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Collections including paper arxiv:2507.22607

Adapting Vision-Language Models Without Labels: A Comprehensive Survey

Paper • 2508.05547 • Published Aug 7, 2025 • 11
Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models

Paper • 2508.10751 • Published Aug 14, 2025 • 28
SSRL: Self-Search Reinforcement Learning

Paper • 2508.10874 • Published Aug 14, 2025 • 97
Mind the Generation Process: Fine-Grained Confidence Estimation During LLM Generation

Paper • 2508.12040 • Published Aug 16, 2025 • 14

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Paper • 2507.22607 • Published Jul 30, 2025 • 47
csyrf/VL-Cogito

8B • Updated Aug 5, 2025 • 2 • 5
csyrf/VL-Cogito

Viewer • Updated Aug 5, 2025 • 73.4k • 38 • 3

Qwen2.5-Omni Technical Report

Paper • 2503.20215 • Published Mar 26, 2025 • 170
Unsupervised Post-Training for Multi-Modal LLM Reasoning via GRPO

Paper • 2505.22453 • Published May 28, 2025 • 46
UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning

Paper • 2505.23380 • Published May 29, 2025 • 22
More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Paper • 2505.21523 • Published May 23, 2025 • 13

Multimodal Reasoning

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

Paper • 2502.11573 • Published Feb 17, 2025 • 9
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking

Paper • 2502.02339 • Published Feb 4, 2025 • 23
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model

Paper • 2502.11775 • Published Feb 17, 2025 • 9
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39

Image-Video MultiModal Understanding

Apollo: An Exploration of Video Understanding in Large Multimodal Models

Paper • 2412.10360 • Published Dec 13, 2024 • 147
SeFAR: Semi-supervised Fine-grained Action Recognition with Temporal Perturbation and Learning Stabilization

Paper • 2501.01245 • Published Jan 2, 2025 • 5
VideoRefer Suite: Advancing Spatial-Temporal Object Understanding with Video LLM

Paper • 2501.00599 • Published Dec 31, 2024 • 46
Omni-RGPT: Unifying Image and Video Region-level Understanding via Token Marks

Paper • 2501.08326 • Published Jan 14, 2025 • 34

It’s RJ collection

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Paper • 2507.22607 • Published Jul 30, 2025 • 47
NER Retriever: Zero-Shot Named Entity Retrieval with Type-Aware Embeddings

Paper • 2509.04011 • Published Sep 4, 2025 • 29

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 59 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 38
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

Large Language Diffusion Models

Paper • 2502.09992 • Published Feb 14, 2025 • 126
MM-RLHF: The Next Step Forward in Multimodal LLM Alignment

Paper • 2502.10391 • Published Feb 14, 2025 • 34
Diverse Inference and Verification for Advanced Reasoning

Paper • 2502.09955 • Published Feb 14, 2025 • 18
Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models

Paper • 2502.08130 • Published Feb 12, 2025 • 9

MLLM-as-a-Judge for Image Safety without Human Labeling

Paper • 2501.00192 • Published Dec 31, 2024 • 31
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining

Paper • 2501.00958 • Published Jan 1, 2025 • 109
Xmodel-2 Technical Report

Paper • 2412.19638 • Published Dec 27, 2024 • 27
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Paper • 2412.18925 • Published Dec 25, 2024 • 107

Teaching Large Language Models to Reason with Reinforcement Learning

Paper • 2403.04642 • Published Mar 7, 2024 • 49
How Far Are We from Intelligent Visual Deductive Reasoning?

Paper • 2403.04732 • Published Mar 7, 2024 • 21
Common 7B Language Models Already Possess Strong Math Capabilities

Paper • 2403.04706 • Published Mar 7, 2024 • 18
DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data

Paper • 2405.14333 • Published May 23, 2024 • 43

Adapting Vision-Language Models Without Labels: A Comprehensive Survey

Paper • 2508.05547 • Published Aug 7, 2025 • 11
Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models

Paper • 2508.10751 • Published Aug 14, 2025 • 28
SSRL: Self-Search Reinforcement Learning

Paper • 2508.10874 • Published Aug 14, 2025 • 97
Mind the Generation Process: Fine-Grained Confidence Estimation During LLM Generation

Paper • 2508.12040 • Published Aug 16, 2025 • 14

It’s RJ collection

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Paper • 2507.22607 • Published Jul 30, 2025 • 47
NER Retriever: Zero-Shot Named Entity Retrieval with Type-Aware Embeddings

Paper • 2509.04011 • Published Sep 4, 2025 • 29

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning

Paper • 2507.22607 • Published Jul 30, 2025 • 47
csyrf/VL-Cogito

8B • Updated Aug 5, 2025 • 2 • 5
csyrf/VL-Cogito

Viewer • Updated Aug 5, 2025 • 73.4k • 38 • 3

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 59 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 38
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

Qwen2.5-Omni Technical Report

Paper • 2503.20215 • Published Mar 26, 2025 • 170
Unsupervised Post-Training for Multi-Modal LLM Reasoning via GRPO

Paper • 2505.22453 • Published May 28, 2025 • 46
UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning

Paper • 2505.23380 • Published May 29, 2025 • 22
More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Paper • 2505.21523 • Published May 23, 2025 • 13

Large Language Diffusion Models

Paper • 2502.09992 • Published Feb 14, 2025 • 126
MM-RLHF: The Next Step Forward in Multimodal LLM Alignment

Paper • 2502.10391 • Published Feb 14, 2025 • 34
Diverse Inference and Verification for Advanced Reasoning

Paper • 2502.09955 • Published Feb 14, 2025 • 18
Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models

Paper • 2502.08130 • Published Feb 12, 2025 • 9

Multimodal Reasoning

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

Paper • 2502.11573 • Published Feb 17, 2025 • 9
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking

Paper • 2502.02339 • Published Feb 4, 2025 • 23
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model

Paper • 2502.11775 • Published Feb 17, 2025 • 9
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39

MLLM-as-a-Judge for Image Safety without Human Labeling

Paper • 2501.00192 • Published Dec 31, 2024 • 31
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining

Paper • 2501.00958 • Published Jan 1, 2025 • 109
Xmodel-2 Technical Report

Paper • 2412.19638 • Published Dec 27, 2024 • 27
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Paper • 2412.18925 • Published Dec 25, 2024 • 107

Image-Video MultiModal Understanding

Apollo: An Exploration of Video Understanding in Large Multimodal Models

Paper • 2412.10360 • Published Dec 13, 2024 • 147
SeFAR: Semi-supervised Fine-grained Action Recognition with Temporal Perturbation and Learning Stabilization

Paper • 2501.01245 • Published Jan 2, 2025 • 5
VideoRefer Suite: Advancing Spatial-Temporal Object Understanding with Video LLM

Paper • 2501.00599 • Published Dec 31, 2024 • 46
Omni-RGPT: Unifying Image and Video Region-level Understanding via Token Marks

Paper • 2501.08326 • Published Jan 14, 2025 • 34

Teaching Large Language Models to Reason with Reinforcement Learning

Paper • 2403.04642 • Published Mar 7, 2024 • 49
How Far Are We from Intelligent Visual Deductive Reasoning?

Paper • 2403.04732 • Published Mar 7, 2024 • 21
Common 7B Language Models Already Possess Strong Math Capabilities

Paper • 2403.04706 • Published Mar 7, 2024 • 18
DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data

Paper • 2405.14333 • Published May 23, 2024 • 43

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