most citedJPS: Jailbreak Multimodal Large Language Models with Collaborative Visual Perturbation and Textual Steering

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cs.CL2026

Test-Time Training with Next-Token Prediction

Xuan Ouyang, Zefan Cai, Junjie Hu

Next-token prediction is the self-supervised signal that trains language models, and every observed prompt token provides the same signal at test time. We study whether this signal…

cs.CL2026

EvoPool: Evolutionary Programmatic Annotation for Label-Efficient Specialized Supervision

Tianyi Xu, Yaolun Zhang, Xuan Ouyang +1

Large language models excel at general tasks but underperform smaller supervised models in specialized, high-stakes domains where training labels are costly. We address this regime…