View: |
Part 1: Document Description
|
Citation |
|
---|---|
Title: |
NMTVis - Trained Models for our Visual Analytics System |
Identification Number: |
doi:10.18419/darus-1850 |
Distributor: |
DaRUS |
Date of Distribution: |
2021-05-26 |
Version: |
1 |
Bibliographic Citation: |
Munz, Tanja; Väth, Dirk; Kuznecov, Paul; Vu, Ngoc Thang; Weiskopf, Daniel, 2021, "NMTVis - Trained Models for our Visual Analytics System", https://doi.org/10.18419/darus-1850, DaRUS, V1 |
Citation |
|
Title: |
NMTVis - Trained Models for our Visual Analytics System |
Identification Number: |
doi:10.18419/darus-1850 |
Authoring Entity: |
Munz, Tanja (University of Stuttgart) |
Väth, Dirk (University of Stuttgart) |
|
Kuznecov, Paul (University of Stuttgart) |
|
Vu, Ngoc Thang (University of Stuttgart) |
|
Weiskopf, Daniel (University of Stuttgart) |
|
Grant Number: |
EXC-2075 - 390740016 |
Distributor: |
DaRUS |
Access Authority: |
Munz, Tanja |
Depositor: |
Munz, Tanja |
Date of Deposit: |
2021-05-11 |
Holdings Information: |
https://doi.org/10.18419/darus-1850 |
Study Scope |
|
Keywords: |
Computer and Information Science, Neural Machine Translation, Machine Learning, Transformer, Long Short-Term Memory |
Abstract: |
Trained models and vocabulary files for the use in our visual analytics system NMTVis. There are models for German to English and vice versa available for an LSTM-based and the Transformer architecture. |
Notes: |
You may find the source code of our visual analytic system <a href="https://doi.org/10.18419/darus-1849">here</a> or the most recent version of the system on GitHub: <a href="https://github.com/MunzT/NMTVis">https://github.com/MunzT/NMTVis</a> <br> There are also instructions available where to place the individual files to be used by the system. |
Methodology and Processing |
|
Sources Statement |
|
Data Sources: |
We trained our models on the German-to-English data set from the 2016 ACL Conference on Machine Translation (WMT'16) shared news translation task: <br> O. Bojar, R. Chatterjee, C. Federmann, Y. Graham, B. Haddow, M. Huck, A. Jimeno Yepes, P. Koehn, V. Logacheva, C. Monz, M. Ne-gri, A. Neveol, M. Neves, M. Popel, M. Post, R. Rubino, C. Scarton, L. Specia, M. Turchi, K. Verspoor, and M. Zampieri. Findings of the 2016 Conference on Machine Translation (WMT16). In Proceedings of the First Conference on Machine Translation, Volume 2: Shared Task Papers, pp. 131-198. Association for Computational Linguistics, 8 2016. |
Data Access |
|
Other Study Description Materials |
|
Related Publications |
|
Citation |
|
Title: |
T. Munz, D. Väth, P. Kuznecov, N. T. Vu, and D. Weiskopf. "Visual-Interactive Neural Machine Translation". Graphics Interface. 2021. |
Bibliographic Citation: |
T. Munz, D. Väth, P. Kuznecov, N. T. Vu, and D. Weiskopf. "Visual-Interactive Neural Machine Translation". Graphics Interface. 2021. |
Label: |
seq2seq_de_en_epoch_20.pt |
Text: |
LSTM model German to English |
Notes: |
application/octet-stream |
Label: |
seq2seq_en_de_epoch_20.pt |
Text: |
LSTM model English to German |
Notes: |
application/octet-stream |
Label: |
trafo_de_en_ensemble.pt |
Text: |
Transformer model German to English |
Notes: |
application/octet-stream |
Label: |
trafo_en_de_ensemble.pt |
Text: |
Transformer model English to German |
Notes: |
application/octet-stream |
Label: |
vocab_de-en.pt |
Text: |
Vocabulary file for translation from German to English |
Notes: |
application/octet-stream |
Label: |
vocab_en-de.pt |
Text: |
Vocabulary file for translation from English to German |
Notes: |
application/octet-stream |