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cs.IT2026
Semantic Smoothing for Language Models via Distribution Estimation and Embeddings
Haricharan Balasundaram, Swathi Shree Narashiman, Pranay Mathur +1
We propose semantic smoothing, a smoothing method for language models that uses embeddings to share statistical observations across semantically similar contexts. The starting poin…
cs.IT2024★ 1 cited
AlphaZip: Neural Network-Enhanced Lossless Text Compression
Swathi Shree Narashiman, Nitin Chandrachoodan
Data compression continues to evolve, with traditional information theory methods being widely used for compressing text, images, and videos. Recently, there has been growing inter…