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ShinMK
ShinMK3
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๐ New release: Qwen3.6-27B-A3B-Coder A code-specialized MoE carved out of Qwen3.6-35B-A3B by pure expert pruning โ no fine-tuning, no distillation. I profiled all 256 experts on balanced corpora plus targeted code benchmarks (LiveCodeBench + MultiPL-E), built a competence map with the code classes up-weighted 1.5ร, and dropped the 72 weakest experts per layer (256โ184, ~35Bโ27B). Router, attention, norms, the MTP head and the vision tower are all preserved; active params stay at A3B and routing is baked to top-10 (revert to top-8 anytime). ๐ Benchmarks (Q6_K, temp 0.6): โข MultiPL-E 0.840 โข HumanEval 0.970 โข LiveCodeBench 0.688 โข GSM8K 0.970 ยท ARC-C 0.944 ยท AIME 0.733 โข GPQA-Diamond 0.773 ยท MATH-500 0.620 ยท IFEval 0.730 โข Average 0.808 27B footprint, A3B speed, coding that punches well above its size โ and the preserved MTP head gives you speculative decoding out of the box (text + vision). ๐ Model: https://huggingface.co/ManniX-ITA/Qwen3.6-27B-A3B-Coder ๐ฆ GGUF (+MTP): https://huggingface.co/ManniX-ITA/Qwen3.6-27B-A3B-Coder-MTP-GGUF ๐ฆ Ollama: https://ollama.com/mannix/qwen3.6-27b-a3b-coder
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