In at least one exemplary embodiment for automated document identification and language dictation recognition systems, the system comprises a database capable of receiving a plurality of verbal records, the verbal record comprising at least one identifier and at least one verbal feature and a processor operably coupled to the database, where the processor has and executes a software program. The processor being operational to identify a subset of the plurality of verbal records from the database, extract at least one verbal feature from the identified records, analyze the at least one verbal feature of the subset of the plurality of verbal records, process the subset of the plurality of records using the analyzed feature according to at least one reasoning approach, generate a processed verbal record using the processed subset of the plurality of records, and deliver the processed verbal record to a recipient. The processor being further operational to extract features for a pool of training documents, to turn each transcription job into a feature vector which can be used by a traditional classifier, creating classifiers with different parameters in order to explore the best possible strategy, evaluating performance of all classifiers, creating a boosting classifier, calculating performance statistics, and operating the automatic document identifier for all documents.