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Papers
Are We on the Right Way to Assess Document Retrieval-Augmented Generation?
AAAI 2026
Compressing then Matching: An Efficient Pre-training Paradigm for Multimodal Embedding
ACL 2026
FAM: Fine-Grained Alignment Matters in Multimodal Embedding Learning with Large Vision-Language Models
AAAI 2026
Is the Modality Gap a Bug or a Feature? A Robustness Perspective
CVPR 2026
mEOL: Training-Free Instruction-Guided Multimodal Embedder for Vector Graphics and Image Retrieval
WACV 2026
MoCa: Modality-aware Continual Pre-training Makes Better Bidirectional Multimodal Embeddings
ACL 2026
MuCo: Multi-turn Contrastive Learning for Multimodal Embedding Model
CVPR 2026
Order-Preserving Dimension Reduction for Multimodal Semantic Embedding
AAAI 2026
ProM3E: Probabilistic Masked MultiModal Embedding Model for Ecology
CVPR 2026
Rethinking Composed Image Retrieval Evaluation: A Fine-Grained Benchmark from Image Editing
ACL 2026
rMMEA: Robust Multi-Modal Entity Alignment with Missing and Noise Visual Modality
AAAI 2026
Seeing Clearly, Reasoning Confidently: Plug-and-Play Remedies for Vision Language Model Blindness
CVPR 2026
Segment, Embed, and Align: A Universal Recipe for Aligning Subtitles to Signing
ACL 2026
Unified Multimodal Interleaved Document Representation for Retrieval
EACL 2026
UniME-V2: MLLM-as-a-Judge for Universal Multimodal Embedding Learning
AAAI 2026
Bridging Modalities: Improving Universal Multimodal Retrieval by Multimodal Large Language Models
CVPR 2025
CoLLM: A Large Language Model for Composed Image Retrieval
CVPR 2025
DeSPITE: Exploring Contrastive Deep Skeleton-Pointcloud-IMU-Text Embeddings for Advanced Point Cloud Human Activity Understanding
ICCV 2025
Equitable Electronic Health Record Prediction with FAME: Fairness-Aware Multimodal Embedding
MLHC 2025
Is CLIP ideal? No. Can we fix it? Yes!
ICCV 2025
LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning
EMNLP 2025
MIEB: Massive Image Embedding Benchmark
ICCV 2025
Misogynistic Meme Detection in Dravidian Languages Using Kolmogorov Arnold-based Networks
NAACL 2025
mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data
ACL 2025
Multi-Modal Multi-Task Unified Embedding Model (M3T-UEM): A Task-Adaptive Representation Learning Framework
ICCV 2025