19 citations · 21 across the 5 of their papers we have counts for
5 papers
LIME-LLM: Probing Models with Fluent Counterfactuals, Not Broken Text
George Mihaila, Suleyman Olcay Polat, Poli Nemkova +3
Local explanation methods such as LIME (Ribeiro et al., 2016) remain fundamental to trustworthy AI, yet their application to NLP is limited by a reliance on random token masking. T…
Synthetic Adaptive Guided Embeddings (SAGE): A Novel Knowledge Distillation Method
Suleyman Olcay Polat, Poli A. Nemkova, Mark V. Albert
Model distillation enables the transfer of knowledge from large-scale models to compact student models, facilitating deployment in resource-constrained environments. However, conve…
Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports
Poli A. Nemkova, Suleyman O. Polat, Rafid I. Jahan +4
Timely and accurate situation awareness is vital for decision-making in humanitarian response, conflict monitoring, and early warning and early action. However, the manual analysis…
Detecting Human Rights Violations on Social Media during Russia-Ukraine War
Poli Nemkova, Solomon Ubani, Suleyman Olcay Polat +2
The present-day Russia-Ukraine military conflict has exposed the pivotal role of social media in enabling the transparent and unbridled sharing of information directly from the fro…
ZeroShotDataAug: Generating and Augmenting Training Data with ChatGPT
Solomon Ubani, Suleyman Olcay Polat, Rodney Nielsen
In this paper, we investigate the use of data obtained from prompting a large generative language model, ChatGPT, to generate synthetic training data with the aim of augmenting dat…