Pruned-vocab Qwen3.8-27B fits 75K context on 16GB at ~60 tok/s, IFEval unchanged

fakezeta · reddit · 2026-11-15

The author condensed Unsloth's Qwen3.8-27B Q3KXL with bsaleh03's ASCII-Condensed prune tool (keeping only ASCII + Latin-1/Latin-Extended-A), built GGUF and ninfer versions on Hugging Face, adapted iamwavecut's conversion scripts for the smaller vocabulary, and opened a PR upstream. Quality holds: IFEval 84.4% vs 83.9% base (within std dev). On a 5060 Ti 16GB with rk8v4 KV cache it reaches 75K context at 60 tok/s across 541 IFEval samples. A lighter version using Unsloth's separately released low-quant MTP is planned to save 90MB more RAM.

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