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ElvisWang111
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Model Details
Model Provider
ElvisWang111
Model Tree
Qwen/Qwen3-4B
Input Modalities
Output Modalities
Supported Functionality
The model is initialized from Qwen3-4B and fine-tuned on workflow-conditioned mathematical reasoning data. The training examples pair problems with external workflows of varying quality so that the model can learn to use helpful guidance while handling misleading guidance.
This checkpoint is intended for research on mathematical reasoning, external workflow utilization, and robustness to incorrect guidance. It corresponds to the SFT stage reported in the paper.
python
from transformers import AutoModelForCausalLM, AutoTokenizer model_id = "ElvisWang111/Qwen3-4B-OutsideTheBox-SFT"tokenizer = AutoTokenizer.from_pretrained(model_id)model = AutoModelForCausalLM.from_pretrained( model_id, torch_dtype="auto", device_map="auto",)Qwen/Qwen3-4B