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cs.CL2026
Can News Predict the Market? Limits of Zero-Shot Financial NLP and the Role of Explainable AI
Ali M Karaoglu, Shreyank N Gowda
Can financial news reliably predict short-term stock movements? Despite advances in large language models, this question remains unresolved. We revisit this problem using a zero-sh…
cs.CL2026
Prompt Injection Detection is Regime-Dependent: A Deployment-Aware Evaluation with Interpretable Structural Signals
Akindoyin Akinrele, Shreyank N Gowda
Prompt injection poses a critical threat to the safe deployment of large language models, yet existing detection approaches are typically evaluated under limited settings that do n…
cs.CL2026
An Empirical Study of Multi-Generation Sampling for Jailbreak Detection in Large Language Models
Hanrui Luo, Shreyank N Gowda
Detecting jailbreak behaviour in large language models remains challenging, particularly when strongly aligned models produce harmful outputs only rarely. In this work, we present…