Beyond Weight Tying: Learning Joint Input-Output Embeddings for Neural Machine Translation

1 code implementation • WS 2018 • Nikolaos Pappas, Lesly Miculicich Werlen, James Henderson

The model is a generalized form of weight tying which shares parameters but allows learning a more flexible relationship with input word embeddings and allows the effective capacity of the output layer to be controlled.

Decoder Machine Translation +2

Self-Attentive Residual Decoder for Neural Machine Translation

1 code implementation • NAACL 2018 • Lesly Miculicich Werlen, Nikolaos Pappas, Dhananjay Ram, Andrei Popescu-Belis

Neural sequence-to-sequence networks with attention have achieved remarkable performance for machine translation.

Decoder Machine Translation +1

Validation of an Automatic Metric for the Accuracy of Pronoun Translation (APT)

1 code implementation • WS 2017 • Lesly Miculicich Werlen, Andrei Popescu-Belis

In this paper, we define and assess a reference-based metric to evaluate the accuracy of pronoun translation (APT).

Machine Translation Translation

The SUMMA Platform Prototype

no code implementations • EACL 2017 • Renars Liepins, Ulrich Germann, Guntis Barzdins, Alex Birch, ra, Steve Renals, Susanne Weber, Peggy van der Kreeft, Herv{\'e} Bourlard, Jo{\~a}o Prieto, Ond{\v{r}}ej Klejch, Peter Bell, Alex Lazaridis, ros, Alfonso Mendes, Sebastian Riedel, Mariana S. C. Almeida, Pedro Balage, Shay B. Cohen, Tomasz Dwojak, Philip N. Garner, Andreas Giefer, Marcin Junczys-Dowmunt, Hina Imran, David Nogueira, Ahmed Ali, Mir, Sebasti{\~a}o a, Andrei Popescu-Belis, Lesly Miculicich Werlen, Nikos Papasarantopoulos, Abiola Obamuyide, Clive Jones, Fahim Dalvi, Andreas Vlachos, Yang Wang, Sibo Tong, Rico Sennrich, Nikolaos Pappas, Shashi Narayan, Marco Damonte, Nadir Durrani, Sameer Khurana, Ahmed Abdelali, Hassan Sajjad, Stephan Vogel, David Sheppey, Chris Hernon, Jeff Mitchell

We present the first prototype of the SUMMA Platform: an integrated platform for multilingual media monitoring.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +5

Using Coreference Links to Improve Spanish-to-English Machine Translation

1 code implementation • WS 2017 • Lesly Miculicich Werlen, Andrei Popescu-Belis

In this paper, we present a proof-of-concept implementation of a coreference-aware decoder for document-level machine translation.

Coreference Resolution Decoder +4

Pronoun Translation and Prediction with or without Coreference Links

no code implementations • WS 2015 • Ngoc Quang Luong, Lesly Miculicich Werlen, Andrei Popescu-Belis

Machine Translation Translation