Abstract
Whenever researchers write a paper, the same question occurs: “Where to submit?” In this work, we introduce WTS, an open and interpretable NLP system that recommends conferences and journals to researchers based on the title, abstract, and/or keywords of a given paper. We adapt the TextCNN architecture and automatically analyze its predictions using the Integrated Gradients method to highlight words and phrases that led to the recommendation of a scientific venue. We train and test our method on publications from the fields of artificial intelligence (AI) and medicine, both derived from the Semantic Scholar dataset. WTS achieves an Accuracy@5 of approximately 83 % for AI papers and 95 % in the field of medicine. It is open source1 and available for testing on https://wheretosubmit.ml.
Cite
CITATION STYLE
Kobs, K., Koopmann, T., Zehe, A., Fernes, D., Krop, P., & Hotho, A. (2020). Where to submit? Helping researchers to choose the right venue. In Findings of the Association for Computational Linguistics Findings of ACL: EMNLP 2020 (pp. 878–883). Association for Computational Linguistics (ACL). https://doi.org/10.18653/v1/2020.findings-emnlp.78
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