Livoa LogoLivoa
Student Response Evaluation Workflow
Input


Typed or handwritten responses are uploaded

OCR


Handwritten text and equations are converted to machine-readable format

Preprocessing


Data is cleaned and standardized

Segmentation


Textual and mathematical components are separated

Evaluation
Textual Similarity


Sentence-BERT + Cosine Similarity

Mathematical Equivalence


SymPy symbolic comparison

Scoring


Weighted scoring combines both evaluations

sumit

by Sumit

0
0 uses