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A plain-language headline about the problem

Case study · Course research · 2026

Two sentences that set up the tension: what was hard, who it was for, and what we shipped. Written from the evidence kit's story draft.

Role
Student research team lead
Timeline
January to May 2026
Team
Five students · CS 639, Deep Learning for NLP
Stack
PyTorch, Gemma-2-2B-IT, Llama-3.1-8B-Instruct, HelpSteer

The situation

A short paragraph of context: who uses this, what they were trying to do, and why the existing way fell short. Three or four sentences, specific enough that a reader outside the team can follow it without the jargon.

What made it hard

The constraint or failure that shaped the work. Name the real obstacle, with a number if the claims ledger has one, and say what a good outcome would have looked like.

What we built

How the system works and why it was built this way. Credit the team with "we", and use "I" only for the specific pieces that were mine. Three to five sentences, one idea each.

How it turned out

Metric 100what it measures
Metric 200what it measures

One or two sentences on what's still rough or what comes next.

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© 2026 Amogh ParuvelliMadison, WI · Built with Next.js and React · Source ↗