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Retrieval-Augmented Generationfor Knowledge-Intensive NLPTasks

Neural Information Processing Systems

This 14th century work is divided into 3 sections: "Inferno", "Purgatorio" & "Paradiso" (y) Barack Obama was born in Hawaii.(x) Define "middle ear"(x) Question Answering: Question Query The middle ear includes the tympanic cavity and the three ossicles.





EfficientMethodsforNon-stationaryOnlineLearning

Neural Information Processing Systems

Inparticular, dynamic regret [Zinkevich,2003;Zhang et al.,2018a]and adaptiveregret [Hazan and Seshadhri, 2009; Daniely et al., 2015] are proposed as two principled metrics to guide the algorithm design. Theunknowncomparators orunknown intervals bring considerable uncertainty to online optimization.



4b3cc0d1c897ebcf71aca92a4a26ac83-Paper-Conference.pdf

Neural Information Processing Systems

More specifically,for the output features ofthe penultimate layer, for each class the within-class features converge to their means, and the means of different classes exhibit a certain tight frame structure, which is also aligned withthelastlayer'sclassifier.