Детерминанттық нүктелік процестер

Subcategorization frames (SCFs), selec- tional preferences (SPs) and verb classes capture related aspects of the predicate- argument structure. We present the first unified framework for unsupervised learn- ing of these …...

AbstractThe most important obstacles facing multi-document summarization include excessive redundancy in source descriptions and the looming shortage of training data. These obstacles prevent encoder-decoder models from being used directly, but …...

AbstractBeam search is a go-to strategy for decoding neural sequence models. The algorithm can naturally be viewed as a subset optimization problem, albeit one where the corresponding set function does …...

AbstractIn this work, we consider the problem of uncertainty estimation for Transformer-based models. We investigate the applicability of uncertainty estimates based on dropout usage at the inference stage (Monte Carlo …...

AbstractOften questions provided to open-domain question answering systems are ambiguous. Traditional QA systems that provide a single answer are incapable of answering ambiguous questions since the question may be interpreted …...