Abstract: The present invention relates to a context-based QA generation architecture, and an object of the present invention is to generate diverse QA pairs from a single context. To achieve the object, the present invention includes a latent variable generating network including at least one encoder and an artificial neural network (Multi-Layer Perceptron: MLP) and configured to train the artificial neural network using a first context, a first question, and a first answer, and generate a second question latent variable and a second answer latent variable by applying the trained artificial neural network to a second context, an answer generating network configured to generate a second answer by decoding the second answer latent variable, and a question generating network configured to generate a second question based on a second context and the second answer.

Abstract: The present disclosure provides autotaxin (ATX) inhibitor compounds and compositions including said compounds. The present disclosure also provides methods of using said compounds and compositions for inhibiting ATX. Also provided are methods of preparing said compounds and compositions, and synthetic precursors of said compounds.

Abstract: An embodiment sulfur dioxide-based inorganic electrolyte is provided in which the sulfur dioxide-based inorganic electrolyte is represented by a chemical formula M·(A1·Cl(4-x)Fx)z·ySO2. In this formula, M is a first element selected from the group consisting of Li, Na, K, Ca, and Mg, A1 is a second element selected from the group consisting of Al, Fe, Ga, and Cu, x satisfies a first equation 0?x?4, y satisfies a second equation 0?y?6, and z satisfies a third equation 1?z?2.

Abstract: A robot mounting apparatus for a hip joint operation robot capable of firmly attaching a hip joint operation robot to a femur in order for operation robot to perform an accurate femoral canal cavity operation, and a hip joint operation robot system using the same. The robot mounting apparatus for a hip joint operation robot, comprising: a fixing means for fixing to a femur, including: a bar having a predetermined length and being arranged in perpendicular to a femur; and a seizing means having a predetermined shape for seizing the femur, the seizing means forms at an end of the bar; an installation unit having a predetermined shaped for installing the operation robot thereon, the installation unit is positioned near an end portion of the femur; and a link having a predetermined length for connecting the installation unit and the bar of the fixing means, the link is installed in parallel with respect to a longitudinal direction of the femur.

Abstract: A robot mounting apparatus for a hip joint operation robot capable of firmly attaching a hip joint operation robot to a femur in order for operation robot to perform an accurate femoral canal cavity operation, and a hip joint operation robot system using the same. The robot mounting apparatus for a hip joint operation robot, comprising: a fixing means for fixing to a femur, including: a bar having a predetermined length and being arranged in perpendicular to a femur; and a seizing means having a predetermined shape for seizing the femur, the seizing means forms at an end of the bar; an installation unit having a predetermined shaped for installing the operation robot thereon, the installation unit is positioned near an end portion of the femur; and a link having a predetermined length for connecting the installation unit and the bar of the fixing means, the link is installed in parallel with respect to a longitudinal direction of the femur.