Abstract: State-of-the-art Visual Question Answering (VQA) systems have demonstrated promising performance in solving visual relationship-based reasoning problems. However, they struggle in solving ...

General market revenue decline-- John Forsyth stated that "that proportion of our revenue is very high because of the product launch from our largest customer," while "other temporary factors that ...

We propose a two-dual MathForge framework to improve mathematical reasoning by targeting harder questions from both perspectives, which comprises a Difficulty-Aware Group Policy Optimization (DGPO) ...

Abstract: This paper presents LogiCode, a novel framework that leverages Large Language Models (LLMs) for identifying logical anomalies in industrial settings, moving beyond the traditional focus on ...