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Stinger2311/
hail-mary-inspired-student-lora

Name: hail-mary-inspired-student-lora
Availability: InStock

unsloth/Qwen2.5-3B-Instruct-bnb-4bit

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Model Card - Hail Mary Inspired Student LoRA

Overview

This model is a small instruction-tuned student model adapted using Unsloth and LoRA/QLoRA on a custom sci-fi reasoning dataset.

Base model

Recommended default:

unsloth/Qwen2.5-3B-Instruct-bnb-4bit

You may replace this with another small instruct model if Colab availability changes.

Training objective

The goal is not franchise mimicry. The goal is a calm, science-literate assistant that handles:

constrained problem-solving
uncertainty communication
teamwork guidance
first-contact style reasoning
optimistic but honest support

Training data

The model is trained on original theme-inspired data and optionally expanded with teacher-generated synthetic examples that are manually reviewed.

Intended use

portfolio demo
educational fine-tuning
low-compute assistant experimentation

Limitations

may hallucinate scientific details
should not be used for medical, legal, or safety-critical decisions
inherits limitations from the base model
theme fidelity depends on dataset quality and evaluation rigor

Evaluation

Evaluate against the prompts in data/eval_prompts.jsonl and compare:

base model
fine-tuned LoRA model
optional merged model

Track:

instruction following
reasoning clarity
calmness under uncertainty
refusal quality when information is insufficient

Public positioning

Use phrasing like:

A Project Hail Mary-inspired sci-fi reasoning assistant trained on original data.

Avoid phrasing that implies official or licensed content.

Stinger2311/hail-mary-inspired-student-lora