Hate speech detection on Twitter is critical for applications like controversial event extraction, building AI chatterbots, content recommendation, and sentiment analysis. We define this task as being able to classify a tweet as racist, sexist or neither. The complexity of the natural language constructs makes this task very challenging. We perform extensive experiments with multiple deep learning architectures to learn semantic word embeddings to handle this complexity. Our experiments on a benchmark dataset of 16K annotated tweets show that such deep learning methods outperform state-of-the-art char/word n-gram methods by ∼18 F1 points.

The integration of efficient, miniaturized group IV lasers into CMOS architecture holds the key to the realization of fully functional photonic-integrated circuits. Despite several years of progress, however, all group IV lasers reported to date exhibit impractically high thresholds owing to their unfavourable bandstructures. Highly strained germanium with its fundamentally altered bandstructure has emerged as a potential low-threshold gain medium, but there has yet to be a successful demonstration of lasing from this seemingly promising material system. Here we demonstrate a low-threshold, compact group IV laser that employs a germanium nanowire under a 1.6% uniaxial tensile strain as the gain medium. The amplified material gain in strained germanium can sufficiently overcome optical losses at 83 K, thus allowing the observation of multimode lasing with an optical pumping threshold density of ~3.0 kW cm−2. Our demonstration opens new possibilities for group IV lasers for photonic-integrated circuits.

Experimental evidence of reduction of ultrathin TiO2 by Ti is presented and its effect on Fermi level depinning and contact resistivity reduction to Si is experimentally studied. A low effective barrier height of 0.15 V was measured with a Ti/10 Å TiO2−x/n-Si MIS device, indicating 55% reduction compared to a metal/n-Si control contact. Ultra-low contact resistivity of 9.1 × 10−9 Ω-cm2 was obtained using Ti/10 Å TiO2−x/n+ Si, which is a dramatic 13X reduction from conventional unannealed contacts on heavily doped Si. Transport through the MIS device incorporating the effect of barrier height reduction and insulator conductivity as a function of insulator thickness is comprehensively analyzed and correlated with change in contact resistivity. Low effective barrier height, high substrate doping, and high conductivity interfacial layer are identified as key requirements to obtain low contact resistivity using MIS contacts.

Metal-induced-gap-states model for Fermi-level pinning in metal-semiconductor contacts has been extended to metal-interfacial layer (IL)-semiconductor (MIS) contacts using a physics-based approach. Contact resistivity simulations evaluating various ILs on n-Ge indicate the possibility of forming low resistance contacts using TiO2, ZnO, and Sn-doped In2O3 (ITO) layers. Doping of the IL is proposed as an additional knob for lowering MIS contact resistance. This is demonstrated through simulations and experimentally verified with circular-transfer length method and diode measurements on Ti/n+-ZnO/n-Ge and Ti/ITO/n-Ge MIS contacts.

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