Qwen3.6-35B-A3B-Tool-Slo-GGUF

Qwen3.6-35B-A3B Tool Slo (GGUF)

Trained by MediaAtlas — LLM fine-tuning on your own data, trained in the EU, weights delivered. Pricing · All our models

Na kratko: Slovenski model (35B MoE, 3B aktivnih) za zanesljive klice orodij skozi cel večkoračni pogovor, v Qwen XML formatu. Teče lokalno (llama.cpp, LM Studio); GGUF z vizualnim projektorjem. Sprejme tudi slike.

In short (EN): Slovenian 35B MoE model (3B active) fine-tuned for reliable native tool / function calling across multi-turn conversations (Qwen3.6 XML format). GGUF with vision projector for llama.cpp / LM Studio. Slovenian continued pretraining + instruction SFT + agentic tool-calling SFT (APIGen-MT, ToolACE, Hermes).

Vision / slike: takes images too. Load the mmproj-*.gguf next to the model (llama.cpp --mmproj; LM Studio pairs it automatically). Our training was text-only: image understanding is the base model's and was not evaluated in Slovenian.

Slovenski pogovorni / glasovni model z zanesljivim, izboljšanim klicanjem orodij (function / tool calling), grajen na Qwen3.6-35B-A3B.

Dodatno SFT fine-tunan za multi-turn agentske tool-calling delotoke, na:

• Salesforce / APIGen-MT-5k — multi-turn agentic (tau-bench slog)
• Team-ACE / ToolACE — raznolik function-calling
• NousResearch Hermes function-calling

Cilj: zanesljivo native function-calling skozi cel pogovor (ne le v prvi izmenjavi).

Datoteke

• Native tool-calling v Qwen3.6 XML formatu (<tool_call><function=...><parameter=...></parameter></function></tool_call>)
• MTP ohranjen; kontekst do 256k
• Del lokalnega slovenskega glasovnega + vizualnega asistenta (ASR → LLM → TTS)

Zagon (llama.cpp / LM Studio)

llama-server -m qwen3.6-35b-a3b-tool-slo-Q4_K_M.gguf \
  --mmproj mmproj-qwen3.6-35b-a3b-tool-slo-F16.gguf \
  --jinja -ngl 99 -c 40960

--jinja vklopi tool-calling prek vgrajenega chat templata.

License

Base Qwen/Qwen3.6-35B-A3B is Apache-2.0. Training data carries its own terms: Slovenian Wikipedia (CC BY-SA 4.0), FineWeb2-sl (ODC-BY 1.0), APIGen-MT, ToolACE and Hermes function-calling datasets. Marked license: other; resolve data terms before commercial use.

Citation

Cite this work (Tadej Fius, MediaAtlas Ltd):

@misc{fius2026qwen35btoolgguf,
  title        = {Qwen3.6-35B-A3B Tool-Slo (GGUF)},
  author       = {Fius, Tadej},
  year         = {2026},
  publisher    = {MediaAtlas Ltd},
  howpublished = {Hugging Face},
  url          = {https://huggingface.co/texdata/Qwen3.6-35B-A3B-Tool-Slo-GGUF}
}

Upstream / source citations:

@misc{qwen3, title={Qwen3 Technical Report}, author={{Qwen Team}}, year={2025}, url={https://huggingface.co/Qwen}}
@misc{wikipedia_sl, title={Slovenian Wikipedia}, author={{Wikimedia Foundation}}, note={CC BY-SA 4.0}, url={https://sl.wikipedia.org}}
@misc{penedo2024fineweb2, title={FineWeb2}, author={Penedo, G. and others}, year={2024}, url={https://huggingface.co/datasets/HuggingFaceFW/fineweb-2}}
@article{liu2024apigen, title={APIGen: Automated Pipeline for Generating Verifiable and Diverse Function-Calling Datasets}, author={Liu, Zuxin and others}, journal={NeurIPS}, year={2024}}
@misc{hermes_fc, title={Hermes Function-Calling Datasets}, author={{NousResearch}}, url={https://huggingface.co/NousResearch}}

CPT: Slovenian Wikipedia (CC BY-SA), FineWeb2-sl (ODC-BY). Tools: Hermes + APIGen/xLAM.