Publié: (2023)

Document Haystack: A Long Context Multimodal Image/Document Understanding Vision LLM Benchmark
par: Huybrechts, Goeric, et autres
Publié: (2025)

VisAidMath: Benchmarking Visual-Aided Mathematical Reasoning
par: Ma, Jingkun, et autres
Publié: (2024)

Learning Differentiable Logic Programs for Abstract Visual Reasoning
par: Shindo, Hikaru, et autres
Publié: (2023)

Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models
par: Wang, Hengyi, et autres
Publié: (2024)

Logical Closed Loop: Uncovering Object Hallucinations in Large Vision-Language Models
par: Wu, Junfei, et autres
Publié: (2024)

MORSE-500: A Programmatically Controllable Video Benchmark to Stress-Test Multimodal Reasoning
par: Cai, Zikui, et autres
Publié: (2025)

Diving into Self-Evolving Training for Multimodal Reasoning
par: Liu, Wei, et autres
Publié: (2024)

MultiTrust: A Comprehensive Benchmark Towards Trustworthy Multimodal Large Language Models
par: Zhang, Yichi, et autres
Publié: (2024)

Zero-Shot Visual Reasoning by Vision-Language Models: Benchmarking and Analysis
par: Nagar, Aishik, et autres
Publié: (2024)

Interpret Your Decision: Logical Reasoning Regularization for Generalization in Visual Classification
par: Tan, Zhaorui, et autres
Publié: (2024)

Mementos: A Comprehensive Benchmark for Multimodal Large Language Model Reasoning over Image Sequences
par: Wang, Xiyao, et autres
Publié: (2024)

Open CaptchaWorld: A Comprehensive Web-based Platform for Testing and Benchmarking Multimodal LLM Agents
par: Luo, Yaxin, et autres
Publié: (2025)

Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start
par: Wei, Lai, et autres
Publié: (2025)

Thinking in Frames: How Visual Context and Test-Time Scaling Empower Video Reasoning
par: Li, Chengzu, et autres
Publié: (2026)

MIRAGE: A Benchmark for Multimodal Information-Seeking and Reasoning in Agricultural Expert-Guided Conversations
par: Dongre, Vardhan, et autres
Publié: (2025)

Athena: Enhancing Multimodal Reasoning with Data-efficient Process Reward Models
par: Wang, Shuai, et autres
Publié: (2025)

Vision-DeepResearch Benchmark: Rethinking Visual and Textual Search for Multimodal Large Language Models
par: Zeng, Yu, et autres
Publié: (2026)

Multimodal Tabular Reasoning with Privileged Structured Information
par: Jiang, Jun-Peng, et autres
Publié: (2025)

Stable and Efficient Single-Rollout RL for Multimodal Reasoning
par: Liu, Rui, et autres
Publié: (2025)

VideoVista: A Versatile Benchmark for Video Understanding and Reasoning
par: Li, Yunxin, et autres
Publié: (2024)

Mimicking or Reasoning: Rethinking Multi-Modal In-Context Learning in Vision-Language Models
par: Huang, Chengyue, et autres
Publié: (2025)

GeoRC: A Benchmark for Geolocation Reasoning Chains
par: Talreja, Mohit, et autres
Publié: (2026)

Multimodal Task Vectors Enable Many-Shot Multimodal In-Context Learning
par: Huang, Brandon, et autres
Publié: (2024)

Advancing Conversational Diagnostic AI with Multimodal Reasoning
par: Saab, Khaled, et autres
Publié: (2025)

MileBench: Benchmarking MLLMs in Long Context
par: Song, Dingjie, et autres
Publié: (2024)

MM-Instruct: Generated Visual Instructions for Large Multimodal Model Alignment
par: Liu, Jihao, et autres
Publié: (2024)

AnyGPT: Unified Multimodal LLM with Discrete Sequence Modeling
par: Zhan, Jun, et autres
Publié: (2024)

Towards Visual Text Grounding of Multimodal Large Language Model
par: Li, Ming, et autres
Publié: (2025)

PerceptionComp: A Video Benchmark for Complex Perception-Centric Reasoning
par: Li, Shaoxuan, et autres
Publié: (2026)

Visual Question Decomposition on Multimodal Large Language Models
par: Zhang, Haowei, et autres
Publié: (2024)

GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning
par: Chen, Yi, et autres
Publié: (2025)

Benchmarking the Thinking Mode of Multimodal Large Language Models in Clinical Tasks
par: Hong, Jindong, et autres
Publié: (2025)

Many-Shot In-Context Learning in Multimodal Foundation Models
par: Jiang, Yixing, et autres
Publié: (2024)

Benchmarking Zero-Shot Robustness of Multimodal Foundation Models: A Pilot Study
par: Wang, Chenguang, et autres
Publié: (2024)

From EduVisBench to EduVisAgent: A Benchmark and Multi-Agent Framework for Reasoning-Driven Pedagogical Visualization
par: Ji, Haonian, et autres
Publié: (2025)

First SFT, Second RL, Third UPT: Continual Improving Multi-Modal LLM Reasoning via Unsupervised Post-Training
par: Wei, Lai, et autres
Publié: (2025)

Quantifying In-Context Reasoning Effects and Memorization Effects in LLMs
par: Lou, Siyu, et autres
Publié: (2024)

ConTextual: Evaluating Context-Sensitive Text-Rich Visual Reasoning in Large Multimodal Models
par: Wadhawan, Rohan, et autres
Publié: (2024)

PerceptionCLIP: Visual Classification by Inferring and Conditioning on Contexts
par: An, Bang, et autres
Publié: (2023)