DeepSciVerify is a new system designed to enhance the reliability of scientific claims by verifying citations through a two-stage process that combines abstract-level reasoning with selective evidence retrieval. It has demonstrated improved accuracy and efficiency in claim-citation verification, outperforming existing methods on the SCitance benchmark.