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Collections including paper arxiv:2511.15065

Kandinsky 5.0: A Family of Foundation Models for Image and Video Generation

Paper • 2511.14993 • Published Nov 19, 2025 • 235
Reasoning via Video: The First Evaluation of Video Models' Reasoning Abilities through Maze-Solving Tasks

Paper • 2511.15065 • Published Nov 19, 2025 • 64
SAM 3: Segment Anything with Concepts

Paper • 2511.16719 • Published Nov 20, 2025 • 139
Canvas-to-Image: Compositional Image Generation with Multimodal Controls

Paper • 2511.21691 • Published Nov 26, 2025 • 37

Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Paper • 2506.23918 • Published Jun 30, 2025 • 90
LiveCC: Learning Video LLM with Streaming Speech Transcription at Scale

Paper • 2504.16030 • Published Apr 22, 2025 • 38
Time Blindness: Why Video-Language Models Can't See What Humans Can?

Paper • 2505.24867 • Published May 30, 2025 • 82
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning

Paper • 2507.01006 • Published Jul 1, 2025 • 255

Video understanding

Wolf: Captioning Everything with a World Summarization Framework

Paper • 2407.18908 • Published Jul 26, 2024 • 24
Mixture of Nested Experts: Adaptive Processing of Visual Tokens

Paper • 2407.19985 • Published Jul 29, 2024 • 23
TPDiff: Temporal Pyramid Video Diffusion Model

Paper • 2503.09566 • Published Mar 12, 2025 • 44
DeepVideo-R1: Video Reinforcement Fine-Tuning via Difficulty-aware Regressive GRPO

Paper • 2506.07464 • Published Jun 9, 2025 • 14

Multimodal Benchmarks

Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model

Paper • 2407.07053 • Published Jul 9, 2024 • 43
LMMs-Eval: Reality Check on the Evaluation of Large Multimodal Models

Paper • 2407.12772 • Published Jul 17, 2024 • 34
VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models

Paper • 2407.11691 • Published Jul 16, 2024 • 16
MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models

Paper • 2408.02718 • Published Aug 5, 2024 • 60

Reasoning via Video: The First Evaluation of Video Models' Reasoning Abilities through Maze-Solving Tasks

Paper • 2511.15065 • Published Nov 19, 2025 • 64
Uni-MoE-2.0-Omni: Scaling Language-Centric Omnimodal Large Model with Advanced MoE, Training and Data

Paper • 2511.12609 • Published Nov 16, 2025 • 107

Scaling Computer-Use Grounding via User Interface Decomposition and Synthesis

Paper • 2505.13227 • Published May 19, 2025 • 44
facebook/natural_reasoning

Viewer • Updated Feb 21, 2025 • 1.15M • 5.91k • 599
nvidia/OpenMathReasoning

Viewer • Updated May 27, 2025 • 5.68M • 69k • 499
Search Arena: Analyzing Search-Augmented LLMs

Paper • 2506.05334 • Published Jun 5, 2025 • 19

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 13
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 45
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 24

Kandinsky 5.0: A Family of Foundation Models for Image and Video Generation

Paper • 2511.14993 • Published Nov 19, 2025 • 235
Reasoning via Video: The First Evaluation of Video Models' Reasoning Abilities through Maze-Solving Tasks

Paper • 2511.15065 • Published Nov 19, 2025 • 64
SAM 3: Segment Anything with Concepts

Paper • 2511.16719 • Published Nov 20, 2025 • 139
Canvas-to-Image: Compositional Image Generation with Multimodal Controls

Paper • 2511.21691 • Published Nov 26, 2025 • 37

Reasoning via Video: The First Evaluation of Video Models' Reasoning Abilities through Maze-Solving Tasks

Paper • 2511.15065 • Published Nov 19, 2025 • 64
Uni-MoE-2.0-Omni: Scaling Language-Centric Omnimodal Large Model with Advanced MoE, Training and Data

Paper • 2511.12609 • Published Nov 16, 2025 • 107

Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Paper • 2506.23918 • Published Jun 30, 2025 • 90
LiveCC: Learning Video LLM with Streaming Speech Transcription at Scale

Paper • 2504.16030 • Published Apr 22, 2025 • 38
Time Blindness: Why Video-Language Models Can't See What Humans Can?

Paper • 2505.24867 • Published May 30, 2025 • 82
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning

Paper • 2507.01006 • Published Jul 1, 2025 • 255

Scaling Computer-Use Grounding via User Interface Decomposition and Synthesis

Paper • 2505.13227 • Published May 19, 2025 • 44
facebook/natural_reasoning

Viewer • Updated Feb 21, 2025 • 1.15M • 5.91k • 599
nvidia/OpenMathReasoning

Viewer • Updated May 27, 2025 • 5.68M • 69k • 499
Search Arena: Analyzing Search-Augmented LLMs

Paper • 2506.05334 • Published Jun 5, 2025 • 19

Video understanding

Wolf: Captioning Everything with a World Summarization Framework

Paper • 2407.18908 • Published Jul 26, 2024 • 24
Mixture of Nested Experts: Adaptive Processing of Visual Tokens

Paper • 2407.19985 • Published Jul 29, 2024 • 23
TPDiff: Temporal Pyramid Video Diffusion Model

Paper • 2503.09566 • Published Mar 12, 2025 • 44
DeepVideo-R1: Video Reinforcement Fine-Tuning via Difficulty-aware Regressive GRPO

Paper • 2506.07464 • Published Jun 9, 2025 • 14

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 29
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 13
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 45
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 24

Multimodal Benchmarks

Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model

Paper • 2407.07053 • Published Jul 9, 2024 • 43
LMMs-Eval: Reality Check on the Evaluation of Large Multimodal Models

Paper • 2407.12772 • Published Jul 17, 2024 • 34
VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models

Paper • 2407.11691 • Published Jul 16, 2024 • 16
MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models

Paper • 2408.02718 • Published Aug 5, 2024 • 60

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