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2 articles found

The ‘Q4_K_M’ Illusion: Why KL Divergence and Perplexity Are Your Only Friends in the GGUF Wild West
benchmarking
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The ‘Q4_K_M’ Illusion: Why KL Divergence and Perplexity Are Your Only Friends in the GGUF Wild West

A data-driven approach to evaluating quantized LLMs reveals that not all Q4_K_M files are created equal. KL Divergence and Perplexity metrics expose the hidden variance in quantization quality, helping you avoid the ‘vibes-based’ selection trap.

#benchmarking#gguf#kl-divergence...
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Food Truck AI Benchmark: When 8 Out of 12 LLMs Go Bankrupt Taking Loans
benchmarking

Food Truck AI Benchmark: When 8 Out of 12 LLMs Go Bankrupt Taking Loans

A new business simulation benchmark reveals catastrophic financial illiteracy in language models, with a 100% bankruptcy rate among AI agents that take loans and only 4 models surviving a 30-day food truck challenge.

#benchmarking#business-simulation#financial-risk
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