Hartmann, Michael; Koch , J.; Wenzel, M. (2021)
Research in the Sociology of Organzisations Vol 75, S. 267 - 287.
DOI: 10.1108/S0733-558X20210000075022
Kohls, Niko (2021)
Keynote anlässlich der Jubiläumsfeier 10 Jahre Interdisziplinäre multimodale Schmerztherapie- Tagesklinik Coburg im Regiomed- Verbund.
Holtorf, Christian (2021)
Zentralinstitut für Wissenschaftsreflexion und Schlüsselqualifikationen, Universität Erlangen-Nürnberg.
Nugent, Tim; Stelea, Nicole; Leidner, Jochen L. (2021)
Proceedings of the 14th International Conference on Flexible Query Answering Systems (FQAS 2021), Bratislava, Slovakia, September 19–24, 2021, S. 157-169.
DOI: 10.1007/978-3-030-86967-0_12
Despite recent advances in deep learning-based language modelling, many natural language processing (NLP) tasks in the financial domain remain challenging due to the paucity of appropriately labelled data. Other issues that can limit task performance are differences in word distribution between the general corpora – typically used to pre-train language models – and financial corpora, which often exhibit specialized language and symbology. Here, we investigate two approaches that can help to mitigate these issues. Firstly, we experiment with further language model pre-training using large amounts of in-domain data from business and financial news. We then apply augmentation approaches to increase the size of our data-set for model fine-tuning. We report our findings on an Environmental, Social and Governance (ESG) controversies data-set and demonstrate that both approaches are beneficial to accuracy in classification tasks.
Hao, Lingjun; Herrera-Avellanosa, Daniel; Del Pero, Claudio; Troi, Alexandra (2021)
Sustainability 2020, 12(18), 7557.
DOI: 10.3390/su12187557
Schmitt, Lukas; Schaub, Michael; Brandt, Stefan; Kriegel, Martin (2021)
Wymer, W.; Gross, Hellen (2021)
Journal of Philanthropy and Marketing, online first,.
DOI: 10.1002/nvsm.1723
Malhis, M.; Funke, Susanne A. (2021)
GIT Labor-Fachzeitschrift.
Malhis, M.; Kaniyappan, S.; Ailaud, I.; Chandupatla, R.R.; Ramirez, L.-M.; Zweckstetter , M.; Horn, A. H. C.; Mandelkow, E.; Sticht, H.; Funke, Susanne A. (2021)
Malhis, M.; Kaniyappan, S.; Ailaud, I.; Chandupatla, R.R.; Ramirez, L.-M....
ChemBioChem 2021.
DOI: 10.1002/cbic.202100287
Jäger, Tamara; Kohls, Niko (2021)
Taktik + Medizin 4(3), S. 164-169.
Kohls, Niko (2021)
Universität Bamberg.
Güttler, C.; Kohls, Niko (2021)
Prävention und Gesundheitsförderung. doi:10.1007/s11553-021-00883-4 17, S. 349–356.
DOI: https://doi.org:10.1007/s11553-021-00883-4
Ring, M.; Schlör, S.; Wunderlich , D.; Landes, Dieter; Hotho, A. (2021)
Computers and Security 109, S. 1-12.
DOI: 10.1016/j.cose.2021.102389
Vallejo, M. A.; Vallejo-Slocker, L.; Offenbächer, M.; Hirsch, J. K.; Toussaint, L.; Kohls, Niko; Sirois, F. M.; Rivera, J. (2021)
Vallejo, M. A.; Vallejo-Slocker, L.; Offenbächer, M.; Hirsch, J. K.; Toussaint, L....
International Journal of Environmental Research and Public Health 2021 18(14), 7300.
DOI: 10.3390/ijerph18147300
Gross, Hellen; Jene , C.; Hückelheim , M. (2021)
Journal of Cultural Management and Cultural Policy/Zeitschrift für Kulturmanagement und Kulturpolitik,
Vol. 7, No. 1: Digital Arts and Culture –Transformation or Transgression? 7 (1).
DOI: 10.14361/zkmm-2021-0105
Walach, H.; Kohls, Niko (2021)
In N. Roussiau & E. Renard (Eds.), Psychologie et spiritualité: Fondements, concepts et applications (pp. 125-138). , S. 125-138.
Walach, H.; Kohls, Niko (2021)
In N. Roussiau & E. Renard (Eds.), Psychologie et spiritualité: Fondements, concepts et applications (pp. 231-238), S. 231-238.
Fort, Ada; Panzardi, Enza; Vignoli, Valerio; Landi, Elia; Mugnaini, Marco; Drese, Klaus Stefan (2021)
Fort, Ada; Panzardi, Enza; Vignoli, Valerio; Landi, Elia; Mugnaini, Marco...
2021 IEEE International Workshop on Metrology for Industry 4.0 & IoT 2021, S. 583-587.
DOI: 10.1109/MetroInd4.0IoT51437.2021.9488532
Kraft, Jana; Kohls, Niko (2021)
Prävention und Gesundheitsförderung. doi:10.1007/s11553-021-00870-9, https://link.springer.com/article/10.1007/s11553-021-00870-9, S. 299-305.
Toussaint, L.; Nguyen, Q. A.; Roettger, C.; Dixon, K.; Offenbächer, M.; Kohls, Niko; Hirsch, J. K.; Sirois, F. M. (2021)
Toussaint, L.; Nguyen, Q. A.; Roettger, C.; Dixon, K.; Offenbächer, M.; Kohls, Niko...
Evidence-based Complementary and Alternative Medicine Vol 2021, 5924040.
DOI: 10.1155/2021/5924040
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