Text Generation
Safetensors
GGUF
English
qwen3
calibration
abstention
uncertainty
reasoning
conversational
Eval Results (legacy)
Instructions to use LuzCommand/lil-beastie-4b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use LuzCommand/lil-beastie-4b with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf LuzCommand/lil-beastie-4b:BF16 # Run inference directly in the terminal: llama cli -hf LuzCommand/lil-beastie-4b:BF16
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf LuzCommand/lil-beastie-4b:BF16 # Run inference directly in the terminal: llama cli -hf LuzCommand/lil-beastie-4b:BF16
Build from source code
git clone https://github.com/ggml-org/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-app # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama serve -hf LuzCommand/lil-beastie-4b:BF16 # Run inference directly in the terminal: ./build/bin/llama cli -hf LuzCommand/lil-beastie-4b:BF16
Use Docker
docker model run hf.co/LuzCommand/lil-beastie-4b:BF16
- Llama new
- LM Studio
- Jan
- vLLM
How to use LuzCommand/lil-beastie-4b with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "LuzCommand/lil-beastie-4b" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "LuzCommand/lil-beastie-4b", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/LuzCommand/lil-beastie-4b:BF16
- Ollama
How to use LuzCommand/lil-beastie-4b with Ollama:
ollama run hf.co/LuzCommand/lil-beastie-4b:BF16
- Unsloth Desktop
- Pi
How to use LuzCommand/lil-beastie-4b with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf LuzCommand/lil-beastie-4b:BF16
Configure the model in Pi
# Install Pi: npm install -g @earendil-works/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "llama-cpp": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "LuzCommand/lil-beastie-4b:BF16" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use LuzCommand/lil-beastie-4b with Docker Model Runner:
docker model run hf.co/LuzCommand/lil-beastie-4b:BF16
- Lemonade
How to use LuzCommand/lil-beastie-4b with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull LuzCommand/lil-beastie-4b:BF16
Run and chat with the model
lemonade run user.lil-beastie-4b-BF16
List all available models
lemonade list
- Hermes Agent
How to use LuzCommand/lil-beastie-4b with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf LuzCommand/lil-beastie-4b:BF16
Configure Hermes
# Install Hermes: curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash hermes setup # Point Hermes at the local server: hermes config set model.provider custom hermes config set model.base_url http://127.0.0.1:8080/v1 hermes config set model.default LuzCommand/lil-beastie-4b:BF16
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use LuzCommand/lil-beastie-4b with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf LuzCommand/lil-beastie-4b:BF16
Configure OpenClaw
# Install OpenClaw: npm install -g openclaw@latest # Register the local server and set it as the default model: openclaw onboard --non-interactive --mode local \ --auth-choice custom-api-key \ --custom-base-url http://127.0.0.1:8080/v1 \ --custom-model-id "LuzCommand/lil-beastie-4b:BF16" \ --custom-provider-id llama-cpp \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
Commit History
6 days ago
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card: matched-coverage ablation, scoring rules, Ollama quickstart, related work, limitations
Verified signaturef764f93
11 days ago
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Card: side benches (PopQA, SelfAware, SQuAD 2.0, GSM8K/MATH-500, IFEval), caution cost, consistency fixes
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12 days ago
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Card: Q4 not supported, use q8
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13 days ago
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Card: remove specimen reference
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Card: AIME restated on the 58 never-trained problems (38 were in the training lineage); HumanEval vs base (no coding cost); every measured number now rescores from the eval bundle
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Card provenance: correct the stage description after a lineage audit (the first stage was a light SFT pass plus short GRPO runs on math, not GRPO for brevity)
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Card provenance: state the method class (staged LoRA: terse GRPO, IDK-format SFT, abstention-aware GRPO) and the real training data (339 MMLU-Pro ids + GSM8K/MATH/AIME); reward design, data selection and hyperparameters stay private
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Card: lead with the controlled ablation; one-pass numbers; exact vote gate; fix reproduce deck + pin vLLM 0.27.1; third-party quant guidance; temperature note; hardware fix
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15 days ago
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Card: corrected AIME results (clean-prompt re-measure; 640-rollout line was a prompt artifact)
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