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cs.IR2026
Benchmarking Patent Embeddings: A Multi-Task Evaluation of 22 Models Across Retrieval, Classification, and Clustering
Amirhossein Yousefiramandi, Ciaran Cooney
Two questions regarding practitioners' use of patent embeddings arise: (i) Does one fine-tuning recipe suffice for all downstream applications? (ii) Is fine-tuning on one patent la…
cs.IR2023
End-to-End Document Classification and Key Information Extraction using Assignment Optimization
Ciaran Cooney, Joana Cavadas, Liam Madigan +3
We propose end-to-end document classification and key information extraction (KIE) for automating document processing in forms. Through accurate document classification we harness…