This paper summarizes the methods, results and findings of the Discriminating between Similar Languages (DSL) shared task 2014. The shared task provided data from 13 different languages and varieties divided into 6 groups. Participants were required to train their systems to discriminate between languages on a training and development set containing 20,000 sentences from each language (closed submission) and/or any other dataset (open submission). One month later, a test set containing 1,000 unidentified instances per language was released for evaluation. The DSL shared task received 22 inscriptions and 8 final submissions. The best system obtained 95.7% average accuracy.

This paper proposes a simple and effective algorithm for incorporating lexical constraints in neural machine translation. Previous work either required re-training existing models with the lexical constraints or incorporating them during beam search decoding with significantly higher computational overheads. Leveraging the flexibility and speed of a recently proposed Levenshtein Transformer model (Gu et al., 2019), our method injects terminology constraints at inference time without any impact on decoding speed. Our method does not require any modification to the training procedure and can be easily applied at runtime with custom dictionaries. Experiments on English-German WMT datasets show that our approach improves an unconstrained baseline and previous approaches.

We explored the effects of progressive muscle relaxation (PMR) on anxiety, depression, and quality of life (QOL) in patients with pulmonary arterial hypertension (PAH). One hundred and thirty Han Chinese patients with PAH were randomly assigned to a PMR group (n = 65) and a control group (n = 65). In a 12-week study duration, the PMR group received hospital-based group and in-home PMR practice, while the control group received hospital-based mild group stretching and balance exercises. The control group and the PMR group were comparable at baseline. After 12 weeks of intervention, the PMR group showed significant improvement in anxiety, depression, overall QOL, and the mental component summary score of QOL (P < 0.05) but not the physical component summary score of QOL or the 6-minute walking distance. In contrast, the control group showed no significant improvement in any of the variables. Moreover, the PMR group showed significant improvement in all QOL mental health domains (P < 0.05) but not the physical health domains. In contrast, the control group showed no significant improvement in any QOL domain. In conclusion, this study suggests that PMR practice is effective in improving anxiety, depression, and the mental health components of QOL in patients with PAH.

Purpose: To summarize comparative studies of MitraClip versus surgical repair in typical, real-world elderly patients with severe mitral regurgitation (MR) and analyze the safety and effectiveness of these therapeutic options. Methods: PubMed, Medline, Embase, and Cochrane Controlled Register of Trials (CENTRAL) were searched for comparative studies of transcatheter mitral-valve repair (TMVR) versus surgical mitral-valve repair (SMVR) in elderly patients with severe MR from January 2000 to June 2020. Statistical pooling for incidence estimates was performed according to a random-effects model with generic inverse-variance weighting, computing risk estimates with 95% confidence intervals (CIs), using RevMan 5.3. Results: A total of 14 reports comparing MitraClip with SMVR, enrolling 3355 patients with severe MR, were included in this study. Mean age, Logistic EuroSCORE, and incidence of diabetes mellitus (DM) were significantly higher in the MitraClip group, except the rate of patients with New York Heart Association (NYHA) class of >II and mean value of ejection fraction (EF). The arithmetic mean of freedom from acute mobility was similar. The 2 groups had equal all-cause mortality at 30 days, but different at 1 year (14% versus 9%) and 3 years in 7 studies (37% versus 25%). The freedom from recurrent MR ≥3+ was 88% and 97.3% at 30 days, 76.0% and 90.0% at 1 year, and 79% and 95% at 3 years in the MitraClip and surgical repair group, respectively. Conclusion: Although MitraClip is safe and effective in selected high-risk patients, the surgery may be the only gold standard for “gray” patients. Further studies are needed to determine whether MitraClip should be recommended.