3 papers
cs.CL2026
MD-ProTector: Positioning Multiple Data-Driven Prototypes for LLM-Generated Text Detection
Jinmo Han, Jimin Hong, Chanyeong Moon +3
As LLM-generated content becomes more sophisticated, detection systems for distinguishing those texts from human-written text must operate at scale while handling diverse writing s…
eess.AS2026
SpectCount: Spectrotemporal Counting via Synthetic Signals Improves Large Audio Language Models
Seonuk Kim, Yonghyeon Jun, Ju Yeon Kang +3
Large audio language models (LALMs) extend large language models with an audio encoder and large-scale audio data. However, the scarcity of high-quality annotated audio data remain…
cs.CL2025
The Comparative Trap: Pairwise Comparisons Amplifies Biased Preferences of LLM Evaluators
Hawon Jeong, ChaeHun Park, Jimin Hong +2
As large language models (LLMs) are increasingly used as evaluators for natural language generation tasks, ensuring unbiased assessments is essential. However, LLM evaluators often…