Junhua Liu

Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models

2024 · arXiv (Cornell University)

Large language models (LLMs) have demonstrated impressive reasoning capabilities, particularly in textual mathematical problem-solving. However, existing open-source image instruction fine-tuning datasets, containing limited question-answer pairs per image, do not fully exploit visual information to enhance …

Fast Bibliography Pre-Selection via Two-Vector Semantic Representations

2024

In academic writing, bibliography compilations is essential but time-consuming, often requiring repeated searches for references. Hence, an efficient tool for faster bibliography compilation is needed. Our work offers a solution to the challenges of managing …