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Machine Learning Mastery
December 1st, 2025 at 2:08 PM

Prompt Compression for LLM Generation Optimization and Cost Reduction

Large language models (LLMs) are mainly trained to generate text responses to user queries or prompts, with complex reasoning under the hood that not only involves language generation by predicting each next token in the output sequence, but also entails a deep understanding of the linguistic patterns surrounding the user input text.

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