ResearchBenchmarksAutomated Essay Scoring on Feedback Prize (test)Automated Essay Scoring on Feedback Prize (test)Follow0.603QWK (Cohesion)TAPO0.456360.494430.53250.57057May 25, 2026Evaluation resultsMethodMethodLinksQWK (Cohesion)QWK (Syntax)QWK (Vocabulary)QWK (Phraseology)QWK (Grammar)QWK (Conventions)Average QWKTAPO2026.050.6030.6560.6090.6510.6640.6820.644SaMRL2026.050.5920.6370.610.6460.6580.6560.633ArTS2026.050.590.6280.5940.6390.6590.6590.628MTL2026.050.4620.5070.5190.5050.4840.5270.501