A new research paper introduces a computationally efficient algorithm for right-to-left automaticity. The author also presents a prediction method for arithmetic repetition complexity to handle mix-automatic sequences. This work builds on previous compositional learning research. These technical refinements offer a more precise way to measure word complexity during sequence prediction tasks.