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Collections including paper arxiv:2505.03318

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 • 121
CodeGoat24/UnifiedReward-Think-qwen35-27b

3.05M • Updated Mar 15 • 387

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 • 132 • 164
PrimeIntellect/INTELLECT-2

33B • Updated May 13, 2025 • 49 • 205

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

Text Generation • 0.8B • Updated Dec 17, 2025 • 15.5k • 1.43k
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 • 96 • 17
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15, 2025 • 63

UnifiedReward Training Data

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-2.0-T2X-score-data

Viewer • Updated Sep 26, 2025 • 337k • 434
CodeGoat24/ImageGen-CoT-Reward-5K

Viewer • Updated Aug 29, 2025 • 5.54k • 40 • 1

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 • 7 • 10
CodeGoat24/UnifiedReward-7b-v1.5

8B • Updated Nov 5, 2025 • 9.79k • 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 • 182 • 1
mradermacher/UnifiedReward-Think-qwen-7b-i1-GGUF

8B • Updated Jul 10, 2025 • 269

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 • 62
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

UnifiedReward 1.0 Qwen2.5VL 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-qwen-7b

8B • Updated Aug 29, 2025 • 408 • 3
CodeGoat24/UnifiedReward-qwen-32b

33B • Updated Aug 29, 2025 • 7 • 1

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 • 121
CodeGoat24/UnifiedReward-Think-qwen35-27b

3.05M • Updated Mar 15 • 387

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 • 7 • 10
CodeGoat24/UnifiedReward-7b-v1.5

8B • Updated Nov 5, 2025 • 9.79k • 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 • 182 • 1
mradermacher/UnifiedReward-Think-qwen-7b-i1-GGUF

8B • Updated Jul 10, 2025 • 269

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 • 132 • 164
PrimeIntellect/INTELLECT-2

33B • Updated May 13, 2025 • 49 • 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 • 15.5k • 1.43k
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 • 96 • 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 • 62
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

UnifiedReward Training Data

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-2.0-T2X-score-data

Viewer • Updated Sep 26, 2025 • 337k • 434
CodeGoat24/ImageGen-CoT-Reward-5K

Viewer • Updated Aug 29, 2025 • 5.54k • 40 • 1

UnifiedReward 1.0 Qwen2.5VL 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-qwen-7b

8B • Updated Aug 29, 2025 • 408 • 3
CodeGoat24/UnifiedReward-qwen-32b

33B • Updated Aug 29, 2025 • 7 • 1

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