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Researcher's early KV cache quantization benchmarks show no performance difference between f16 and q8 levels on SWE-bench-lite tasks.

r/LocalLLaMAMar 24, 20261 min read
Researcher's early KV cache quantization benchmarks show no performance difference between f16 and q8 levels on SWE-bench-lite tasks.

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3 Key Points

  1. Early results from SWE-bench-lite testing across different KV cache quantization levels show no visible performance gap between f16 and q8

  2. Results for other quantization levels appear inconsistent with random variance between runs, requiring more complete benchmark data across full model sets

  3. Researcher raises concern that SWE-bench may suffer from training data contamination, as models could have been trained on benchmark data, affecting reliability

  4. Public dashboard, repository, and results dataset are available on Hugging Face and GitHub for transparency and reproducibility

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