---
id: wiki-2026-0508-parameter-efficiency-in-llms
title: Parameter-Efficiency in LLMs
category: 10_Wiki/Topics
status: duplicate
canonical_id: fine-tuning
duplicate_of: "[[Fine-tuning]]"
aliases: []
source_trust_level: A
confidence_score: 0.9
verification_status: redirected
tags: [duplicate, peft, lora, fine-tuning]
last_reinforced: 2026-05-10
github_commit: pending
---

# Parameter-Efficiency in LLMs

> **이 문서는 [[Fine-tuning]] 의 중복본입니다.** Canonical 문서로 redirect.

## 핵심 요약 (specialization aspects)
- PEFT family: LoRA, QLoRA, DoRA, IA³, prefix-tuning, prompt-tuning.
- canonical 의 "PEFT methods" subsection 에 자세한 비교.

## 🔗 Graph
- 부모: [[Fine-tuning]] (canonical)

## 🕓 변경 이력
| 날짜 | 변경 |
|---|---|
| 2026-05-08 | Phase 1 |
| 2026-05-10 | 중복 처리 — canonical 문서로 redirect |