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Samsung Research UK
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SpanDec achieves state-of-the-art NER accuracy with significantly improved throughput, proving that you don't need to exhaustively process every possible span to achieve top performance.
Differentially private federated learning gets a boost: PINA achieves 2.9% higher accuracy than state-of-the-art methods by using a novel two-stage approach with privacy-preserving initialization and normality-driven aggregation.