1 code implementation • Findings (ACL) 2022 • Andreas Waldis, Tilman Beck, Iryna Gurevych
Identifying the relation between two sentences requires datasets with pairwise annotations.
no code implementations • 3 Feb 2024 • Fajri Koto, Tilman Beck, Zeerak Talat, Iryna Gurevych, Timothy Baldwin
Improving multilingual language models capabilities in low-resource languages is generally difficult due to the scarcity of large-scale data in those languages.
1 code implementation • 13 Sep 2023 • Tilman Beck, Hendrik Schuff, Anne Lauscher, Iryna Gurevych
However, the available NLP literature disagrees on the efficacy of this technique - it remains unclear for which tasks and scenarios it can help, and the role of the individual factors in sociodemographic prompting is still unexplored.
1 code implementation • 3 Nov 2022 • Tilman Beck, Andreas Waldis, Iryna Gurevych
Stance detection deals with identifying an author's stance towards a target.
1 code implementation • ACL 2022 • Tilman Beck, Bela Bohlender, Christina Viehmann, Vincent Hane, Yanik Adamson, Jaber Khuri, Jonas Brossmann, Jonas Pfeiffer, Iryna Gurevych
The open-access dissemination of pretrained language models through online repositories has led to a democratization of state-of-the-art natural language processing (NLP) research.
1 code implementation • ACL 2021 • Tilman Beck, Ji-Ung Lee, Christina Viehmann, Marcus Maurer, Oliver Quiring, Iryna Gurevych
This work investigates the use of interactively updated label suggestions to improve upon the efficiency of gathering annotations on the task of opinion mining in German Covid-19 social media data.
1 code implementation • 17 Apr 2021 • Aniket Pramanick, Tilman Beck, Kevin Stowe, Iryna Gurevych
Language use changes over time, and this impacts the effectiveness of NLP systems.
1 code implementation • EMNLP 2021 • Andreas Rücklé, Gregor Geigle, Max Glockner, Tilman Beck, Jonas Pfeiffer, Nils Reimers, Iryna Gurevych
Massively pre-trained transformer models are computationally expensive to fine-tune, slow for inference, and have large storage requirements.
2 code implementations • ACL 2019 • Nils Reimers, Benjamin Schiller, Tilman Beck, Johannes Daxenberger, Christian Stab, Iryna Gurevych
We experiment with two recent contextualized word embedding methods (ELMo and BERT) in the context of open-domain argument search.