2 papers
cs.CL2026
Beyond Reference-Based Evaluation: Reward Models for Meta-Evaluation of Grammatical Error Correction
Ruotian Wu, Bill E. Johnson, Gene Saunders +3
Reference-based metrics for Grammatical Error Correction (GEC) such as M and ERRANT assume that the reference set enumerates all valid edits, and therefore often penalize corre…
cs.CL2025
Time Is Effort: Estimating Human Post-Editing Time for Grammar Error Correction Tool Evaluation
Ankit Vadehra, Bill Johnson, Gene Saunders +1
Text editing can involve several iterations of revision. Incorporating an efficient Grammar Error Correction (GEC) tool in the initial correction round can significantly impact fur…