Abstract Motivation Ab initio gene prediction in non-model organisms is a difficult task. While many ab methods have been developed, their average accuracy over long segments of genome, and especially when assessed wide range species, generally yields results with sensitivity specificity levels the low 60% range. A common weakness most tendency to learn patterns that are species-specific varyin...