Instead of ranking sentences into the top-k positions, we pay more attention on claim verification accuracy by embedding and aggregating the useful sentences as evidence like we have explained above.
such discrepancy inspires us to investigate in the future an end-to-end approach to jointly model evidence retrieval and claim verification in a unified framework based on our sentence-level attention mechanism.