Abstract: Facilitating reduction of noise in non-standard printed circuit board assembly component descriptions using a zero-shot model to identify salient component class descriptions is presented herein.

Abstract: A corpus of textual data records, labeled by experts as corresponding to a defined characteristic, that comprise descriptions of problems with an item are collected. A language model generates a plurality of n-grams from the corpus. Frequently occurring n-grams are analyzed using a zero-shot learning model to determine similarity to the defined characteristic. N-grams highly similar to the defined characteristic may be selected as defined phrases. N-grams highly similar to another characteristic may also be selected to reduce false positives. The zero-shot model may also be used to determine a weighting factor for each defined phrase for each record. A relevance score is determined for a record by multiplying the weighting factors for each phrase that has a similarity score relative to the record above a threshold based on the expert labeling. The relevancy score may be used to automatically diagnose problems with the item.

Abstract: A force feedback trigger includes an input device comprising a communication subsystem configured to provide bidirectional communication with a computing device. The input device further comprises a force feedback trigger assembly including a user-actuatable trigger configured to pivot about a trigger axis responsive to an applied external force. The input device further comprises a trigger vibrator directly coupled to the force feedback trigger assembly and communicatively coupled to the communication subsystem, the trigger vibrator configured to vibrate the user-actuatable trigger responsive to a vibration signal received from the computing device via the communication subsystem.

Abstract: A force feedback trigger includes an input device comprising a communication subsystem configured to provide bidirectional communication with a computing device. The input device further comprises a force feedback trigger assembly including a user-actuatable trigger configured to pivot about a trigger axis responsive to an applied external force. The input device further comprises a trigger vibrator directly coupled to the force feedback trigger assembly and communicatively coupled to the communication subsystem, the trigger vibrator configured to vibrate the user-actuatable trigger responsive to a vibration signal received from the computing device via the communication subsystem.