Buse Giledereli — accepted AI-conference papers

2025

Do Vision-Language Models Really Understand Visual Language?

Yifan Hou, Buse Giledereli, Yilei Tu, Mrinmaya Sachan

ICML 2025poster

Visual language is a system of communication that conveys information through symbols, shapes, and spatial arrangements. Diagrams are a typical example of a visual language depicting complex concepts and their relationships in the form of an image. The symbolic nature of diagrams presents significan…

Cited by 2 Source ↗PDF ↗Scholar ↗

2021

Balancing Methods for Multi-label Text Classification with Long-Tailed Class Distribution

Yi Huang, Buse Giledereli, Abdullatif Köksal, Arzucan Özgür, Elif Ozkirimli

EMNLP 2021main

Multi-label text classification is a challenging task because it requires capturing label dependencies. It becomes even more challenging when class distribution is long-tailed. Resampling and re-weighting are common approaches used for addressing the class imbalance problem, however, they are not ef…

Cited by 95 Source ↗PDF ↗code ↗Scholar ↗