Keep the General, Inject the Specific: Structured Dialogue Fine-Tuning for Knowledge Injection without Catastrophic Forgetting

@inproceedings{hong2026keep,
  title = {Keep the General, Inject the Specific: Structured Dialogue Fine-Tuning for Knowledge Injection without Catastrophic Forgetting},
  author = {Yijie Hong and Xiaofei Yin and Xinzhong Wang and Ya Guo and Huijia Zhu and Sufeng Duan},
  year = {2026},
  booktitle = {Proceedings of the 2026 International Conference on Multimedia Retrieval},
  eprint = {2505.00029},
  archivePrefix = {arXiv},
  doi = {10.1145/3805622.3810776},
  url = {https://arxiv.org/abs/2505.00029},
}