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20232026
most citedHow Robust are LLMs to In-Context Majority Label Bias?

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cs.CL2026

Same Text, Different Prediction: Serving-Context Nondeterminism in Text Classifiers

Santhosh Kumar Kasa, Siva Rajesh Kasa, Sumit Negi

Deterministic inference is essential for reliable and trustworthy machine learning. Prior studies of text generation have shown that changing factors such as batch size, batch comp…

cs.CL2026

DIVERSED: Relaxed Speculative Decoding via Dynamic Ensemble Verification

Ziyi Wang, Siva Rajesh Kasa, Ankith M S +6

Speculative decoding is an effective technique for accelerating large language model inference by drafting multiple tokens in parallel. In practice, its speedup is often bottleneck…