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Collections including paper arxiv:2505.03318

Unified Multimodal Model

A curated list for Multimodal Model Generation papers.

OmniGen2: Exploration to Advanced Multimodal Generation

Paper • 2506.18871 • Published Jun 23 • 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 • 21
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 • 122
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6 • 92
mradermacher/UnifiedReward-qwen-32b-i1-GGUF

33B • Updated Jul 10 • 437 • 1
mradermacher/UnifiedReward-Think-qwen-7b-i1-GGUF

8B • Updated Jul 10 • 652

reinforcement learning + reasoning

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

Paper • 2505.03318 • Published May 6 • 92

JudgeLRM: Large Reasoning Models as a Judge

Paper • 2504.00050 • Published Mar 31 • 62
RM-R1: Reward Modeling as Reasoning

Paper • 2505.02387 • Published May 5 • 80
Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning

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

Paper • 2505.03318 • Published May 6 • 92

UnifiedReward 1.0 Qwen2.5VL Models

Unified Reward Model for Multimodal Understanding and Generation

Paper • 2503.05236 • Published Mar 7 • 122
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6 • 92
CodeGoat24/UnifiedReward-Think-qwen-7b

8B • Updated Aug 29 • 254 • 3
CodeGoat24/UnifiedReward-qwen-32b

33B • Updated Aug 29 • 35 • 1

UnifiedReward 1.0 LLaVA Model

Unified Reward Model for Multimodal Understanding and Generation

Paper • 2503.05236 • Published Mar 7 • 122
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6 • 92
CodeGoat24/UnifiedReward-Think-7b

8B • Updated Aug 29 • 19 • 10
CodeGoat24/UnifiedReward-7b-v1.5

8B • Updated Nov 5 • 1.53k • 7

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

Paper • 2505.03318 • Published May 6 • 92
cognition-ai/Kevin-32B

33B • Updated May 6 • 268 • 159
PrimeIntellect/INTELLECT-2

33B • Updated May 13 • 150 • 204

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

Text Generation • 0.8B • Updated May 1 • 7.7k • 1.22k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

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

Text Generation • 8B • Updated Apr 17 • 140 • 15
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15 • 63

UnifiedReward Training Data

Unified Reward Model for Multimodal Understanding and Generation

Paper • 2503.05236 • Published Mar 7 • 122
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6 • 92
CodeGoat24/UnifiedReward-2.0-T2X-score-data

Viewer • Updated Sep 26 • 337k • 463
CodeGoat24/ImageGen-CoT-Reward-5K

Viewer • Updated Aug 29 • 5.54k • 110 • 1

Multimodal Reasoning

InfiR : Crafting Effective Small Language Models and Multimodal Small Language Models in Reasoning

Paper • 2502.11573 • Published Feb 17 • 9
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking

Paper • 2502.02339 • Published Feb 4 • 22
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model

Paper • 2502.11775 • Published Feb 17 • 9
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39

Unified Multimodal Model

A curated list for Multimodal Model Generation papers.

OmniGen2: Exploration to Advanced Multimodal Generation

Paper • 2506.18871 • Published Jun 23 • 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 • 21
Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Paper • 2408.12528 • Published Aug 22, 2024 • 51

UnifiedReward 1.0 LLaVA Model

Unified Reward Model for Multimodal Understanding and Generation

Paper • 2503.05236 • Published Mar 7 • 122
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6 • 92
CodeGoat24/UnifiedReward-Think-7b

8B • Updated Aug 29 • 19 • 10
CodeGoat24/UnifiedReward-7b-v1.5

8B • Updated Nov 5 • 1.53k • 7

UnifiedReward 1.0 Qwen2.5 Models GGUF

Unified Reward Model for Multimodal Understanding and Generation

Paper • 2503.05236 • Published Mar 7 • 122
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6 • 92
mradermacher/UnifiedReward-qwen-32b-i1-GGUF

33B • Updated Jul 10 • 437 • 1
mradermacher/UnifiedReward-Think-qwen-7b-i1-GGUF

8B • Updated Jul 10 • 652

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

Paper • 2505.03318 • Published May 6 • 92
cognition-ai/Kevin-32B

33B • Updated May 6 • 268 • 159
PrimeIntellect/INTELLECT-2

33B • Updated May 13 • 150 • 204

reinforcement learning + reasoning

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

Paper • 2505.03318 • Published May 6 • 92

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

Text Generation • 0.8B • Updated May 1 • 7.7k • 1.22k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

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

Text Generation • 8B • Updated Apr 17 • 140 • 15
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15 • 63

JudgeLRM: Large Reasoning Models as a Judge

Paper • 2504.00050 • Published Mar 31 • 62
RM-R1: Reward Modeling as Reasoning

Paper • 2505.02387 • Published May 5 • 80
Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning

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

Paper • 2505.03318 • Published May 6 • 92

UnifiedReward Training Data

Unified Reward Model for Multimodal Understanding and Generation

Paper • 2503.05236 • Published Mar 7 • 122
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6 • 92
CodeGoat24/UnifiedReward-2.0-T2X-score-data

Viewer • Updated Sep 26 • 337k • 463
CodeGoat24/ImageGen-CoT-Reward-5K

Viewer • Updated Aug 29 • 5.54k • 110 • 1

UnifiedReward 1.0 Qwen2.5VL Models

Unified Reward Model for Multimodal Understanding and Generation

Paper • 2503.05236 • Published Mar 7 • 122
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning

Paper • 2505.03318 • Published May 6 • 92
CodeGoat24/UnifiedReward-Think-qwen-7b

8B • Updated Aug 29 • 254 • 3
CodeGoat24/UnifiedReward-qwen-32b

33B • Updated Aug 29 • 35 • 1

Multimodal Reasoning

InfiR : Crafting Effective Small Language Models and Multimodal Small Language Models in Reasoning

Paper • 2502.11573 • Published Feb 17 • 9
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking

Paper • 2502.02339 • Published Feb 4 • 22
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model

Paper • 2502.11775 • Published Feb 17 • 9
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39

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