ResearchBenchmarksDevice-Patent Retrieval on 585 expert-verified device-patent pairs 50K patent subset 1.0Follow8.2R@10SBERT3.7284.8896.057.211Jun 6, 2026Evaluation ResultsMethodMethodLinksR@10R@100R@GoldSBERTMethod Type=DenseMethod Type=Dense2026.068.22439.3Company Name MatchingMethod Type=StructuralMethod Type=Structural2026.066.524.347TF-IDFMethod Type=SparseMethod Type=Sparse2026.065.616.535.5SapBERTMethod Type=DenseMethod Type=Dense2026.064.919.736.1BM25Method Type=SparseMethod Type=Sparse2026.064.713.328.8BioBERTMethod Type=DenseMethod Type=Dense2026.063.918.335.6