Personal
Welcome to the homepage of Stephan Peitz.
I was Research Assistant at the Human Language Technology and Pattern Recognition Group
at the RWTH Aachen University.
Now I am working for Apple.
Furthermore, I was author of Jane, RWTH's open-source statistical machine translation toolkit, free for non-commercial use.
Short CV
Publications
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J. Peter, F. Toutounchi, S. Peitz, P. Bahar, A. Guta, and H. Ney. The RWTH Aachen German to English MT System for IWSLT 2015. In International Workshop on Spoken Language Translation (IWSLT), pages 15-22, Da Nang, Vietnam, December 2015.
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M. Freitag, J. Peter, S. Peitz, M. Feng, and H. Ney. Local System Voting Feature for Machine Translation System Combination. In EMNLP 2015 Tenth Workshop on Statistical Machine Translation (WMT 2015), pages 467-–476, Lisbon, Portugal, September 2015.
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J. Wuebker, S. Muehr, P. Lehnen, S. Peitz, and H. Ney. A Comparison of Update Strategies for Large-Scale Maximum Expected BLEU Training. In Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL HLT), pages 1516-1526, Denver, CO, USA, May 2015.
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S. Peitz, M. Freitag, and H. Ney. Better Punctuation Prediction with Hierarchical Phrase-Based Translation. In International Workshop on Spoken Language Translation (IWSLT), pages 271-278, Lake Tahoe, CA, USA, December 2014.
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M. Freitag, J. Wuebker, S. Peitz, H. Ney, M. Huck, A. Birch, N. Durrani, P. Koehn, M. Mediani, I. Slawik, J. Niehues, E. Cho, A. Waibel, N. Bertoldi, M. Cettolo, and M. Federico. Combined Spoken Language Translation. In International Workshop on Spoken Language Translation (IWSLT), pages 57-64, Lake Tahoe, CA, USA, December 2014.
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J. Wuebker, S. Peitz, A. Guta, and H. Ney. The RWTH Aachen Machine Translation Systems for IWSLT 2014. In International Workshop on Spoken Language Translation (IWSLT), pages 150-154, Lake Tahoe, CA, USA, December 2014.
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M. Freitag, S. Peitz, J. Wuebker, H. Ney, M. Huck, R. Sennrich, N. Durrani, M. Nadejde, P. Williams, P. Koehn, T. Herrmann, E. Cho, and A. Waibel. EU-BRIDGE MT: Combined Machine Translation. In ACL 2014 Ninth Workshop on Statistical Machine Translation (WMT 2014), pages 105-113, Baltimore, MD, USA, June 2014.
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S. Peitz, J. Wuebker, M. Freitag, and H. Ney. The RWTH Aachen German-English Machine Translation System for WMT 2014. In ACL 2014 Ninth Workshop on Statistical Machine Translation (WMT 2014), pages 157-162, Baltimore, MD, USA, June 2014.
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S. Peitz, D. Vilar, and H. Ney. Simple and Effective Approach for Consistent Training of Hierarchical Phrase-based Translation Models. In Conference of the European Chapter of the Association for Computational Linguistics (EACL), pages 174-179, Gothenburg, Sweden, April 2014.
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C. Parra Escartín, S. Peitz, and H. Ney. German Compounds and Statistical Machine Translation. Can they get along?. In EACL 2014 Tenth Workshop on Multiword Expressions (MWE 2014), pages 48-56, Gothenburg, Sweden, April 2014.
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J. Wuebker, S. Peitz, T. Alkhouli, J. Peter, M. Feng, M. Freitag, and H. Ney. The RWTH Aachen Machine Translation Systems for IWSLT 2013. In International Workshop on Spoken Language Translation (IWSLT), pages 88-93, Heidelberg, Germany, December 2013.
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M. Freitag, S. Peitz, J. Wuebker, H. Ney, N. Durrani, M. Huck, P. Koehn, T. Ha, J. Niehues, M. Mediani, T. Herrmann, A. Waibel, N. Bertoldi, M. Cettolo, and M. Federico. EU-BRIDGE MT: Text Translation of Talks in the EU-BRIDGE Project. In International Workshop on Spoken Language Translation (IWSLT), pages 128-135, Heidelberg, Germany, December 2013.
