Ovis-Embedding: Pushing the Frontiers of Universal Omni-Modal Embeddings
cs.AI
Submitted: 2026-09-21
Updated: 2026-09-21
Code: https://github.com/ATH-MaaS/Ovis-Omni-Embeddinghttps:
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- MAEB: Massive Audio Embedding Benchmark
- MVEB: Massive Video Embedding Benchmark
- Douyin Multimodal Embedding Model Technical Report
- M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation
- Distilling the Knowledge in a Neural Network
- MMEB-V3: Measuring the Performance Gaps of Omni-Modality Embedding Models
- VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks
- Jina CLIP: Your CLIP Model Is Also Your Text Retriever
- NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models
- Qwen3-VL-Embedding and Qwen3-VL-Reranker: A Unified Framework for State-of-the-Art Multimodal Retrieval and Ranking
- TxPert: Leveraging Biochemical Relationships for Out-of-Distribution Transcriptomic Perturbation Prediction
- Towards General Text Embeddings with Multi-stage Contrastive Learning
- UEmbed: Unified Sparse and Dense Multimodal Embeddings
- Colinearity Decay: Training Quantization-Friendly ViTs with Outlier Decay
- Representation Learning with Contrastive Predictive Coding
- Text Embeddings by Weakly-Supervised Contrastive Pre-training
- Improving Text Embeddings with Large Language Models
- Correction of broadband terahertz electro-optic sampling with GaSe crystals
- Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution
- Large-scale Contrastive Language-Audio Pretraining with Feature Fusion and Keyword-to-Caption Augmentation
Related papers
- MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
- Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
- The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
- MindHelper: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
- Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems
- VSAL: A Vision Solver with Adaptive Layouts for Graph Property Detection