phi-4-minecraft-advisor-qlora-sft – AI Model by trentnorth | AlphaNeural AI

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trentnorth/
phi-4-minecraft-advisor-qlora-sft

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ecological-advisor

microsoft/phi-4

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phi-4-minecraft-advisor-qlora-sft

QLoRA SFT adapter for microsoft/phi-4 trained on an ecological advisor corpus for Minecraft Alive mod.

Eval results (104-prompt advisor eval, Claude judge)

Metric	Score	Gate
TP recall	0.972	≥0.90	PASS
TN precision	0.958	≥0.85	PASS
Joint F	0.965	≥0.88	PASS
Edge accuracy	1.000	≥0.75	PASS
Mechanism mean	1.84/2.0	≥1.50	PASS

Zero-shot phi-4 baseline: TP=1.000, TN=0.667 (over-alerts on every scenario).

Training details

Base model: microsoft/phi-4
Task: QLoRA SFT, 3 epochs, r=32, alpha=64, target_modules=all-linear, NF4 4-bit
Corpus: 1384 train / 154 val scenarios

Framework versions

PEFT 0.13.0