Skip a Layer or Loop it? Test-Time Depth Adaptation of Pretrained LLMs Paper • 2507.07996 • Published 2 days ago • 20
Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Paper • 2506.08343 • Published Jun 10 • 49
ColorBench: Can VLMs See and Understand the Colorful World? A Comprehensive Benchmark for Color Perception, Reasoning, and Robustness Paper • 2504.10514 • Published Apr 10 • 47
ColorBench: Can VLMs See and Understand the Colorful World? A Comprehensive Benchmark for Color Perception, Reasoning, and Robustness Paper • 2504.10514 • Published Apr 10 • 47
How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients Paper • 2504.10766 • Published Apr 14 • 40
C3PO: Critical-Layer, Core-Expert, Collaborative Pathway Optimization for Test-Time Expert Re-Mixing Paper • 2504.07964 • Published Apr 10 • 61
Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill? Paper • 2504.06514 • Published Apr 9 • 39
R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model Paper • 2503.05132 • Published Mar 7 • 58
BenTo: Benchmark Task Reduction with In-Context Transferability Paper • 2410.13804 • Published Oct 17, 2024 • 20