DeepControl-Qwen2.5-7B

DeepControl-Qwen2.5-7B

Deep search agent checkpoint from Qwen2.5-7B-Instruct under Adaptive Information Control for Search-Augmented LLM Reasoning (EMNLP 2026).

Quick start

See our repo DeepControl for more details.

Recommended Configuration:

For example, the model server can be started with:

vllm serve sxiong/DeepControl-Qwen2.5-7B \
  --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

@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}
}