Against All Odds: Overcoming Typology, Script, and Language Confusion in Multilingual Embedding Inversion Attacks

Keyphrases

• Cross-lingual Word Embeddings 100%
• Large Language Models 100%
• Inversion Attack 100%
• Language Families 40%
• Inversion Model 40%
• Negative Impact 20%
• Attacker 20%
• Predictable Patterns 20%
• Security Vulnerabilities 20%
• European Languages 20%
• Cyber-attacks 20%
• Cross-lingual 20%
• Backdoor 20%
• Model Security 20%
• Indo-Aryan Languages 20%
• Arabic Script 20%
• Cross-script 20%
• Linguistic Families 20%
• Cyrillic Script 20%

Computer Science

• Multilingual LLM 100%
• Attackers 66%
• Language Family 66%
• Large Language Model 66%
• Security Vulnerability 33%
• Raise Awareness 33%
• Predictable Pattern 33%
• Backdoors 33%
• European Language 33%
• Negative Impact 33%
• Written Language 33%