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cs.CL2018★ 195 cited
Few-shot classification in Named Entity Recognition Task
Alexander Fritzler, Varvara Logacheva, Maksim Kretov
For many natural language processing (NLP) tasks the amount of annotated data is limited. This urges a need to apply semi-supervised learning techniques, such as transfer learning…
cs.CL2017★ 6 cited
Differentiable lower bound for expected BLEU score
Vlad Zhukov, Eugene Golikov, Maksim Kretov
In natural language processing tasks performance of the models is often measured with some non-differentiable metric, such as BLEU score. To use efficient gradient-based methods fo…