Forgot contents of system description paper Google Form submission

[Emi]

Dear organizers,

I submitted the intent form for the system description paper but unfortunately forgot what was filled in. Could you please resend me a copy of my Google Form answers?

My name: Ionescu Emi-Marian Email used: emi.io...@gmail.com

[Janosch Gehring]

Hello,

here is what we noted down:

Name: Emi-Marian

Team Name: (Not provided)

Account: emi12121

System: Phi3-CORN

Email: emi.io...@gmail.com

LLMs: microsoft/Phi-3-mini-4k-instruct

Size: 3.8B

External Resources: None

Keywords: Fine-tuning, Prompting, Ordinal Regression, Ensemble, Test-Time Augmentation (TTA)

Summary: We fine-tuned Phi-3-mini using LoRA with a custom Conditional Ordinal Regression (CORN) loss function weighted by label standard deviation. Our inference pipeline aggregates predictions from an ensemble of random seeds and uses Test-Time Augmentation (TTA) with multiple prompt variations. Finally, we applied post-processing that incorporates coherence scores and tuned integer thresholds.

Best,

Janosch Gehring

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