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Hate speech on social media is a growing concern, and automated methods have so far been sub-par at reliably detecting it. A major challenge lies in the potentially evasive nature of hate speech due to the ambiguity and fast evolution of natural language. To tackle this, we introduce a vectorisation based on a crowdsourced and continuously updated dictionary of hate words and propose fusing this approach with standard word embedding in order to improve the classification performance of a CNN model. To train and test our model we use a merge of two established datasets (110,748 tweets in total). By adding the dictionaryenhanced input, we are able to increase the CNN model's predictive power and increase the F1 macro score by seven percentage points.

Background The pathogenesis of inflammatory bowel diseases (IBD) such as Crohn’s disease (CD) and ulcerative colitis (UC) is still incompletely understood. However, despite having been described back in the 1980s and reported to be involved in chronic inflammatory arthritis, the role of interleukin 3 (IL-3) signaling via the IL-3 receptor (IL-3R) in the development and perpetuation of chronic intestinal inflammation remains largely unexplored. In this study, we therefore aimed to explore the role of IL-3 signaling via IL-3R in experimental colitis as well as human IBD. Methods We analysed IL-3 expression in lamina propria mononuclear cells (LPMCs) from patients with IBD and from mice with experimental colitis. We compared the development of T cell transfer colitis in Rag1-/- mice after transfer of Il3r-/- and Il3r+/+ naïve T cells and investigated the underlying mechanisms by immunofluorescence and functional cell trafficking assays. The mechanical properties of Il3r-/- and Il3r+/+ T cells were determined by real-time deformability cytometry (RT-DC) and atomic force microscopy (AFM) and cytoskeleton structure was analysed by scanning electron microscopy (SEM) and fluorescence recovery after photobleaching (FRAP). Results The expression of IL-3 and IL3+ T cells were increased in the gut of patients with IBD and IL-3 expression was associated to shorter flare-free survival. In vivo, experimental chronic colitis upon T cell transfer was exacerbated in the absence of IL-3 or IL-3R signalling. This was attributable to IL-3-induced changes in kinase signalling and actin cytoskeleton structure, resulting in increased mechanical deformability and enhanced egress of regulatory T (Treg) cells from the inflamed colon mucosa. Similarly, IL-3 controlled mechanobiology in human Treg cells. (A) IL3 mRNA expression in colon tissue from patients.(B) Flare-free survival of IBD patients.(C) Colitis in Rag1–/– mice after transfer of naïve CD4+ T cells from Il3r+/+ and Il3r-/- mice. Mini-endoscopy (left) and IVIS (right).(D) RT-DC plot (left) and quantification (right) of thymic lymphocytes from Il3r-/- and Il3r+/+ mice.(E) Lightsheet microscopy (left) and quantification of TReg index (right, TReg fraction in Ozanimod/DATK32 per fraction in placebo) in mLNs from Rag1-/- mice with transfer colitis induced by Il3r-/- or Il3r+/+ T cells. Conclusion We uncover a crucial role of IL-3R signalling in regulating TReg mechanobiology and tissue egress. Together, our data demonstrate a central – probably counter-regulatory – role for IL-3 receptor signalling in Treg cells in the pathogenesis of murine and human chronic intestinal inflammation and therefore suggest that IL-3 might be a novel target for future therapeutic approaches in IBD.