Original Question

Original equation

Dataset selection &

Preparation

Data Preprocessing

operation label generation

Feature construction

BERT Fine-tuning

RF + TF-IDF +

Numeric/symbolic

feature

local NLP + CoT

inspired

Vanilla NLP arithmetic

classification

Model training

Model Prediction

Evaluation

Final output

Performance comparison

Correct

Incorrect