SGlot

About

About Glot

Glot estimates a CEFR-oriented merged proficiency band for German learner writing and provides structured linguistic feedback to support reflection, placement, and teacher review.

How it works

The Python assessment service extracts defined linguistic indicators, scales them using the training-time scaler, and estimates a CEFR-oriented merged proficiency band (Elementary, Intermediate, or Advanced) with the configured model assets. It does not assign exact A1–C2 levels.

Linguistic dimensions

01 Lexical Complexity
02 Morphological Complexity
03 Syntactic Elaboration
04 Morpho-lexical Complexity
05 Discourse Cohesion

Feedback

The feedback explains the fixed model output in practical language. It cannot override the estimated band. If the feedback service is unavailable, Glot returns a fallback explanation.

Important limitations

Glot does not provide official CEFR certification or exact A1–C2 grading. Automated assessment should support, not replace, trained human assessors — especially in high-stakes contexts. The model predicts merged bands only and is not validated for individual certification decisions.