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cs.CL2026
A PÄninian Foundation for Indic Language Processing
Ritwik Banerjee, Lav R. Varshney
More than a billion people communicate in Indic languages, yet the natural language processing infrastructure serving them remains fragmented and underdeveloped. The cause is struc…
cs.CL2026
A Theoretical Game of Attacks via Compositional Skills
Xinbo Wu, Huan Zhang, Abhishek Umrawal +1
As large language models grow increasingly capable, concerns about their safe deployment have intensified. While numerous alignment strategies aim to restrict harmful behavior, the…
cs.CL2026
Hallucination Basins: A Dynamic Framework for Understanding and Controlling LLM Hallucinations
Kalyan Cherukuri, Lav R. Varshney
Large language models (LLMs) hallucinate: they produce fluent outputs that are factually incorrect. We present a geometric dynamical systems framework in which hallucinations arise…