Darshan Girish Deshpande — accepted AI-conference papers

2025

Browsing Lost Unformed Recollections: A Benchmark for Tip-of-the-Tongue Search and Reasoning

Sky CH-Wang, Darshan Girish Deshpande, Smaranda Muresan, Anand Kannappan, Rebecca Qian

ACL 2025long

We introduce Browsing Lost Unformed Recollections, a tip-of-the-tongue known-item search and reasoning benchmark for general AI assistants. BLUR introduces a set of 573 real-world validated questions that demand searching and reasoning across multimodal and multilingual inputs, as well as proficient…

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2024

Robust Text Classification: Analyzing Prototype-Based Networks

Zhivar Sourati, Darshan Girish Deshpande, Filip Ilievski, Kiril Gashteovski, Sascha Saralajew

EMNLP 2024finding

Downstream applications often require text classification models to be accurate and robust. While the accuracy of state-of-the-art Language Models (LMs) approximates human performance, they often exhibit a drop in performance on real-world noisy data. This lack of robustness can be concerning, as ev…

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