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M. A. B. Shaik, Z. Tüske, S. Wiesler, M. Nussbaum-Thom, S. Peitz, R. Schlüter, and H. Ney. The RWTH Aachen German and English LVCSR systems for IWSLT-2013. In International Workshop on Spoken Language Translation (IWSLT), pages 120-127, Heidelberg, Germany, December 2013.
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J. Wuebker, S. Peitz, F. Rietig, and H. Ney. Improving Statistical Machine Translation with Word Class Models. In Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 1377-1381, Seattle, WA, USA, October 2013.
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P. Lehnen, J. Peter, J. Wuebker, S. Peitz, and H. Ney. (Hidden) Conditional Random Fields Using Intermediate Classes for Statistical Machine Translation. In Machine Translation Summit (MT Summit), pages 151-158, Nice, France, September 2013.
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M. Freitag, M. Feng, M. Huck, S. Peitz, and H. Ney. Reverse Word Order Models. In Machine Translation Summit (MT Summit), pages 159-166, Nice, France, September 2013.
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S. Peitz, S. Mansour, J. Peter, C. Schmidt, J. Wuebker, M. Huck, M. Freitag, and H. Ney. The RWTH Aachen Machine Translation System for WMT 2013. In ACL 2013 Eighth Workshop on Statistical Machine Translation (WMT 2013), pages 193-199, Sofia, Bulgaria, August 2013.
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S. Peitz, S. Mansour, M. Huck, M. Freitag, H. Ney, E. Cho, T. Herrmann, M. Mediani, J. Niehues, A. Waibel, A. Allauzen, Q. K. Do, B. Buschbeck, and T. Wandmacher. Joint WMT 2013 Submission of the QUAERO Project. In ACL 2013 Eighth Workshop on Statistical Machine Translation (WMT 2013), pages 185-192, Sofia, Bulgaria, August 2013.
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S. Peitz, S. Wiesler, M. Nussbaum-Thom, and H. Ney. Spoken Language Translation Using Automatically Transcribed Text in Training. In International Workshop on Spoken Language Translation (IWSLT), pages 276-283, Hong Kong, December 2012.
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S. Peitz, A. Mauser, J. Wuebker, and H. Ney. Forced Derivations for Hierarchical Machine Translation. In International Conference on Computational Linguistics (COLING), pages 933-942, Mumbai, India, December 2012.
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J. Wuebker, M. Huck, S. Peitz, M. Nuhn, M. Freitag, J. Peter, S. Mansour, and H. Ney. Jane 2: Open Source Phrase-based and Hierarchical Statistical Machine Translation. In International Conference on Computational Linguistics (COLING), pages 483-491, Mumbai, India, December 2012.
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S. Peitz, S. Mansour, M. Freitag, M. Feng, M. Huck, J. Wuebker, M. Nuhn, M. Nußbaum-Thom, and H. Ney. The RWTH Aachen Speech Recognition and Machine Translation System for IWSLT 2012. In International Workshop on Spoken Language Translation (IWSLT), pages 69-76, Hong Kong, December 2012.
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M. Huck, J. Peter, M. Freitag, S. Peitz, and H. Ney. Hierarchical Phrase-Based Translation with Jane 2. The Prague Bulletin of Mathematical Linguistics, number 98, pages 37-50, Prague, Czech Republic, October 2012.
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M. Freitag, S. Peitz, M. Huck, H. Ney, T. Herrmann, J. Niehues, A. Waibel, A. Allauzen, G. Adda, B. Buschbeck, J. M. Crego, and J. Senellart. Joint WMT 2012 Submission of the QUAERO Project. In NAACL 2012 Seventh Workshop on Statistical Machine Translation (WMT 2012), pages 322-329, Montreal, Canada, June 2012.
