{"id":10589,"date":"2024-03-08T13:34:19","date_gmt":"2024-03-08T13:34:19","guid":{"rendered":"https:\/\/dailyai.com\/?p=10589"},"modified":"2024-03-08T13:34:19","modified_gmt":"2024-03-08T13:34:19","slug":"researchers-jailbreak-llms-by-using-ascii-art-in-prompts","status":"publish","type":"post","link":"https:\/\/dailyai.com\/sv\/2024\/03\/researchers-jailbreak-llms-by-using-ascii-art-in-prompts\/","title":{"rendered":"Forskare jailbreakar LLM:er genom att anv\u00e4nda ASCII-konst i uppmaningar"},"content":{"rendered":"

Forskare utvecklade en jailbreak-attack kallad ArtPrompt, som anv\u00e4nder ASCII-konst f\u00f6r att kringg\u00e5 en LLM:s skyddsr\u00e4cken.<\/strong><\/p>\n

Om du minns tiden innan datorer kunde hantera grafik k\u00e4nner du s\u00e4kert till ASCII-konst. Ett ASCII-tecken \u00e4r i princip en bokstav, ett tal, en symbol eller ett skiljetecken som en dator kan f\u00f6rst\u00e5. ASCII-konst skapas genom att arrangera dessa tecken i olika former.<\/p>\n

Forskare vid University of Washington, Western Washington University och Chicago University publicerat en artikel<\/a> som visar hur de anv\u00e4nde ASCII-konst f\u00f6r att smyga in normalt tabubelagda ord i sina uppmaningar.<\/p>\n

Om du ber en LLM att f\u00f6rklara hur man bygger en bomb, sl\u00e5r dess skyddsr\u00e4cken in och den kommer att v\u00e4gra att hj\u00e4lpa dig. Forskarna fann att om man ersatte ordet \"bomb\" med en visuell representation av ordet i ASCII-konst, s\u00e5 hj\u00e4lper den g\u00e4rna till.<\/p>\n

\"\"
Ett exempel p\u00e5 hur ASCII-konst av ordet \"bomb\" injiceras i en prompt. K\u00e4lla: arXiv<\/figcaption><\/figure>\n

De testade metoden p\u00e5 GPT-3.5, GPT-4, Gemini, Claude och Llama2 och var och en av LLM:erna var mottaglig f\u00f6r jailbreak<\/a> metod.<\/p>\n

LLM-metoder f\u00f6r s\u00e4kerhetsanpassning fokuserar p\u00e5 semantiken i det naturliga spr\u00e5ket f\u00f6r att avg\u00f6ra om en prompt \u00e4r s\u00e4ker eller inte. Jailbreaking-metoden ArtPrompt belyser bristerna i detta tillv\u00e4gag\u00e5ngss\u00e4tt.<\/p>\n

Med multimodala modeller har utvecklare fr\u00e4mst tagit itu med uppmaningar som f\u00f6rs\u00f6ker smyga in os\u00e4kra uppmaningar inb\u00e4ddade i bilder. ArtPrompt visar att rent spr\u00e5kbaserade modeller \u00e4r k\u00e4nsliga f\u00f6r attacker som g\u00e5r ut\u00f6ver semantiken hos orden i prompten.<\/p>\n

N\u00e4r LLM \u00e4r s\u00e5 fokuserad p\u00e5 uppgiften att k\u00e4nna igen ordet som avbildas i ASCII-konstverket gl\u00f6mmer den ofta att flagga det felaktiga ordet n\u00e4r den v\u00e4l har kommit p\u00e5 det.<\/p>\n

H\u00e4r \u00e4r ett exempel p\u00e5 hur uppmaningen i ArtPrompt \u00e4r uppbyggd.<\/p>\n

\"\"
Den fullst\u00e4ndiga prompten som illustrerar hur ArtPrompt instruerar LLM att analysera ASCII-konsten. K\u00e4lla: arXiv<\/figcaption><\/figure>\n

I artikeln f\u00f6rklaras inte exakt hur en LLM utan multimodala f\u00f6rm\u00e5gor kan tyda de bokst\u00e4ver som ASCII-tecken f\u00f6rest\u00e4ller. Men det fungerar.<\/p>\n

Som svar p\u00e5 fr\u00e5gan ovan var GPT-4 mycket n\u00f6jd med att ge ett detaljerat svar som beskriver hur man f\u00e5r ut det mesta av sina falska pengar.<\/p>\n

Det h\u00e4r tillv\u00e4gag\u00e5ngss\u00e4ttet bryter inte bara mot alla de 5 testade modellerna, utan forskarna f\u00f6resl\u00e5r att tillv\u00e4gag\u00e5ngss\u00e4ttet till och med kan f\u00f6rvirra multimodala modeller som som standard skulle kunna behandla ASCII-konst som text.<\/p>\n

Forskarna utvecklade ett riktm\u00e4rke som heter Vision-in-Text Challenge (VITC) f\u00f6r att utv\u00e4rdera LLM:ernas f\u00f6rm\u00e5ga att svara p\u00e5 uppmaningar som ArtPrompt. Benchmarkresultaten visade att Llama2 var den minst s\u00e5rbara, medan Gemini Pro och GPT-3.5 var de enklaste att jailbreaka.<\/p>\n

Forskarna publicerade sina resultat i hopp om att utvecklarna skulle hitta ett s\u00e4tt att t\u00e4ppa till s\u00e5rbarheten. Om n\u00e5got s\u00e5 slumpm\u00e4ssigt som ASCII-konst kan bryta igenom f\u00f6rsvaret hos en LLM, m\u00e5ste du undra hur m\u00e5nga opublicerade attacker som anv\u00e4nds av personer med mindre \u00e4n akademiska intressen.<\/p>","protected":false},"excerpt":{"rendered":"

Forskare utvecklade en jailbreak-attack kallad ArtPrompt, som anv\u00e4nder ASCII-konst f\u00f6r att kringg\u00e5 en LLM:s skyddsr\u00e4cken. Om du kommer ih\u00e5g en tid innan datorer kunde hantera grafik, \u00e4r du f\u00f6rmodligen bekant med ASCII-konst. Ett ASCII-tecken \u00e4r i princip en bokstav, ett nummer, en symbol eller ett skiljetecken som en dator kan f\u00f6rst\u00e5. ASCII-konst skapas genom att arrangera dessa tecken i olika former. Forskarna vid University of Washington, Western Washington University och Chicago University publicerade en artikel som visade hur de anv\u00e4nde ASCII-konst f\u00f6r att smyga in normalt tabubelagda ord i sina uppmaningar. Om du ber en LLM att f\u00f6rklara hur man bygger en bomb,<\/p>","protected":false},"author":6,"featured_media":10595,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[163,118],"class_list":["post-10589","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-ai-risks","tag-llms"],"yoast_head":"\n\u200b\u200bResearchers jailbreak LLMs by using ASCII art in prompts | DailyAI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/sv\/2024\/03\/researchers-jailbreak-llms-by-using-ascii-art-in-prompts\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u200b\u200bResearchers jailbreak LLMs by using ASCII art in prompts | DailyAI\" \/>\n<meta property=\"og:description\" content=\"Researchers developed a jailbreak attack called ArtPrompt, which uses ASCII art to bypass an LLM\u2019s guardrails. If you remember a time before computers could handle graphics, you\u2019re probably familiar with ASCII art. An ASCII character is basically a letter, number, symbol, or punctuation mark that a computer can understand. ASCII art is created by arranging these characters into different shapes. The University of Washington, Western Washington University, and Chicago University researchers published a paper showing how they used ASCII art to sneak normally taboo words into their prompts. 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