2nd/10_Wiki/Topics/AI_and_ML/Parameter-Efficiency-in-LLMs.md

id, title, category, status, canonical_id, duplicate_of, aliases, source_trust_level, confidence_score, verification_status, tags, last_reinforced, github_commit

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