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M. Huck, S. Peitz, M. Freitag, M. Nuhn, and H. Ney. The RWTH Aachen Machine Translation System for WMT 2012. In NAACL 2012 Seventh Workshop on Statistical Machine Translation (WMT 2012), pages 304-311, Montreal, Canada, June 2012.
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M. Huck, S. Peitz, M. Freitag, and H. Ney. Discriminative Reordering Extensions for Hierarchical Phrase-Based Machine Translation. In 16th Annual Conference of the European Association for Machine Translation (EAMT), pages 313-320, Trento, Italy, May 2012.
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J. Wuebker, M. Huck, S. Mansour, M. Freitag, M. Feng, S. Peitz, C. Schmidt, and H. Ney. The RWTH Aachen Machine Translation System for IWSLT 2011. In International Workshop on Spoken Language Translation (IWSLT), pages 106-113, San Francisco, CA, USA, December 2011.
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S. Peitz, M. Freitag, A. Mauser, and H. Ney. Modeling Punctuation Prediction as Machine Translation. In International Workshop on Spoken Language Translation (IWSLT), pages 238-245, San Francisco, CA, USA, December 2011.
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K. Boudahmane, B. Buschbeck, E. Cho, J. M. Crego, M. Freitag, T. Lavergne, H. Ney, J. Niehues, S. Peitz, J. Senellart, A. Sokolov, A. Waibel, T. Wandmacher, J. Wuebker, and F. Yvon. Advances on Spoken Language Translation in the Quaero Program. In International Workshop on Spoken Language Translation (IWSLT), pages 114-120, San Francisco, CA, USA, December 2011.
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M. Feng, C. Schmidt, J. Wuebker, S. Peitz, M. Freitag, and H. Ney. The RWTH Aachen System for NTCIR-9 PatentMT. In Ninth NTCIR Workshop Meeting (NTCIR-9), pages 600-605, Tokyo, Japan, December 2011.
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M. Freitag, G. Leusch, J. Wuebker, S. Peitz, H. Ney, T. Herrmann, J. Niehues, A. Waibel, A. Allauzen, G. Adda, J. M. Crego, B. Buschbeck, T. Wandmacher, and J. Senellart. Joint WMT Submission of the QUAERO Project. In EMNLP 2011 Sixth Workshop on Statistical Machine Translation (WMT 2011), pages 358-364, Edinburgh, UK, July 2011.
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M. Huck, J. Wuebker, C. Schmidt, M. Freitag, S. Peitz, D. Stein, A. Dagnelies, S. Mansour, G. Leusch, and H. Ney. The RWTH Aachen Machine Translation System for WMT 2011. In EMNLP 2011 Sixth Workshop on Statistical Machine Translation (WMT 2011), pages 405-412, Edinburgh, UK, July 2011.
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D. Stein, D. Vilar, S. Peitz, M. Freitag, M. Huck, and H. Ney. A Guide to Jane, an Open Source Hierarchical Translation Toolkit. The Prague Bulletin of Mathematical Linguistics, number 95, pages 5-18, Prague, Czech Republic, April 2011.
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D. Vilar, D. Stein, S. Peitz, and H. Ney. If I Only Had a Parser: Poor Man's Syntax for Hierarchical Machine Translation. In International Workshop on Spoken Language Translation (IWSLT), pages 345-352, Paris, France, December 2010.
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S. Mansour, S. Peitz, D. Vilar, J. Wuebker, and H. Ney. The RWTH Aachen Machine Translation system for IWSLT 2010. In International Workshop on Spoken Language Translation (IWSLT), pages 163-168, Paris, France, December 2010.
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D. Stein, S. Peitz, D. Vilar, and H. Ney. A Cocktail of Deep Syntactic Features for Hierarchical Machine Translation. In Conference of the Association for Machine Translation in the Americas 2010 (AMTA 2010), Denver, CO, USA, October 2010.
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S. Peitz. Extending Statistical Machine Translation Using Syntax. Master Thesis, Aachen, Germany, March 2010.
