Text Generation
Transformers
Safetensors
English
Chinese
deep-research
qwen3
sft
rl
agent
web-search
# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("qzdc/QREF", device_map="auto")Quick Links
QREF — Deep-Research Agent (Qwen3-8B SFT + RL)
Final checkpoints of our deep-research / web-agent pipeline, built on top of Qwen3-8B.
| Subfolder | Stage | Training step |
|---|---|---|
SFT/ |
Supervised Fine-Tuning | global_step = 1099 |
RL/ |
Reinforcement Learning | global_step = 166 |
Both checkpoints share the same architecture (Qwen3ForCausalLM, bfloat16) and tokenizer as the base model.
License
Apache-2.0, following the base model's license.
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="qzdc/QREF")