ColorBench: Can VLMs See and Understand the Colorful World? A Comprehensive Benchmark for Color Perception, Reasoning, and Robustness Paper • 2504.10514 • Published Apr 10, 2025 • 48
How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients Paper • 2504.10766 • Published Apr 14, 2025 • 40
Towards Visual Text Grounding of Multimodal Large Language Model Paper • 2504.04974 • Published Apr 7, 2025 • 17
C3PO: Critical-Layer, Core-Expert, Collaborative Pathway Optimization for Test-Time Expert Re-Mixing Paper • 2504.07964 • Published Apr 10, 2025 • 62
Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill? Paper • 2504.06514 • Published Apr 9, 2025 • 39
What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective Paper • 2410.23743 • Published Oct 31, 2024 • 64
BenTo: Benchmark Task Reduction with In-Context Transferability Paper • 2410.13804 • Published Oct 17, 2024 • 20
Your Mixture-of-Experts LLM Is Secretly an Embedding Model For Free Paper • 2410.10814 • Published Oct 14, 2024 • 51
WALL-E: World Alignment by Rule Learning Improves World Model-based LLM Agents Paper • 2410.07484 • Published Oct 9, 2024 • 51