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Collections including paper arxiv:2505.03318

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

Paper • 2402.04252 • Published Feb 6, 2024 • 30
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

UnifiedReward 2.0 Qwen3.5 Models

Unified Reward Model for Multimodal Understanding and Generation

Paper • 2503.05236 • Published Mar 7, 2025 • 124
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6, 2025 • 94
CodeGoat24/UnifiedReward-Think-qwen35-9b

9B • Updated Mar 9 • 203
CodeGoat24/UnifiedReward-Think-qwen35-27b

3.05M • Updated Mar 15 • 565

Unified Multimodal Model

A curated list for Multimodal Model Generation papers.

OmniGen2: Exploration to Advanced Multimodal Generation

Paper • 2506.18871 • Published Jun 23, 2025 • 78
OmniGen: Unified Image Generation

Paper • 2409.11340 • Published Sep 17, 2024 • 115
Show-o Turbo: Towards Accelerated Unified Multimodal Understanding and Generation

Paper • 2502.05415 • Published Feb 8, 2025 • 20
Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Paper • 2408.12528 • Published Aug 22, 2024 • 51

Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6, 2025 • 94
cognition-ai/Kevin-32B

33B • Updated May 6, 2025 • 44 • 164
PrimeIntellect/INTELLECT-2

33B • Updated May 13, 2025 • 39 • 205

microsoft/bitnet-b1.58-2B-4T

Text Generation • 0.8B • Updated Dec 17, 2025 • 15.9k • 1.45k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

Paper • 2504.10449 • Published Apr 14, 2025 • 15
nvidia/Llama-3.1-Nemotron-8B-UltraLong-2M-Instruct

Text Generation • 8B • Updated Apr 17, 2025 • 135 • 17
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15, 2025 • 63

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 31
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 125
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

UnifiedReward 1.0 LLaVA Model

Unified Reward Model for Multimodal Understanding and Generation

Paper • 2503.05236 • Published Mar 7, 2025 • 124
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6, 2025 • 94
CodeGoat24/UnifiedReward-Think-7b

8B • Updated Aug 29, 2025 • 60 • 10
CodeGoat24/UnifiedReward-7b-v1.5

8B • Updated Nov 5, 2025 • 6.77k • 7

UnifiedReward 1.0 Qwen2.5 Models GGUF

Unified Reward Model for Multimodal Understanding and Generation

Paper • 2503.05236 • Published Mar 7, 2025 • 124
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6, 2025 • 94
mradermacher/UnifiedReward-qwen-32b-i1-GGUF

33B • Updated Jul 10, 2025 • 203 • 1
mradermacher/UnifiedReward-Think-qwen-7b-i1-GGUF

8B • Updated Jul 10, 2025 • 505

reinforcement learning + reasoning

Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6, 2025 • 94

JudgeLRM: Large Reasoning Models as a Judge

Paper • 2504.00050 • Published Mar 31, 2025 • 61
RM-R1: Reward Modeling as Reasoning

Paper • 2505.02387 • Published May 5, 2025 • 81
Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning

Paper • 2505.01441 • Published Apr 28, 2025 • 39
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6, 2025 • 94

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

Paper • 2402.04252 • Published Feb 6, 2024 • 30
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27, 2025 • 31
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 125
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

UnifiedReward 2.0 Qwen3.5 Models

Unified Reward Model for Multimodal Understanding and Generation

Paper • 2503.05236 • Published Mar 7, 2025 • 124
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6, 2025 • 94
CodeGoat24/UnifiedReward-Think-qwen35-9b

9B • Updated Mar 9 • 203
CodeGoat24/UnifiedReward-Think-qwen35-27b

3.05M • Updated Mar 15 • 565

UnifiedReward 1.0 LLaVA Model

Unified Reward Model for Multimodal Understanding and Generation

Paper • 2503.05236 • Published Mar 7, 2025 • 124
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6, 2025 • 94
CodeGoat24/UnifiedReward-Think-7b

8B • Updated Aug 29, 2025 • 60 • 10
CodeGoat24/UnifiedReward-7b-v1.5

8B • Updated Nov 5, 2025 • 6.77k • 7

Unified Multimodal Model

A curated list for Multimodal Model Generation papers.

OmniGen2: Exploration to Advanced Multimodal Generation

Paper • 2506.18871 • Published Jun 23, 2025 • 78
OmniGen: Unified Image Generation

Paper • 2409.11340 • Published Sep 17, 2024 • 115
Show-o Turbo: Towards Accelerated Unified Multimodal Understanding and Generation

Paper • 2502.05415 • Published Feb 8, 2025 • 20
Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Paper • 2408.12528 • Published Aug 22, 2024 • 51

UnifiedReward 1.0 Qwen2.5 Models GGUF

Unified Reward Model for Multimodal Understanding and Generation

Paper • 2503.05236 • Published Mar 7, 2025 • 124
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6, 2025 • 94
mradermacher/UnifiedReward-qwen-32b-i1-GGUF

33B • Updated Jul 10, 2025 • 203 • 1
mradermacher/UnifiedReward-Think-qwen-7b-i1-GGUF

8B • Updated Jul 10, 2025 • 505

Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6, 2025 • 94
cognition-ai/Kevin-32B

33B • Updated May 6, 2025 • 44 • 164
PrimeIntellect/INTELLECT-2

33B • Updated May 13, 2025 • 39 • 205

reinforcement learning + reasoning

Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6, 2025 • 94

microsoft/bitnet-b1.58-2B-4T

Text Generation • 0.8B • Updated Dec 17, 2025 • 15.9k • 1.45k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

Paper • 2504.10449 • Published Apr 14, 2025 • 15
nvidia/Llama-3.1-Nemotron-8B-UltraLong-2M-Instruct

Text Generation • 8B • Updated Apr 17, 2025 • 135 • 17
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15, 2025 • 63

JudgeLRM: Large Reasoning Models as a Judge

Paper • 2504.00050 • Published Mar 31, 2025 • 61
RM-R1: Reward Modeling as Reasoning

Paper • 2505.02387 • Published May 5, 2025 • 81
Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning

Paper • 2505.01441 • Published Apr 28, 2025 • 39
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6, 2025 • 94

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