Matheus Utino and Marcos Paulo Gôlo. 2025. Efficient Filtering with BERT Embeddings for Researcher–Topic Affinity Prediction in HPC Pipelines. In Companion Proceedings of the 37th International Symposium on Computer Architecture and High Performance Computing, October 28, 2025, Bonito/MS, Brasil. SBC, Porto Alegre, Brasil, 155-162.