Talks, Posters and Demos
2014
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Better Punctuation Prediction with Hierarchical Phrase-Based Translation. Talk at the International Workshop on Spoken Language Translation (IWSLT), Lake Tahoe, CA, USA, 4 December 2014. [slides]
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Simple and Effective Approach for Consistent Training of Hierarchical Phrase-based Translation Models. Talk at the Conference of the European Chapter of the Association for Computational Linguistics (EACL), Gothenburg, Sweden, 30 March 2014. [slides]
2012
- Jane 2: Open Source Phrase-based and Hierarchical Statistical Machine Translation. Demo Session at the International Conference on Computational Linguistics (CoLing), Mumbai, India, 14 December 2012. [webdemo]
- Forced Derivations for Hierarchical Machine Translation. Poster Session at the International Conference on Computational Linguistics (CoLing), Mumbai, India, 10 December 2012. [poster]
- Spoken Language Translation Using Automatically Transcribed Text in Training. In International Workshop on Spoken Language Translation (IWSLT), Hong Kong, 7 December 2012. [poster]
- The RWTH Aachen Speech Recognition and Machine Translation System for IWSLT 2012. In International Workshop on Spoken Language Translation (IWSLT), Hong Kong, 6 December 2012. [slides, poster]
- Online Translation Demo for German-to-French and French-to-German. Demo Session at the 10th bi-annual Quaero Workshop, Nancy, France, 17 October 2012. [webdemo]
- Online Translation Demo for German-to-English. Exhibition (META-RESEARCH) at the META-FORUM 2012, Brussels, Belgium, 20/21 June 2012. [webdemo]
2011
- Modeling Punctuation Prediction as Machine Translation. Poster Session at the International Workshop on Spoken Language Translation (IWSLT), San Francisco, California, USA, 9 December 2011. [poster]
2010
- A Cocktail of Deep Syntactic Features for Hierarchical Machine Translation. In Conference of the Association for Machine Translation in the Americas 2010 (AMTA 2010), Denver, Colorado, USA, 2 November 2010. [poster]
- Jane: A Guide to RWTH's Hierarchical Machine Translation Toolkit. Talk at the 5th Machine Translation Marathon, Le Mans, France, 15 September 2010. [slides]
- Extending Hierarchical Machine Translation Using Soft Syntactic Labels. Talk at the 5th bi-annual Quaero Workshop, Rennes, France, 14 April 2010. [slides]
Reviewing
I was/am on the program committee for the following peer-reviewed conferences and journals:
- MTM 2013 - Eighth Machine Translation Marathon
- WMT 2014 - The ACL 2014 9th Workshop on Statistical Machine Translation
- IWSLT 2014 - The International Workshop on Spoken Language Translation
- MTM 2015 - Tenth Machine Translation Marathon
- EMNLP 2015 - Conference on Empirical Methods in Natural Language Processing
- WMT 2015 - The EMNLP 2015 10th Workshop on Statistical Machine Translation
- IWSLT 2015 - The International Workshop on Spoken Language Translation
- Journal of Computational Science - Volume 13 (March 2016)
- MTM 2016 - Machine Translation Marathon 2016
- WMT 2016 - ACL 2016 First Conference Statistical Machine Translation
- IWSLT 2016 - The International Workshop on Spoken Language Translation
- EAMT 2017 - The European Association for Machine Translation
Projects
Projects I am working (or have worked) on:
Teaching
- Course Work
- Lab Courses
- Supervision
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Bachelor thesis of Leonard Dahlmann, "Phrase-based Lattice Decoding and its Applications", 2015.
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Master thesis of Yifeng Lu, "Syntactic Smoothing of Hierarchical Translation Models", 2014.
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Seminars about selected topics in Human Language Technology and Pattern Recognition,
Winter 2010/11,
Winter 2011/12,
Summer 2012,
Winter 2014/15,
Winter 2015/16
Topics: "Syntax-based Translation", "Probabilistic Parsing as Intersection", "Factored Machine Translation", "Decoding for Phrase-based Statistical Machine Translation", "Hierarchical Phrase-based Machine Translation", "Machine Translation Evaluation"
- Other
- Supervisor "Girls Day" in Summer 2011.