@inproceedings{inproceedings, title = {{LLMs Do Not See Age: Assessing Demographic Bias in Automated Systematic Review Synthesis}}, publisher = {{The Asian Federation of Natural Language Processing and The Association for Computational Linguistics}}, url = {{https://doi.org/10.18653/v1/2025.ijcnlp-long.98 }}, year = {{2025}}, month = {{1}}, author = {{Aghaebe FY and Williams EA and Apekey T and Moosavi NS}}, doi = {{10.18653/v1/2025.ijcnlp-long.98}}, journal = {{Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics}}, pages = {{1815-1833}}, note = {{Accessed on 2026/04/23}}}