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Multi-Modal Learning

3194 directly classified papers

Papers per year

Papers

SONAR-SLT: Multilingual Sign Language Translation via Language-Agnostic Sentence Embedding Supervision EMNLP 2025
Differentiated Vision: Unveiling Entity-Specific Visual Modality Requirements for Multimodal Knowledge Graph EMNLP 2025
Multi-Resolution Pathology-Language Pre-training Model with Text-Guided Visual Representation CVPR 2025
Zero-Shot Defense Against Toxic Images via Inherent Multimodal Alignment in LVLMs EMNLP 2025
Captioning for Text-Video Retrieval via Dual-Group Direct Preference Optimization EMNLP 2025
DongbaMIE: A Multimodal Information Extraction Dataset for Evaluating Semantic Understanding of Dongba Pictograms EMNLP 2025
Beyond Coarse Labels: Fine-Grained Problem Augmentation and Multi-Dimensional Feedback for Emotional Support Conversation EMNLP 2025
Beyond Single Frames: Can LMMs Comprehend Implicit Narratives in Comic Strip? EMNLP 2025
RCI: A Score for Evaluating Global and Local Reasoning in Multimodal Benchmarks EMNLP 2025
PCRI: Measuring Context Robustness in Multimodal Models for Enterprise Applications EMNLP 2025
ECom-Bench: Can LLM Agent Resolve Real-World E-commerce Customer Support Issues? EMNLP 2025
Distilling Cross-Modal Knowledge into Domain-Specific Retrievers for Enhanced Industrial Document Understanding EMNLP 2025
End-to-End Optimization for Multimodal Retrieval-Augmented Generation via Reward Backpropagation EMNLP 2025
Video-RTS: Rethinking Reinforcement Learning and Test-Time Scaling for Efficient and Enhanced Video Reasoning EMNLP 2025
Are Vision-Language Models Safe in the Wild? A Meme-Based Benchmark Study EMNLP 2025
ComicScene154: A Scene Dataset for Comic Analysis EMNLP 2025
When Big Models Train Small Ones: Label-Free Model Parity Alignment for Efficient Visual Question Answering using Small VLMs EMNLP 2025
VERITAS: Leveraging Vision Priors and Expert Fusion to Improve Multimodal Data EMNLP 2025
LGA: LLM-GNN Aggregation for Temporal Evolution Attribute Graph Prediction EMNLP 2025
Leveraging Large Models to Evaluate Novel Content: A Case Study on Advertisement Creativity EMNLP 2025
Grounding Multilingual Multimodal LLMs With Cultural Knowledge EMNLP 2025
Hanfu-Bench: A Multimodal Benchmark on Cross-Temporal Cultural Understanding and Transcreation EMNLP 2025
MERMAID: Multi-perspective Self-reflective Agents with Generative Augmentation for Emotion Recognition EMNLP 2025
IMFine: 3D Inpainting via Geometry-guided Multi-view Refinement CVPR 2025
MIO: A Foundation Model on Multimodal Tokens EMNLP 2025