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Abhanshu Sharma

3 accepted papers

2024

Chart-based Reasoning: Transferring Capabilities from LLMs to VLMs

NAACL 2024findings

Vision-language models (VLMs) are achieving increasingly strong performance on multimodal tasks. However, reasoning capabilities remain limited particularly for smaller VLMs, while those of large-language models (LLMs) have seen numerous improvements. We pro-pose a technique to transfer capabilities…

2024

ScreenAI: A Vision-Language Model for UI and Infographics Understanding

IJCAI 2024poster

Screen user interfaces (UIs) and infographics, sharing similar visual language and design principles, play important roles in human communication and human-machine interaction. We introduce ScreenAI, a vision-language model that specializes in UI and infographics understanding. Our model improves…

2022

Towards Better Semantic Understanding of Mobile Interfaces

COLING 2022main

Improving the accessibility and automation capabilities of mobile devices can have a significant positive impact on the daily lives of countless users. To stimulate research in this direction, we release a human-annotated dataset with approximately 500k unique annotations aimed at increasing the und…