Abstract: Provided are a method for generating a summary and a system therefor. The method according to some embodiments may include calculating a likelihood loss for a summary model using a first text sample and a first summary sentence corresponding to the first text sample, calculating an unlikelihood loss for the summary model using a second text sample and the first summary sentence, the second text sample being a negative sample generated from the first text sample, and updating the summary model based on the likelihood loss and the unlikelihood loss.

Abstract: An apparatus for embedding a sentence feature vector according to an embodiment includes a sentence acquisitor configured to acquire a first sentence and a second sentence, each including one or more words; a vector extractor configured to extract a first feature vector corresponding to the first sentence and a second feature vector corresponding to the second sentence by independently inputting each of the first sentence and the second sentence into a feature extraction network; and a vector compressor configured to compress the first feature vector and the second feature vector into a first compressed vector and a second compressed vector, respectively, by independently inputting each of the first feature vector and the second feature vector into a convolutional neural network (CNN)-based vector compression network.

Abstract: The present invention relates to a rotation on/off-type brush-tube-shaped cosmetic container, having following advantages: only with the action of turning a rotation cap, a cosmetic container may be simply opened/closed, resulting in discharging the cosmetics; though a tube container is accidentally pressurized while being used or while in storage, it still can prevent the cosmetics from being leaked. In addition, by means of the shape of a screw-type spiral groove, a seal cap and a rotation cap can be firmly fixed at the maximum rising/descending position, and can be carried out in a smooth manner during rising/descending movement.

Abstract: A pumping-type tube container includes a suction pipe which is extended downwardly from the pumping member and has a lower end dipped into the content contained in the tube container, thus minimizing idle operation during a pumping operation of a pumping member and providing user convenience.

Abstract: The invention relates to a rotation on/off-type brush-tube-shaped cosmetic container, having the following advantages: although with only the action of turning a rotation cap, the cosmetic container may still be simply opened/closed to discharge the cosmetic; under the case that a tube container is accidentally pressured during use or while in storage, it still can prevent the cosmetic from being leaked; based on the shape of a spiral groove, a seal cap and the rotation cap can be firmly fixed at the maximum rising/descending position, and the rising/descending action can be carried out in a smooth manner.

Abstract: The invention relates to a ring flip-top tube container, comprising a tube body (4) providing a space for accommodating cosmetic, a tube neck (3) and a flip-top cap including a lower flip-top cap (2) and an upper flip-top cap (1). Since the number of parts is reduced and the manufacturing process is simplified, in the process of producing the ring flip-top tube container, the use of raw material and energy may be reduced. Therefore, the ring flip-top tube container is not only environmentally friendly but also conductive to increase production efficiency and lower production cost. In addition, this ring flip-top tube container is capable of reducing the height of the cap and hence an elegant design may be executed.