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

@inproceedings{hong-2026-keep, author = {Yijie Hong and Xiaofei Yin and Xinzhong Wang and Ya Guo and Huijia Zhu and Sufeng Duan}, editor = {Stevan Rudinac and Zi Huang and Marcel Worring and Lucia Vadicamo and Xirong Li and Pascal Mettes and Lizi Liao}, title = {{Keep the General, Inject the Specific: Structured Dialogue Fine-Tuning for Knowledge Injection without Catastrophic Forgetting}}, booktitle = {{Proceedings of the 2026 International Conference on Multimedia Retrieval, ICMR 2026, Amsterdam, The Netherlands, June 16-19, 2026}}, pages = {515--524}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3805622.3810776}, doi = {https://doi.org/10.1145/3805622.3810776} }