@article{chen2026longforge,
  title = {{LongForge: Measuring and Improving Long-Context Instruction Data via Evidence-Assertion Reasoning Graphs}},
  author = {Ziyang Chen and Junlong Jia and Xing Wu and Tinghao Yu and Songlin Hu},
  journal = {arXiv preprint arXiv:2610.23167},
  year = {2026},
  eprint = {2610.23167},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2610.23167}
}

@inproceedings{jia2026policylong,
  title = {{PolicyLong: Towards On-Policy Context Extension}},
  author = {Junlong Jia and Jiang Zhou and Ziyang Chen and Xing Wu and Chaochen Gao and TingHao Yu and Feng Zhang and Songlin Hu},
  booktitle = {Conference on Language Modeling},
  year = {2026},
  url = {https://arxiv.org/abs/2604.07809}
}

@inproceedings{jia2026entropylong,
  title = {{EntropyLong: Effective Long-Context Training via Predictive Uncertainty}},
  author = {Junlong Jia and Ziyang Chen and Xing Wu and Chaochen Gao and Zijia Lin and Songlin Hu and Binghui Guo},
  booktitle = {International Conference on Learning Representations},
  year = {2026},
  url = {https://proceedings.iclr.cc/paper_files/paper/2026/hash/07e278a120830b10aae20cc600a8c07b-Abstract-Conference.html}
}

@inproceedings{jia2026litelong,
  title = {{LiteLong: Resource-Efficient Long-Context Data Synthesis for LLMs}},
  author = {Junlong Jia and Xing Wu and Chaochen Gao and Ziyang Chen and Zijia Lin and Zhongzhi Li and Weinong Wang and Haotian Xu and Donghui Jin and Debing Zhang and Binghui Guo},
  booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
  year = {2026},
  volume = {40},
  pages = {31274--31282},
  doi = {10.1609/aaai.v40i37.40390},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/40390}
}

@article{chen2026longbenchpro,
  title = {{LongBench Pro: A More Realistic and Comprehensive Bilingual Long-Context Evaluation Benchmark}},
  author = {Ziyang Chen and Xing Wu and Junlong Jia and Chaochen Gao and Qi Fu and Debing Zhang and Songlin Hu},
  journal = {arXiv preprint arXiv:2601.02872},
  year = {2026},
  eprint = {2601.02872},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.02872}
}

@inproceedings{ni2024layernormalization,
  title = {{On the Nonlinearity of Layer Normalization}},
  author = {Yunhao Ni and Yuxin Guo and Junlong Jia and Lei Huang},
  booktitle = {Proceedings of the 41st International Conference on Machine Learning},
  year = {2024},
  volume = {235},
  pages = {37957--37998},
  url = {https://proceedings.mlr.press/v235/ni24b.html}
}

@article{jia2024tinyllavafactory,
  title = {{TinyLLaVA Factory: A Modularized Codebase for Small-scale Large Multimodal Models}},
  author = {Junlong Jia and Ying Hu and Xi Weng and Yiming Shi and Miao Li and Xingjian Zhang and Baichuan Zhou and Ziyu Liu and Jie Luo and Lei Huang and Ji Wu},
  journal = {arXiv preprint arXiv:2405.11788},
  year = {2024},
  eprint = {2405.11788},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2405.11788}
}

@article{zhou2024tinyllava,
  title = {{TinyLLaVA: A Framework of Small-scale Large Multimodal Models}},
  author = {Baichuan Zhou and Ying Hu and Xi Weng and Junlong Jia and Jie Luo and Xien Liu and Ji Wu and Lei Huang},
  journal = {arXiv preprint arXiv:2402.14289},
  year = {2024},
  eprint = {2402.14289},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2402.14289}
}