Abstract: A computing device configured to receive a database query in a natural language and database information, the database information including a database schema having multiple schema elements, and receive a preliminary query in structured query language corresponding to an input query. The computing device is configured to select schema elements, and select examples, each including a respective pair of natural language queries and structured query language queries, based on respective structural similarities between the preliminary query and a structured query language query of a respective pair represented as normalized abstract syntax trees. The computing device is configured to form a prompt based on the selected schema elements and examples, and input the prompt to a large language model to form an output query in the structured query language.

Abstract: An apparatus is provided for matching a first point of interest (POI) dataset including first POI entities with a second POI dataset including a plurality of second POI entities in a 2D region. Each of the first and second POI entities includes coordinate data and one or more label tokens. The apparatus includes processing circuitry configured to determine, for each first POI entity, a subset of the plurality of second POI entities. The processing circuitry is configured to determine, for each first POI entity, a composite matching score with one or more second POI entities. The composite matching score is based on a coordinate matching score and a label matching score, the coordinate matching score depending on a geographical distance and the label matching score depending on a local context relevance. The processing circuitry is configured to match each first POI entity with the second POI entities of the subset.

Abstract: An apparatus is provided for matching a first point of interest (POI) dataset including first POI entities with a second POI dataset including a plurality of second POI entities in a 2D region. Each of the first and second POI entities includes coordinate data and one or more label tokens. The apparatus includes processing circuitry configured to determine, for each first POI entity, a subset of the plurality of second POI entities. The processing circuitry is configured to determine, for each first POI entity, a composite matching score with one or more second POI entities. The composite matching score is based on a coordinate matching score and a label matching score, the coordinate matching score depending on a geographical distance and the label matching score depending on a local context relevance. The processing circuitry is configured to match each first POI entity with the second POI entities of the subset.

Abstract: A sensor connector assembly includes an extender having a base defining opposite first and second mating faces (101, 201), a chamber (3) standing upon a top wall (30) of the base of the extender; a thermal sensing device received in the chamber (3). This thermal sensing device is configured to measure the environment temperature where the connector assembly is located so as to decide when to startup a cooling system for the connector assembly.