DOMAIN-SPECIFIC NAMED ENTITY RECOGNITION VIA GRAPH NEURAL NETWORKS

    公开(公告)号:US20240037339A1

    公开(公告)日:2024-02-01

    申请号:US17877543

    申请日:2022-07-29

    CPC classification number: G06F40/295 G06F40/35 G06N3/04

    Abstract: A computer-implemented method of Named Entity Recognition (NER) includes receiving an input, identifying a plurality of candidate entities corresponding to the input, assigning word embeddings to the input at an embedding layer, capturing sequential context of the word embeddings in an encoding layer to obtain encoded word embeddings, constructing an entity relation graph using global coreference relations and local dependency relations to obtain a coreference graph and a dependency graph, fusing the encoded word embeddings, coreference graph, and dependency graph, via a graphical neural network (GNN), to obtain updated word embeddings, and decoding the updated word embeddings via a decoding layer to obtain enriched entity predictions.

    Textured-powder Bi-2212/Ag wire and method of fabrication

    公开(公告)号:US11887751B2

    公开(公告)日:2024-01-30

    申请号:US17509029

    申请日:2021-10-24

    CPC classification number: H01B12/06 H01B13/0036

    Abstract: A composite billet includes an array of textured-powder bars in a geometry that is compatible with assembly and drawing of a billet with LAR˜1:1. A method is presented of compressing the bars suitable for the billet geometry in an inert gas environment. Methods of drawing of the billet control the deformation of the composite billet during area-reducing draw to fine wire so that the shape and registration of the constituent bars is preserved. Lastly a method is disclosed to fabricate a cable-in-conduit conductor containing the textured-powder Bi-2212/Ag wires that enables robust forming of windings and also provides in-cable containment of a buffer gas flow under high pressure during the high-temperature heat treatment of the winding that is required to produce optimum superconducting performance in the winding.

    POLYMER/PHASE CHANGE MATERIAL COMPOSITE INK FOR THREE-DIMENSIONAL PRINTING BY DIRECT INK WRITING

    公开(公告)号:US20230416544A1

    公开(公告)日:2023-12-28

    申请号:US18036630

    申请日:2021-11-19

    CPC classification number: C09D11/16 C09K5/14 B29C64/106 B33Y70/00

    Abstract: In an embodiment, the present disclosure pertains to an ink composition. In some embodiments, the ink composition includes particles composed of a phase change material (PCM) and a resin. In an additional embodiment, the present disclosure pertains to a method of making an ink composition. In general, the method includes forming PCM beads from a PCM and loading a resin with the PCM beads. In a further embodiment, the present disclosure pertains to a method for forming a material or structure. In general, the method includes printing a composite ink on a substrate. In some embodiments, the composite ink includes particles composed of a PCM and a resin. In some embodiments, the method further includes curing the resin to thereby form the material or structure and imparting thermal regulation, by the composite ink, onto the material or structure.

    Modular living wall planter component

    公开(公告)号:USD1008698S1

    公开(公告)日:2023-12-26

    申请号:US29733059

    申请日:2020-04-29

    Abstract: The inventors claim a right of priority to U.S. Provisional Patent Application No. 62/840,868, which has a priority date of Apr. 30, 2019.
    FIG. 1 is a perspective view of a modular living wall planter component showing our new design;
    FIG. 2 is a front elevation view thereof;
    FIG. 3 is a rear elevation view thereof;
    FIG. 4 is a right elevation view thereof;
    FIG. 5 is a left elevation view thereof;
    FIG. 6 is a top plan view thereof;
    FIG. 7 is a bottom plan view thereof; and,
    FIG. 8 is a perspective view of the modular living wall planter component shown in its environment.
    The broken lines shown in the drawings illustrate use and environment of the modular living wall planter component that form no part of the claimed design.

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