conftrace_

multimodal reasoning

197 papers

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Co-occurring keywords

vision-language model (2348) multimodal learning (4645) visual question answering (1017) large language model (13587) multimodal large language model (966) visual reasoning (493) benchmark evaluation (1556) chain-of-thought reasoning (551) vision language model (767) video understanding (1658)

Papers

GeoChain: Multimodal Chain-of-Thought for Geographic Reasoning EMNLP 2025
Mixed Signals: Decoding VLMs’ Reasoning and Underlying Bias in Vision-Language Conflict EMNLP 2025
Wait, We Don’t Need to “Wait”! Removing Thinking Tokens Improves Reasoning Efficiency EMNLP 2025
ReFLAIR: Enhancing Multimodal Reasoning via Structured Reflection and Reward-Guided Learning EMNLP 2025
RCI: A Score for Evaluating Global and Local Reasoning in Multimodal Benchmarks EMNLP 2025
Beyond Single Frames: Can LMMs Comprehend Implicit Narratives in Comic Strip? EMNLP 2025
Can Vision-Language Models Infer Speaker’s Ignorance? The Role of Visual and Linguistic Cues EMNLP 2025
Question-Aware Gaussian Experts for Audio-Visual Question Answering CVPR 2025
EfficientLLaVA: Generalizable Auto-Pruning for Large Vision-language Models CVPR 2025
VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism ACL 2025
Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning ACL 2025
R2-MultiOmnia: Leading Multilingual Multimodal Reasoning via Self-Training ACL 2025
MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence Calibration ACL 2025
Performance Gap in Entity Knowledge Extraction Across Modalities in Vision Language Models ACL 2025
MANBench: Is Your Multimodal Model Smarter than Human? ACL 2025
ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning ACL 2025
Making LVLMs Look Twice: Contrastive Decoding with Contrast Images ACL 2025
MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research CVPR 2025
Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level CVPR 2025
VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search EMNLP 2025
R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization ICCV 2025
Object-centric Video Question Answering with Visual Grounding and Referring ICCV 2025
INTERCHART: Benchmarking Visual Reasoning Across Decomposed and Distributed Chart Information AACL 2025
Muffin or Chihuahua? Challenging Multimodal Large Language Models with Multipanel VQA ACL 2024
“Image, Tell me your story!” Predicting the original meta-context of visual misinformation EMNLP 2024