Van Vinh Nguyen

EViSE splits summary evaluation into faithfulness, coherence and relevance and returns all three scores from a single non-autoregressive encoder pass, training score regression together with a within-source ordering constraint over candidate summaries. On 80,856 human-reviewed Vietnamese document–summary instances, EViSE-mmBERT reaches an overall Spearman correlation of 0.806 on the held-out News test set and the compact EViSE-ViDeBERTa reaches 0.737; adding the ranking term to the same architecture raises the three criterion Spearman values by 0.045 to 0.061 over regression alone.

EViSE splits summary evaluation into faithfulness, coherence and relevance and returns all three scores from a single non-autoregressive encoder pass, training score regression together with a within-source ordering constraint over candidate summaries. On 80,856 human-reviewed Vietnamese document–summary instances, EViSE-mmBERT reaches an overall Spearman correlation of 0.806 on the held-out News test set and the compact EViSE-ViDeBERTa reaches 0.737; adding the ranking term to the same architecture raises the three criterion Spearman values by 0.045 to 0.061 over regression alone.