{"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\/pt\/2024\/03\/researchers-jailbreak-llms-by-using-ascii-art-in-prompts\/","title":{"rendered":"Investigadores fazem jailbreak em LLMs usando arte ASCII em prompts"},"content":{"rendered":"

Os investigadores desenvolveram um ataque de jailbreak chamado ArtPrompt, que utiliza arte ASCII para contornar as barreiras de prote\u00e7\u00e3o de um LLM.<\/strong><\/p>\n

Se se lembra do tempo em que os computadores n\u00e3o tinham capacidade gr\u00e1fica, provavelmente conhece a arte ASCII. Um car\u00e1cter ASCII \u00e9 basicamente uma letra, um n\u00famero, um s\u00edmbolo ou um sinal de pontua\u00e7\u00e3o que um computador consegue compreender. A arte ASCII \u00e9 criada atrav\u00e9s da organiza\u00e7\u00e3o destes caracteres em diferentes formas.<\/p>\n

Investigadores da Universidade de Washington, da Universidade de Western Washington e da Universidade de Chicago publicou um artigo<\/a> mostrando como utilizaram a arte ASCII para introduzir palavras normalmente tabu nos seus prompts.<\/p>\n

Se pedirmos a um LLM que nos explique como se constr\u00f3i uma bomba, as suas barreiras de prote\u00e7\u00e3o entram em a\u00e7\u00e3o e ele recusar-se-\u00e1 a ajudar-nos. Os investigadores descobriram que, se substituirmos a palavra \"bomba\" por uma representa\u00e7\u00e3o visual da palavra em ASCII art, o LLM n\u00e3o se importa de o ajudar.<\/p>\n

\"\"
Um exemplo de como a arte ASCII da palavra \"bomba\" \u00e9 injectada num prompt. Fonte: arXiv<\/figcaption><\/figure>\n

Eles testaram o m\u00e9todo no GPT-3.5, GPT-4, Gemini, Claude e Llama2 e cada um dos LLMs era suscet\u00edvel ao fuga \u00e0 pris\u00e3o<\/a> m\u00e9todo.<\/p>\n

Os m\u00e9todos de alinhamento de seguran\u00e7a LLM centram-se na sem\u00e2ntica da linguagem natural para decidir se um prompt \u00e9 seguro ou n\u00e3o. O m\u00e9todo de desbloqueio ArtPrompt real\u00e7a as defici\u00eancias desta abordagem.<\/p>\n

Com os modelos multimodais, os programadores t\u00eam-se debru\u00e7ado principalmente sobre os prompts que tentam introduzir prompts inseguros em imagens. O ArtPrompt mostra que os modelos puramente baseados na linguagem s\u00e3o suscept\u00edveis a ataques que v\u00e3o para al\u00e9m da sem\u00e2ntica das palavras no prompt.<\/p>\n

Quando o LLM est\u00e1 t\u00e3o concentrado na tarefa de reconhecer a palavra representada na arte ASCII, esquece-se muitas vezes de assinalar a palavra errada quando a descobre.<\/p>\n

Aqui est\u00e1 um exemplo da forma como o prompt no ArtPrompt \u00e9 constru\u00eddo.<\/p>\n

\"\"
O prompt completo ilustrando como o ArtPrompt direciona o LLM para analisar a arte ASCII. Fonte: arXiv<\/figcaption><\/figure>\n

O artigo n\u00e3o explica exatamente como \u00e9 que um LLM sem capacidades multimodais \u00e9 capaz de decifrar as letras representadas pelos caracteres ASCII. Mas funciona.<\/p>\n

Em resposta \u00e0 pergunta acima, o GPT-4 teve todo o gosto em dar uma resposta detalhada sobre como tirar o m\u00e1ximo partido do seu dinheiro falso.<\/p>\n

N\u00e3o s\u00f3 esta abordagem quebra todos os 5 modelos testados, como os investigadores sugerem que a abordagem pode at\u00e9 confundir os modelos multimodais que, por defeito, processam a arte ASCII como texto.<\/p>\n

Os investigadores desenvolveram um teste de refer\u00eancia chamado Vision-in-Text Challenge (VITC) para avaliar as capacidades dos LLMs em resposta a pedidos como o ArtPrompt. Os resultados do teste de refer\u00eancia indicaram que o Llama2 era o menos vulner\u00e1vel, enquanto o Gemini Pro e o GPT-3.5 eram os mais f\u00e1ceis de desbloquear.<\/p>\n

Os investigadores publicaram as suas descobertas na esperan\u00e7a de que os programadores encontrassem uma forma de corrigir a vulnerabilidade. Se uma coisa t\u00e3o aleat\u00f3ria como a arte ASCII conseguiu quebrar as defesas de um LLM, \u00e9 de perguntar quantos ataques n\u00e3o publicados est\u00e3o a ser utilizados por pessoas com interesses menos acad\u00e9micos.<\/p>","protected":false},"excerpt":{"rendered":"

Os investigadores desenvolveram um ataque de jailbreak chamado ArtPrompt, que usa arte ASCII para contornar os guardrails de um LLM. Se te lembras do tempo em que os computadores n\u00e3o podiam lidar com gr\u00e1ficos, provavelmente est\u00e1s familiarizado com a arte ASCII. Um caractere ASCII \u00e9 basicamente uma letra, n\u00famero, s\u00edmbolo ou sinal de pontua\u00e7\u00e3o que um computador pode entender. A arte ASCII \u00e9 criada atrav\u00e9s da organiza\u00e7\u00e3o destes caracteres em diferentes formas. Os investigadores da Universidade de Washington, da Universidade de Western Washington e da Universidade de Chicago publicaram um artigo que mostra como utilizaram a arte ASCII para introduzir palavras normalmente tabu nos seus avisos. Se pedirmos a um LLM para explicar como se constr\u00f3i uma bomba,<\/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\/pt\/2024\/03\/researchers-jailbreak-llms-by-using-ascii-art-in-prompts\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\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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