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cs.CL2026
Detection Without Correction: A Robust Asymmetry in Activation-Based Hallucination Probing
Dip Roy, Rajiv Misra, Sanjay Kumar Singh +1
Activation-based linear probing is widely proposed as a method for both detecting and correcting hallucinations in autoregressive language models. We present an empirical study acr…
cs.CL2025
HinTel-AlignBench: A Framework and Benchmark for Hindi-Telugu with English-Aligned Samples
Rishikant Chigrupaatii, Ponnada Sai Tulasi Kanishka, Lalit Chandra Routhu +6
With nearly 1.5 billion people and more than 120 major languages, India represents one of the most diverse regions in the world. As multilingual Vision-Language Models (VLMs) gain…
cs.CL2025
GASCADE: Grouped Summarization of Adverse Drug Event for Enhanced Cancer Pharmacovigilance
Sofia Jamil, Aryan Dabad, Bollampalli Areen Reddy +3
In the realm of cancer treatment, summarizing adverse drug events (ADEs) reported by patients using prescribed drugs is crucial for enhancing pharmacovigilance practices and improv…