Qwen2.5-Omni Technical Report
Paper
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2503.20215
•
Published
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166
Multimodal
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Unsupervised Post-Training for Multi-Modal LLM Reasoning via GRPO
Paper • 2505.22453 • Published • 46 -
UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning
Paper • 2505.23380 • Published • 22 -
More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models
Paper • 2505.21523 • Published • 13 -
Visual Embodied Brain: Let Multimodal Large Language Models See, Think, and Control in Spaces
Paper • 2506.00123 • Published • 35 -
Aligning Latent Spaces with Flow Priors
Paper • 2506.05240 • Published • 27 -
Discrete Diffusion in Large Language and Multimodal Models: A Survey
Paper • 2506.13759 • Published • 43 -
MultiFinBen: A Multilingual, Multimodal, and Difficulty-Aware Benchmark for Financial LLM Evaluation
Paper • 2506.14028 • Published • 93 -
Show-o2: Improved Native Unified Multimodal Models
Paper • 2506.15564 • Published • 28 -
OmniGen2: Exploration to Advanced Multimodal Generation
Paper • 2506.18871 • Published • 77 -
Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens
Paper • 2506.17218 • Published • 29 -
UniFork: Exploring Modality Alignment for Unified Multimodal Understanding and Generation
Paper • 2506.17202 • Published • 10 -
HumanOmniV2: From Understanding to Omni-Modal Reasoning with Context
Paper • 2506.21277 • Published • 15 -
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning
Paper • 2507.01006 • Published • 236 -
VLM2Vec-V2: Advancing Multimodal Embedding for Videos, Images, and Visual Documents
Paper • 2507.04590 • Published • 16 -
Robust Multimodal Large Language Models Against Modality Conflict
Paper • 2507.07151 • Published • 5 -
Vision-Language-Vision Auto-Encoder: Scalable Knowledge Distillation from Diffusion Models
Paper • 2507.07104 • Published • 45 -
Can Multimodal Foundation Models Understand Schematic Diagrams? An Empirical Study on Information-Seeking QA over Scientific Papers
Paper • 2507.10787 • Published • 11 -
VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning
Paper • 2507.22607 • Published • 46 -
Skywork UniPic: Unified Autoregressive Modeling for Visual Understanding and Generation
Paper • 2508.03320 • Published • 61 -
Visual-CoG: Stage-Aware Reinforcement Learning with Chain of Guidance for Text-to-Image Generation
Paper • 2508.18032 • Published • 41 -
InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency
Paper • 2508.18265 • Published • 201 -
Pref-GRPO: Pairwise Preference Reward-based GRPO for Stable Text-to-Image Reinforcement Learning
Paper • 2508.20751 • Published • 89 -
OpenVision 2: A Family of Generative Pretrained Visual Encoders for Multimodal Learning
Paper • 2509.01644 • Published • 33 -
Visual Representation Alignment for Multimodal Large Language Models
Paper • 2509.07979 • Published • 82 -
Reconstruction Alignment Improves Unified Multimodal Models
Paper • 2509.07295 • Published • 40 -
MANZANO: A Simple and Scalable Unified Multimodal Model with a Hybrid Vision Tokenizer
Paper • 2509.16197 • Published • 52 -
Hyper-Bagel: A Unified Acceleration Framework for Multimodal Understanding and Generation
Paper • 2509.18824 • Published • 22 -
Learning to See Before Seeing: Demystifying LLM Visual Priors from Language Pre-training
Paper • 2509.26625 • Published • 42 -
More Thought, Less Accuracy? On the Dual Nature of Reasoning in Vision-Language Models
Paper • 2509.25848 • Published • 77 -
IMG: Calibrating Diffusion Models via Implicit Multimodal Guidance
Paper • 2509.26231 • Published • 17 -
Self-Improvement in Multimodal Large Language Models: A Survey
Paper • 2510.02665 • Published • 19