Abstract: Retroactive verbose error logging may be provided. Loggable event entries associated with software installation during installation may be saved. Each of the loggable event entries may have a first level or a second level. In addition, the loggable event entries associated with the first level and the second level may be saved to a log file if an error occurs during the software installation. Furthermore, the loggable event entries associated only with the first level may be saved to the log file if a milestone occurs during the software installation and the error has not occurred before the milestone occurs. The software installation may be stopped if the error occurs during the software installation and the software installation may continue if the milestone occurs during the software installation.

Abstract: A method, a system, and an apparatus biasing a speech recognizer based on prompt context. The present invention is capable of analyzing the words used in the prompt given to the user. Then, a set of words the user is likely to say in response to the prompt is determined. The word set may be determined using a technology used by the speech recognition system, such as n-grams, grammars, or both. The speech recognition system boosts the probabilities of the analyzed words in the word set by a preconfigured amount. The preconfigured amount is selected based on collected data.

Abstract: A system and method for speech recognition includes generating a set of likely hypotheses in recognizing speech, rescoring the likely hypotheses by using semantic content by employing semantic structured language models, and scoring parse trees to identify a best sentence according to the sentence's parse tree by employing the semantic structured language models to clarify the recognized speech.