Machine comprehension is an important NLP problem with a number of important applications. Particularly question answering has been attracting a lot of attention on the applied research area. This work explores a simple sequence attention architecture for question answering. In this work the Stanford Question and Answering Dataset (SQuAD) introduced by Rajpurkar et al. (2016) is employed.

A set of equipment for an obstetric flying squad is described. It is aimed at providing the sequence: pre-oxygenation, intravenous barbiturate, suxamethonium, endotracheal tube, nitrous oxide, oxygen, intermittent suxamethonium and intermittent positive pressure respiration. A certain amount of variation in technique is also allowed for. Details of thirty emergency cases anaesthetized with the ...

Growing privacy and security concerns mean there is an increasing need for data to be anonymized before being publically released. We present a module for anonymizing references implemented as part of the SQUAD tools for specifying and testing non-proprietary means of storing and marking-up data using universal (XML) standards and technologies. The tool is implemented on top of the GUITAR anaph...

We solve the contextual question answering problem, which is an essential part in many automated question-answering datasets. Recently the SQuAD dataset [1] was uploaded and there were several deep learning approaches proposed to solve this. We implement a modified version of one of them, the Dynamic Coattention model as well as simple baseline.

Some theoretical aspects of B physics are reviewed. These include a brief recapitulation of information on weak quark transitions as described by the Cabibbo-Kobayashi-Maskawa (CKM) matrix, descriptions of CP asymmetries in B decays to CP eigenstates and to self-tagging modes, a discussion of final-state phases in B and charm decays, some topics on Bs properties and decays, prospects for unusua...

Hamstring strain injuries are common within professional footballers with high-speed running (HSR) being known to increase the likelihood of sustaining a hamstring injury. This study aimed assess acute: chronic workload ratio (ACWR) HSR that preceded in footballers. Global positioning system (GPS)-derived distances and weekly ACWR were obtained from 18 one English Football League (EFL) club dur...

1. Preface 1 2. The Dolbeault Moduli Space 3 2.1. Higgs bundles 3 2.2. The moduli space 8 2.3. The Hitchin-Kobayashi correspondence 13 3. The Betti Moduli Space 22 3.1. Representation varieties 22 3.2. Local systems and holomorphic connections 23 3.3. The Corlette-Donaldson theorem 27 3.4. Hyperkähler reduction 32 4. Differential Equations 34 4.1. Uniformization 34 4.2. Higher order equations 3...

This study examined (1) the distances and speeds covered during match play for U11 to U16 English Premier League Academy players, (2) the differences in match performance between retained and released players and (3) the effect of calculating speed zones in different ways when analysing match performance. Eighty-one academy outfield players (10-16 years old), competing in 11-a-side matches, wer...