Gary Farmaner — accepted AI-conference papers

2025

Neural Document Segmentation Using Weighted Sliding Windows with Transformer Encoders

Saeed Abbasi, Aijun An, Heidar Davoudi, Ron Di Carlantonio, Gary Farmaner

COLING 2025industry

We introduce a novel Transformer-based method for document segmentation, tailored for practical, real-world applications. This method utilizes overlapping text sequences with a unique position-aware weighting mechanism to enhance segmentation accuracy. Through comprehensive experiments on both publi…

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2024

Generating Vehicular Icon Descriptions and Indications Using Large Vision-Language Models

James Fletcher, Nicholas Dehnen, Seyed Nima Tayarani Bathaie, Aijun An, Heidar Davoudi, Ron DiCarlantonio +1

EMNLP 2024industry

To enhance a question-answering system for automotive drivers, we tackle the problem of automatic generation of icon image descriptions. The descriptions can match the driver’s query about the icon appearing on the dashboard and tell the driver what is happening so that they may take an appropriate…

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