Prefix Tuning ICML'23 BLIP-2 Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Math Reasoning ACL'25 A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model Benchmark, Method & Challenges ICML'25 CogMath Assessing LLMs’ Authentic Mathematical Ability from a Human Cognitive Perspective