Gemma3.5-48B-A4B-Q4_K_M
by XxACCOxX
Gemma3.5-48B-A4B-Q4_K_M is a community-built GGUF release that combines the instruction behavior of Gemma 3 27B with the Gemma 4 26B A4B MoE backbone through full-layer activation-distilled donor experts.
The model keeps the original Gemma 4 expert bank intact, appends a second donor bank derived from Gemma 3 across all 30 language layers, and preserves a Gemma 4-compatible inference path for local deployment.
Model Summary
- Formal name:
Gemma3.5-48B-A4B-Q4_K_M
- Architecture:
gemma4
- Quantization:
Q4_K_M
- Total parameters:
48.1B
- Estimated active parameters:
~3.8B
- Context length:
262,144
- Total experts:
256
- Experts used per token:
8
- Expert layout:
- slots
0..127: original Gemma 4 experts
- slots
128..255: Gemma 3 activation-distilled donor experts
Construction
This model uses Gemma 4 26B A4B as the base MoE runtime and appends a full 30-layer donor expert bank derived from Gemma 3 27B.
The donor side was built through activation distillation rather than direct dense replacement. Non-expert backbone tensors remain aligned with the Gemma 4 runtime layout, while the appended donor experts extend the expert bank without overwriting the original Gemma 4 experts.
Previous release from the same author:
MMLU-Pro No-Think Result
On a fixed stratified MMLU-Pro subset with 280 items, 20 items per category across 14 categories, seed = 42, think = false, and num_predict = 2048, the model reaches:
Gemma3.5-48B-A4B-Q4_K_M: 63.21% (177 / 280)Gemma 4 26B A4B base: 55.71% (156 / 280)
This is a +7.50 point improvement over the original Gemma 4 26B A4B base under the same no-think configuration.
Intended Use
Gemma3.5-48B-A4B-Q4_K_M is intended for local instruction-following use in direct-answer mode, with strong emphasis on general chat, mathematics, technical prompts, and broad knowledge tasks while retaining a relatively small active path compared with its total parameter count.
Format
This release is provided as a GGUF model for local inference stacks such as llama.cpp and Ollama-based workflows.
License
This release is derived from both Gemma 3 and Gemma 4 upstream checkpoints.
Gemma 4 model pages are published under Apache 2.0, while Gemma 3 model access remains tied to Google's usage license. Because this release combines both upstream lines, it should not be represented as a pure Apache-2.0 model artifact.
Use and redistribution should follow the applicable upstream terms for both source model families.
