ManniX-ITA/Qwen3.6-27B-A3B-CoderX-MTP-GGUF
Text Generation β’ 26B β’ Updated β’ 1
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posted an update about 14 hours ago
π Qwen3.6-27B-A3B-CoderX β the long-horizon sibling to A3B-Coder. Same 256β184 expert budget (~35Bβ27B, A3B active), different selection: our saliency map picks the keep-set, a REAP-style per-layer floor (p=24) protects the tail, and the 72 evicted experts per layer are folded DERN-style into the survivors instead of discarded. No fine-tuning, no distillation.
π Q6_K + imatrix, llama.cpp b9700, greedy, one pinned geometry per bench, same host β CoderX / A3B-Coder / unpruned 256e:
β‘ LiveCodeBench v6 (77q, 24k think) β 72.73 / 61.04 / 61.04 β +11.7pp over both
β
HumanEval+ (164) β 96.95 / 95.12 / 93.90 β best of the three
π€ MultiPL-E-100 (rs+java+js) β 88.67 / 89.00 / 91.00
β οΈ Read that last row honestly: a same-basis repeat of MultiPL-E moved 1.0pp on batch-scheduling nondeterminism alone. The 0.33pp CoderXβCoder gap is INSIDE that band β a tie. The 2.33pp gap to the base is outside it and real. CoderX takes Rust (0.85 vs 0.81), gives up JS (0.92 vs 0.96).
π― Ships top-8, and that was measured, not assumed: MBPP-full 78.4 / 79.0 at top-8 vs 73.2 / 73.0 at top-10. Opposite call from A3B-Coder, which bakes top-10.
π§ It thinks long β LCB median completion ~15.8k tokens vs ~2.2k for Coder. The length is where the win comes from; give it context headroom rather than clamping it.
π¬ Not measured yet: the canonical 9-bench. GPQA / MATH-500 / IFEval are deliberately NOT quoted β treat the non-code profile as unknown. Coder remains the one with a published 9-bench table.
π¦ bf16 safetensors (text-only) Β· 19 GGUF tiers, EVERY K/I-quant imatrix-built and verified by reading quantize.imatrix.* back out of each uploaded file Β· Ollama 39 tags (19 text + 19 vision-<tier> + :latest). MTP in every tier β draft_num_predict 3 gives 190β252 tok/s (+33%) on an RTX 5080.
π https://huggingface.co/ManniX-ITA/Qwen3.6-27B-A3B-CoderX
π https://huggingface.co/ManniX-ITA/Qwen3.6-27B-A3B-CoderX-MTP-GGUF
π https://ollama.com/mannix/qwen3.6-27b-a3b-coderx updated a collection about 14 hours ago
Qwen-3.6 updated a collection about 14 hours ago
Qwen-3.6Organizations
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ManniX-ITA/Qwen3.6-27B-A3B-CoderX
Text Generation β’ 26B β’ Updated β’ 1
ManniX-ITA/Qwen3.6-27B-A3B-Coder
Text Generation β’ 27B β’ Updated β’ 618 β’ 6
ManniX-ITA/Qwen3.6-27B-Omnimerge-v4-MTP-GGUF
27B β’ Updated β’ 4.9k β’ 9
ManniX-ITA/Qwen3.6-27B-Omnimerge-v4-GGUF
Image-Text-to-Text β’ 27B β’ Updated β’ 7.06k β’ 36
ManniX-ITA/Qwen3.6-27B-Omnimerge-v4
Image-Text-to-Text β’ 28B β’ Updated β’ 56 β’ 14
ManniX-ITA/gemma-4-A4B-98e-v6-coder-it-GGUF
20B β’ Updated β’ 11.5k β’ 5
ManniX-ITA/gemma-4-A4B-98e-v7-coderx-it-GGUF
20B β’ Updated β’ 19k β’ 7
ManniX-ITA/gemma-4-A4B-98e-v7-coder-it-GGUF
20B β’ Updated β’ 14.2k β’ 9
ManniX-ITA/Qwen3.6-27B-A3B-Coder-MTP-GGUF
Text Generation β’ 26B β’ Updated β’ 101k β’ 34
ManniX-ITA/gemma-4-A4B-98e-v6-coder-it
20B β’ Updated β’ 28 β’ 1
ManniX-ITA/gemma-4-A4B-98e-v7-coderx-it
20B β’ Updated β’ 48 β’ 2
ManniX-ITA/gemma-4-A4B-98e-v7-coder-it
20B β’ Updated β’ 77
ManniX-ITA/Qwen3.5-4B-M3-Fisher
Text Generation β’ 5B β’ Updated β’ 174
ManniX-ITA/gemma-4-31b-he1-it
Text Generation β’ 31B β’ Updated β’ 78 β’ 2
ManniX-ITA/gemma-4-A4B-98e-v7-coder-NVFP4A16
11B β’ Updated β’ 86
ManniX-ITA/gemma-4-A4B-98e-v7-coderx-NVFP4A16
11B β’ Updated β’ 13
ManniX-ITA/opencoti-llamafile
Updated β’ 280 β’ 1
ManniX-ITA/Qwen3.5-4B-MicroCoder-GGUF
4B β’ Updated β’ 94 β’ 2
ManniX-ITA/Qwen3.5-4B-M8-GGUF
4B β’ Updated β’ 92
ManniX-ITA/gemma-4-31B-it-assistant-GGUF
0.5B β’ Updated β’ 74
ManniX-ITA/gemma-4-26B-A4B-it-assistant-GGUF
0.4B β’ Updated β’ 98
ManniX-ITA/gemma-4-12B-it-assistant-GGUF
0.4B β’ Updated β’ 159
ManniX-ITA/gemma-4-E4B-it-assistant-GGUF
78.8M β’ Updated β’ 68
ManniX-ITA/gemma-4-E2B-it-assistant-GGUF
78M β’ Updated β’ 71
ManniX-ITA/Qwen3.5-4B-MicroCoder
Image-Text-to-Text β’ 5B β’ Updated β’ 12
ManniX-ITA/gemma-4-A4B-98e-v5-coder-it
20B β’ Updated β’ 16 β’ 3
ManniX-ITA/gemma-4-A4B-98e-v5-it
20B β’ Updated β’ 11
ManniX-ITA/gemma-4-31b-he1-it-NVFP4A16
Text Generation β’ 17B β’ Updated β’ 11
ManniX-ITA/Gemma-4-31B-it-NVFP4A16
Text Generation β’ 17B β’ Updated β’ 17