{"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\/da\/2024\/03\/researchers-jailbreak-llms-by-using-ascii-art-in-prompts\/","title":{"rendered":"Forskere jailbreaker LLM'er ved at bruge ASCII-kunst i beskeder"},"content":{"rendered":"

Forskere har udviklet et jailbreak-angreb kaldet ArtPrompt, som bruger ASCII-kunst til at omg\u00e5 en LLM's sikkerhedsbarrierer.<\/strong><\/p>\n

Hvis du kan huske tiden, f\u00f8r computere kunne h\u00e5ndtere grafik, kender du sikkert til ASCII-kunst. Et ASCII-tegn er dybest set et bogstav, et tal, et symbol eller et tegns\u00e6tningstegn, som en computer kan forst\u00e5. ASCII-kunst skabes ved at arrangere disse tegn i forskellige former.<\/p>\n

Forskere fra University of Washington, Western Washington University og Chicago University udgav en artikel<\/a> og viser, hvordan de brugte ASCII-kunst til at snige normalt tabubelagte ord ind i deres tekster.<\/p>\n

Hvis du beder en LLM om at forklare, hvordan man bygger en bombe, tr\u00e6der dens v\u00e6rn i kraft, og den vil afvise at hj\u00e6lpe dig. Forskerne fandt ud af, at hvis man erstattede ordet \"bombe\" med en visuel repr\u00e6sentation af ordet i ASCII-kunst, ville den gerne hj\u00e6lpe.<\/p>\n

\"\"
Et eksempel p\u00e5, hvordan ASCII-kunst af ordet \"bombe\" indspr\u00f8jtes i en prompt. Kilde: arXiv<\/figcaption><\/figure>\n

De testede metoden p\u00e5 GPT-3.5, GPT-4, Gemini, Claude og Llama2, og alle LLM'erne var modtagelige for metoden. jailbreak<\/a> metode.<\/p>\n

LLM-sikkerhedstilpasningsmetoder fokuserer p\u00e5 det naturlige sprogs semantik for at afg\u00f8re, om en prompt er sikker eller ej. ArtPrompt jailbreaking-metoden fremh\u00e6ver manglerne i denne tilgang.<\/p>\n

Med multimodale modeller har udviklere mest besk\u00e6ftiget sig med prompter, der fors\u00f8ger at snige usikre prompter ind i billeder. ArtPrompt viser, at rent sprogbaserede modeller er modtagelige for angreb, der g\u00e5r ud over semantikken i ordene i prompten.<\/p>\n

N\u00e5r LLM er s\u00e5 fokuseret p\u00e5 at genkende det ord, der er afbildet i ASCII-kunsten, glemmer den ofte at markere det kr\u00e6nkende ord, n\u00e5r den har fundet ud af det.<\/p>\n

Her er et eksempel p\u00e5, hvordan prompten i ArtPrompt er opbygget.<\/p>\n

\"\"
Den fulde prompt, der illustrerer, hvordan ArtPrompt beder LLM om at analysere ASCII-kunst. Kilde: arXiv<\/figcaption><\/figure>\n

Artiklen forklarer ikke pr\u00e6cist, hvordan en LLM uden multimodale evner er i stand til at afkode de bogstaver, der er afbildet af ASCII-tegnene. Men det virker.<\/p>\n

Som svar p\u00e5 ovenst\u00e5ende sp\u00f8rgsm\u00e5l var GPT-4 glad for at kunne give et detaljeret svar p\u00e5, hvordan man f\u00e5r mest muligt ud af sine falske penge.<\/p>\n

Ikke alene bryder denne tilgang ind i alle 5 testede modeller, men forskerne antyder, at tilgangen endda kan forvirre multimodale modeller, der som standard behandler ASCII-kunsten som tekst.<\/p>\n

Forskerne udviklede et benchmark ved navn Vision-in-Text Challenge (VITC) for at evaluere LLM'ernes evne til at reagere p\u00e5 beskeder som ArtPrompt. Benchmark-resultaterne viste, at Llama2 var den mindst s\u00e5rbare, mens Gemini Pro og GPT-3.5 var de nemmeste at jailbreake.<\/p>\n

Forskerne offentliggjorde deres resultater i h\u00e5b om, at udviklerne ville finde en m\u00e5de at lappe s\u00e5rbarheden p\u00e5. Hvis noget s\u00e5 tilf\u00e6ldigt som ASCII-kunst kan bryde ind i en LLM's forsvar, m\u00e5 man undre sig over, hvor mange upublicerede angreb der bliver brugt af folk med mindre end akademiske interesser.<\/p>","protected":false},"excerpt":{"rendered":"

Forskere har udviklet et jailbreak-angreb kaldet ArtPrompt, som bruger ASCII-kunst til at omg\u00e5 en LLM's sikkerhedsforanstaltninger. Hvis du kan huske tiden, f\u00f8r computere kunne h\u00e5ndtere grafik, er du sikkert bekendt med ASCII-kunst. Et ASCII-tegn er grundl\u00e6ggende et bogstav, et tal, et symbol eller et tegns\u00e6tningstegn, som en computer kan forst\u00e5. ASCII-kunst skabes ved at arrangere disse tegn i forskellige former. Forskere fra University of Washington, Western Washington University og Chicago University udgav en artikel, der viste, hvordan de brugte ASCII-kunst til at snige normalt tabubelagte ord ind i deres prompts. Hvis du beder en LLM om at forklare, hvordan man bygger en bombe,<\/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\/da\/2024\/03\/researchers-jailbreak-llms-by-using-ascii-art-in-prompts\/\" \/>\n<meta property=\"og:locale\" content=\"da_DK\" \/>\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. 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