Harder Is Better: Boosting Mathematical Reasoning via Difficulty-Aware GRPO and Multi-Aspect Question Reformulation Paper • 2601.20614 • Published 2 days ago • 109
Urban Socio-Semantic Segmentation with Vision-Language Reasoning Paper • 2601.10477 • Published 15 days ago • 155
Thinking with Map: Reinforced Parallel Map-Augmented Agent for Geolocalization Paper • 2601.05432 • Published 22 days ago • 164
Taming Hallucinations: Boosting MLLMs' Video Understanding via Counterfactual Video Generation Paper • 2512.24271 • Published about 1 month ago • 62
RealUnify: Do Unified Models Truly Benefit from Unification? A Comprehensive Benchmark Paper • 2509.24897 • Published Sep 29, 2025 • 46
OpenGPT-4o-Image: A Comprehensive Dataset for Advanced Image Generation and Editing Paper • 2509.24900 • Published Sep 29, 2025 • 53
MME-VideoOCR: Evaluating OCR-Based Capabilities of Multimodal LLMs in Video Scenarios Paper • 2505.21333 • Published May 27, 2025 • 38
R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning Paper • 2505.02835 • Published May 5, 2025 • 28
Mavors: Multi-granularity Video Representation for Multimodal Large Language Model Paper • 2504.10068 • Published Apr 14, 2025 • 30
MME-Unify: A Comprehensive Benchmark for Unified Multimodal Understanding and Generation Models Paper • 2504.03641 • Published Apr 4, 2025 • 14
MM-RLHF: The Next Step Forward in Multimodal LLM Alignment Paper • 2502.10391 • Published Feb 14, 2025 • 34