Franceschelli Giorgio

DiffSampling: Enhancing Diversity and Accuracy in Neural Text Generation

2025 · arXiv (Cornell University)

Despite their growing capabilities, language models still frequently reproduce content from their training data, generate repetitive text, and favor common grammatical patterns and vocabulary. A possible cause is the decoding strategy: the most common strategies …