Instructions to use mradermacher/Gemma3-12B-CIC-SciCite-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use mradermacher/Gemma3-12B-CIC-SciCite-GGUF with Transformers:

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("mradermacher/Gemma3-12B-CIC-SciCite-GGUF", dtype="auto")

llama-cpp-python

How to use mradermacher/Gemma3-12B-CIC-SciCite-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="mradermacher/Gemma3-12B-CIC-SciCite-GGUF",
	filename="Gemma3-12B-CIC-SciCite.IQ4_XS.gguf",
)

llm.create_chat_completion(
	messages = "No input example has been defined for this model task."
)

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use mradermacher/Gemma3-12B-CIC-SciCite-GGUF with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf mradermacher/Gemma3-12B-CIC-SciCite-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf mradermacher/Gemma3-12B-CIC-SciCite-GGUF:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf mradermacher/Gemma3-12B-CIC-SciCite-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf mradermacher/Gemma3-12B-CIC-SciCite-GGUF:Q4_K_M

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf mradermacher/Gemma3-12B-CIC-SciCite-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf mradermacher/Gemma3-12B-CIC-SciCite-GGUF:Q4_K_M

Build from source code

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf mradermacher/Gemma3-12B-CIC-SciCite-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf mradermacher/Gemma3-12B-CIC-SciCite-GGUF:Q4_K_M

Use Docker

docker model run hf.co/mradermacher/Gemma3-12B-CIC-SciCite-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use mradermacher/Gemma3-12B-CIC-SciCite-GGUF with Ollama:
```
ollama run hf.co/mradermacher/Gemma3-12B-CIC-SciCite-GGUF:Q4_K_M
```

Unsloth Studio

How to use mradermacher/Gemma3-12B-CIC-SciCite-GGUF with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for mradermacher/Gemma3-12B-CIC-SciCite-GGUF to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for mradermacher/Gemma3-12B-CIC-SciCite-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for mradermacher/Gemma3-12B-CIC-SciCite-GGUF to start chatting

Atomic Chat new
Docker Model Runner
How to use mradermacher/Gemma3-12B-CIC-SciCite-GGUF with Docker Model Runner:
```
docker model run hf.co/mradermacher/Gemma3-12B-CIC-SciCite-GGUF:Q4_K_M
```

Lemonade

How to use mradermacher/Gemma3-12B-CIC-SciCite-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull mradermacher/Gemma3-12B-CIC-SciCite-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.Gemma3-12B-CIC-SciCite-GGUF-Q4_K_M

List all available models

lemonade list

mradermacher commited on Jul 10, 2025

Commit

5ae273e

verified ·

1 Parent(s): 41ee370

auto-patch README.md

Browse files

Files changed (1) hide show

README.md +7 -4

README.md CHANGED Viewed

@@ -6,11 +6,9 @@ language:
 - en
 library_name: transformers
 license: gemma
 quantized_by: mradermacher
-tags:
-- scientometrics
-- citation_analysis
-- citation_intent_classification
 ---
 ## About
@@ -22,6 +20,9 @@ tags:
 static quants of https://huggingface.co/sknow-lab/Gemma3-12B-CIC-SciCite
 <!-- provided-files -->
 weighted/imatrix quants seem not to be available (by me) at this time. If they do not show up a week or so after the static ones, I have probably not planned for them. Feel free to request them by opening a Community Discussion.
 ## Usage
@@ -35,6 +36,8 @@ more details, including on how to concatenate multi-part files.
 | Link | Type | Size/GB | Notes |
 |:-----|:-----|--------:|:------|
 | [GGUF](https://huggingface.co/mradermacher/Gemma3-12B-CIC-SciCite-GGUF/resolve/main/Gemma3-12B-CIC-SciCite.Q2_K.gguf) | Q2_K | 4.9 |  |
 | [GGUF](https://huggingface.co/mradermacher/Gemma3-12B-CIC-SciCite-GGUF/resolve/main/Gemma3-12B-CIC-SciCite.Q3_K_S.gguf) | Q3_K_S | 5.6 |  |
 | [GGUF](https://huggingface.co/mradermacher/Gemma3-12B-CIC-SciCite-GGUF/resolve/main/Gemma3-12B-CIC-SciCite.Q3_K_M.gguf) | Q3_K_M | 6.1 | lower quality |

 - en
 library_name: transformers
 license: gemma
+mradermacher:
+  readme_rev: 1
 quantized_by: mradermacher
 ---
 ## About
 static quants of https://huggingface.co/sknow-lab/Gemma3-12B-CIC-SciCite
 <!-- provided-files -->
+***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Gemma3-12B-CIC-SciCite-GGUF).***
 weighted/imatrix quants seem not to be available (by me) at this time. If they do not show up a week or so after the static ones, I have probably not planned for them. Feel free to request them by opening a Community Discussion.
 ## Usage
 | Link | Type | Size/GB | Notes |
 |:-----|:-----|--------:|:------|
+| [GGUF](https://huggingface.co/mradermacher/Gemma3-12B-CIC-SciCite-GGUF/resolve/main/Gemma3-12B-CIC-SciCite.mmproj-Q8_0.gguf) | mmproj-Q8_0 | 0.7 | multi-modal supplement |
+| [GGUF](https://huggingface.co/mradermacher/Gemma3-12B-CIC-SciCite-GGUF/resolve/main/Gemma3-12B-CIC-SciCite.mmproj-f16.gguf) | mmproj-f16 | 1.0 | multi-modal supplement |
 | [GGUF](https://huggingface.co/mradermacher/Gemma3-12B-CIC-SciCite-GGUF/resolve/main/Gemma3-12B-CIC-SciCite.Q2_K.gguf) | Q2_K | 4.9 |  |
 | [GGUF](https://huggingface.co/mradermacher/Gemma3-12B-CIC-SciCite-GGUF/resolve/main/Gemma3-12B-CIC-SciCite.Q3_K_S.gguf) | Q3_K_S | 5.6 |  |
 | [GGUF](https://huggingface.co/mradermacher/Gemma3-12B-CIC-SciCite-GGUF/resolve/main/Gemma3-12B-CIC-SciCite.Q3_K_M.gguf) | Q3_K_M | 6.1 | lower quality |