Search Results for author: Paweł Mąka

Found 2 papers, 1 papers with code

Sequence Shortening for Context-Aware Machine Translation

no code implementations2 Feb 2024 Paweł Mąka, Yusuf Can Semerci, Jan Scholtes, Gerasimos Spanakis

In this study, we show that a special case of multi-encoder architecture, where the latent representation of the source sentence is cached and reused as the context in the next step, achieves higher accuracy on the contrastive datasets (where the models have to rank the correct translation among the provided sentences) and comparable BLEU and COMET scores as the single- and multi-encoder approaches.

Machine Translation Sentence +1

TENT: Tensorized Encoder Transformer for Temperature Forecasting

1 code implementation28 Jun 2021 Onur Bilgin, Paweł Mąka, Thomas Vergutz, Siamak Mehrkanoon

We show that compared to the classical encoder transformer, 3D convolutional neural networks, LSTM, and Convolutional LSTM, the proposed TENT model can better learn the underlying complex pattern of the weather data for the studied temperature prediction task.

Decision Making Weather Forecasting

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