Setting	Value
Inference dtype	BF16
Context length	8,192
Generation temperature	0
Maximum new tokens per action	512
Maximum agent turns	8
Retrieval top-k	5
Retrieval corpus	Wikipedia 2018 (`wiki18`)

For example, the model server can be started with:

bash

vllm serve sxiong/DeepControl-Qwen2.5-3B \
  --dtype bfloat16 \
  --max-model-len 8192

Loading the model alone does not provide retrieval. It requires the DeepControl system prompt, action parser, and wiki18 corpus.

Citation

bibtex

@article{xiong2026adaptive,
  title={Adaptive Information Control for Search-Augmented LLM Reasoning},
  author={Xiong, Siheng and Gungordu, Oguzhan and Kerce, James C and Fekri, Faramarz},
  journal={arXiv preprint arXiv:2602.01672},
  year={2026}
}