---
title: Smart MCQ Solver (DeBERTa)
emoji: 🧠
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: "5.9.1"
app_file: app.py
pinned: false
---

# 🧠 Smart MCQ Solver — DeBERTa-v3-small

Answers 5-option multiple-choice questions using a fine-tuned DeBERTa-v3-small
model — the best individual model from the Smart MCQ Solver project
(0.7544 MAP@3 on the Kaggle leaderboard).

## How it works

Each (question, option) pair is scored independently as "correct" vs "wrong"
using a pretrained DeBERTa-v3-small backbone with a custom classification head
on the `[CLS]` token. The 5 option scores per question are ranked to produce
a top-3 answer.