Tag: model compression
Jan, 31 2026
Benchmarking Compressed LLMs on Real-World Tasks: A Practical Guide
Learn how to properly benchmark compressed LLMs using ACBench, LLMCBench, and GuideLLM to avoid deployment failures. Real-world performance matters more than size or speed.
Jul, 15 2025
Calibration and Outlier Handling in Quantized LLMs: How to Preserve Accuracy When Compressing Models
Learn how calibration and outlier handling preserve accuracy in quantized LLMs, from 4-bit compression techniques to real-world performance trade-offs and best practices for deployment.
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