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Papers
Performance Gap in Entity Knowledge Extraction Across Modalities in Vision Language Models
ACL 2025
Pointing to a Llama and Call it a Camel: On the Sycophancy of Multimodal Large Language Models
EMNLP 2025
Probing Logical Reasoning of MLLMs in Scientific Diagrams
EMNLP 2025
Probing Visual Language Priors in VLMs
ICML 2025
ProReason: Multi-Modal Proactive Reasoning with Decoupled Eyesight and Wisdom
EMNLP 2025
ProtoVQA: An Adaptable Prototypical Framework for Explainable Fine-Grained Visual Question Answering
EMNLP 2025
Puzzled by Puzzles: When Vision-Language Models Can’t Take a Hint
EMNLP 2025
PuzzleGPT: Emulating Human Puzzle-Solving Ability for Time and Location Prediction
NAACL 2025
QG-CoC: Question-Guided Chain-of-Captions for Large Multimodal Models
EMNLP 2025
RCI: A Score for Evaluating Global and Local Reasoning in Multimodal Benchmarks
EMNLP 2025
Reasoning is All You Need for Video Generalization: A Counterfactual Benchmark with Sub-question Evaluation
ACL 2025
Reasoning Limitations of Multimodal Large Language Models. A case study of Bongard Problems
ICML 2025
RSVP: Reasoning Segmentation via Visual Prompting and Multi-modal Chain-of-Thought
ACL 2025
SciVerse: Unveiling the Knowledge Comprehension and Visual Reasoning of LMMs on Multi-modal Scientific Problems
ACL 2025
SciVQA 2025: Overview of the First Scientific Visual Question Answering Shared Task
ACL 2025
Seeing Culture: A Benchmark for Visual Reasoning and Grounding
EMNLP 2025
SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories
CVPR 2025
SegLLM: Multi-round Reasoning Segmentation with Large Language Models
ICLR 2025
Self-Correction is More than Refinement: A Learning Framework for Visual and Language Reasoning Tasks
ACL 2025
SIMPLOT: Enhancing Chart Question Answering by Distilling Essentials
NAACL 2025
Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions
EMNLP 2025
Spatial457: A Diagnostic Benchmark for 6D Spatial Reasoning of Large Mutimodal Models
CVPR 2025
SpatialLLM: A Compound 3D-Informed Design towards Spatially-Intelligent Large Multimodal Models
CVPR 2025
StatsChartMWP: A Dataset for Evaluating Multimodal Mathematical Reasoning Abilities on Math Word Problems with Statistical Charts
EMNLP 2025
Synthetic Visual Genome
CVPR 2025