3 papers
cs.CL2026
Do We Still Need Fine Tuning? Turkish Sentiment Analysis in the Era of Large Language Model
Sercan Karakaş, Yusuf Şimşek
This study examines whether supervised fine-tuning remains necessary for Turkish sentiment analysis in the era of large language models. We compare classical machine learning metho…
cs.CL2026
Benchmarking Source-Sensitive Reasoning in Turkish: Humans and LLMs under Evidential Trust Manipulation
Sercan Karakaş, Yusuf Şimşek
This paper investigates whether source trustworthiness shapes Turkish evidential morphology and whether large language models (LLMs) track this sensitivity. We study the past-domai…
cs.CL2026
From Lemmas to Dependencies: What Signals Drive Light Verbs Classification?
Sercan Karakaş, Yusuf Şimşek
Light verb constructions (LVCs) are a challenging class of verbal multiword expressions, especially in Turkish, where rich morphology and productive complex predicates create minim…