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Department of Computational Linguistics Digital Linguistics

David Reich

David Reich

  • PhD Candidate

Publications

PoTeC: A German Naturalistic Eye-tracking-while-reading Corpus, under review
Deborah N. Jakobi, Thomas Kern, David R. Reich, Patrick Haller & Lena A. Jäger
[http | bib]

Reading Does Not Equal Reading: Comparing, Simulating and Exploiting Reading Behavior Across Populations, accepted to LREC 2024
David R. Reich, Shuwen Deng, Marina Björnsdóttir, Lena A. Jäger, Nora Hollenstein

Improving Cognitive-State Analysis from Eye Gaze with Synthetic Eye-Movement Data,  accepted to Computers & Graphics
Paul Prasse, David R. Reich, Silvia Makowski, Tobias Scheffer, Lena A. Jäger

ScanDL: A Diffusion Model for Generating Synthetic Scanpaths on Texts,  EMNLP 2023
Lena S. Bolliger, David R. Reich, Patrick Haller, Deborah N. Jakobi, Paul Prasse, Lena A. Jäger
[ http|Video|Poster|bib]

Pre-Trained Language Models Augmented with Synthetic Scanpaths for
Natural Language Understanding,
  EMNLP 2023
Shuwen Deng, Paul Prasse, David R. Reich, Tobias Scheffer, Lena A. Jäger
ArXiv-preprint|bib]

Measurement reliability of individual differences in sentence processing: A cross-methodological reading corpus and Bayesian analysis, ArXiv preprint
Patrick Haller, Iva Koncic, David R. Reich and Lena A. Jäger
[http|bib]

pymovements: A Python package for eye movement data processing, ETRA 2023
Daniel G. Krakowczyk, David R. Reich, Jakob Chwastek, Assunta Süss, Paul Prasse, Deborah N. Jakobi, Oleksii Turuta, Paweł Kasprowski and Lena A. Jäger
[bib| https]

Eyettention: An Attention-based Dual-Sequence Model for Predicting Human Scanpaths during Reading, Proceedings of the ACM on Human-Computer Interaction 
Shuwen Deng, David R. Reich, Paul Prasse, Patrick Haller, Tobias Scheffer and Lena A. Jäger
[http |bib| code]

Bridging the Gap: Gaze Events as Interpretable Concepts to Explain Deep Neural Sequence Models, ETRA 2023
Daniel Krakowczyk, Paul Prasse, David R. Reich, Sebastian Lapuschkin, Tobias Scheffer and Lena A. Jäger
[bib]

SP-EyeGAN: Generating Synthetic Eye Movement Data with Generative Adversarial Networks, ETRA 2023
Paul Prasse, David R. Reich, Silvia Makowski, Shuwen Deng, Daniel Krakowczyk, Tobias Scheffer and Lena A. Jäger
[bib]

Selection of XAI Methods Matters: Evaluation of Feature Attribution Methods for Oculomotoric Biometric Identification, NeurIPS/Gaze Meets ML 2022
Daniel Krakowczyk, David R. Reich, Paul Prasse, Sebastian Lapuschkin, Tobias Scheffer, and Lena A. Jäger
[pdf | bib]

Detection of ADHD based on Eye Movements during Natural Viewing, ECML/PKDD 2022
Shuwen Deng, Paul Prasse, David R. Reich, Sabine Dziemian, Maja Stegenwallner-Schütz, Daniel Krakowczyk, Silvia Makowski, Nicolas Langer, Tobias Scheffer, and Lena A. Jäger
[pdf | video trailer | codebib]

Measurement Reliability of Individual Differences in Sentence Processing, talk presented at AMLaP 2022
Patrick Haller, Iva Koncic, David R. Reich, Chiara Tschirner, Silvia Makowski, and Lena A. Jäger
[pdf]

Inferring Reading Comprehension from Eye Movements, poster presented at AMLaP 2022
David R. Reich, Paul Prasse, Chiara Tschirner, Patrick Haller, Maja Stegenwallner-Schütz, Frank Goldhammer, and Lena A. Jäger
[poster]

Inferring Native and Non-Native Human Reading Comprehension and Subjective Text Difficulty from Scanpaths in Reading, ETRA 2022
David R. Reich, Paul Prasse, Chiara Tschirner, Patrick Haller, Frank Goldhammer, and Lena A. Jäger
[http | bib]

Fairness in Oculomotoric Biometric Identification, ETRA 2022
Paul Prasse, David R. Reich, Silvia Makowski, Lena A. Jäger, and Tobias Scheffer
[http | bib]

DeepEyedentificationLive: Oculomotoric Biometric Identification and Presentation-Attack Detection using Deep Neural Networks, IEEE Transactions on Biometrics, Behavior, and Identity Science
Silvia Makowski, Paul Prasse, David R. Reich, Daniel Krakowczyk, Lena A. Jäger and Tobias Scheffer
[ http | bib]