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Advancements in Multimodal Models for Mathematical Analysis
The chapter delves into the Math Search benchmark, highlighting the utilization of image multi-model models for mathematical analysis tasks such as identifying function zeros and discontinuities. It discusses models like LAMMA, QN, and GPT4V, emphasizing the gap between human accuracy and AI models in reasoning on mathematical plots. The chapter also explores speculative decoding in multimodal language models, the concept of draft models to approximate larger model outputs, and distillation techniques for training smaller models in various domains.