Selective Knowledge Edit Reversal via Gated Singular Vector Shrinkage

arXiv:2609.02091 · cs.CL · Submitted 2026-09-02 · Read on arXiv

cs.CL

Submitted: 2026-09-02

Updated: 2026-09-02

Code: https://github.com/marvinhehehe/spectral-reverse

Terminology

• alpha — 12× in this paper · explained in 1 episode
• Generalization — 5× in this paper · explained in 13 episodes
• Transformer — 5× in this paper · explained in 2 episodes
• Benchmark — 4× in this paper · explained in 2 episodes
• Ablation — 3× in this paper · explained in 1 episode
• Data Augmentation — 3× in this paper · explained in 7 episodes
• F1 Score — 3× in this paper · explained in 3 episodes
• Machine Unlearning — 2× in this paper · explained in 2 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Ablation study — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Associative Memory — 1× in this paper · explained in 2 episodes
• Catastrophic Forgetting — 1× in this paper · explained in 5 episodes
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• Entanglement — 1× in this paper · explained in 3 episodes
• In-Context Learning — 1× in this paper · explained in 4 episodes
• Knowledge Graph — 1× in this paper · explained in 7 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Meta-learning — 1× in this paper · explained in 2 episodes
• Multi-agent Collaboration — 1× in this paper · explained in 2 episodes

Sources

• Can Editing LLMs Inject Harm?
• Mistral 7B
• Flooding Spread of Manipulated Knowledge in LLM-Based Multi-Agent Communities
• Llama 2: Open Foundation and Fine-Tuned Chat Models
• The Llama 3 Herd of Models
• A Comprehensive Study of Knowledge Editing for Large Language Models
• Modifying Memories in Transformer Models

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