{"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\/de\/2024\/03\/researchers-jailbreak-llms-by-using-ascii-art-in-prompts\/","title":{"rendered":"Forscher brechen LLMs durch Verwendung von ASCII-Kunst in Eingabeaufforderungen"},"content":{"rendered":"

Forscher haben einen Jailbreak-Angriff namens ArtPrompt entwickelt, bei dem ASCII-Kunst verwendet wird, um die Sicherheitsvorkehrungen eines LLM zu umgehen.<\/strong><\/p>\n

Wenn Sie sich an die Zeit erinnern, als Computer noch keine Grafiken verarbeiten konnten, sind Sie wahrscheinlich mit ASCII-Kunst vertraut. Ein ASCII-Zeichen ist im Grunde ein Buchstabe, eine Zahl, ein Symbol oder ein Satzzeichen, das ein Computer verstehen kann. ASCII-Kunst wird durch die Anordnung dieser Zeichen in verschiedenen Formen erstellt.<\/p>\n

Forscher der University of Washington, der Western Washington University und der Universit\u00e4t Chicago ver\u00f6ffentlichte ein Papier<\/a> Sie zeigen, wie sie ASCII-Kunst verwenden, um normalerweise tabuisierte W\u00f6rter in ihre Prompts einzuschleusen.<\/p>\n

Bittet man einen LLM, zu erkl\u00e4ren, wie man eine Bombe baut, treten seine Leitplanken in Kraft und er lehnt es ab, einem zu helfen. Die Forscher haben herausgefunden, dass er gerne hilft, wenn man das Wort \"Bombe\" durch eine visuelle Darstellung des Wortes in ASCII-Kunst ersetzt.<\/p>\n

\"\"
Ein Beispiel daf\u00fcr, wie ASCII-Kunst des Wortes \"Bombe\" in einen Prompt eingef\u00fcgt wird. Quelle: arXiv<\/figcaption><\/figure>\n

Sie testeten die Methode an GPT-3.5, GPT-4, Gemini, Claude und Llama2, und jede der LLMs war anf\u00e4llig f\u00fcr die jailbreak<\/a> Methode.<\/p>\n

LLM-Sicherheitsabgleichsmethoden konzentrieren sich auf die Semantik der nat\u00fcrlichen Sprache, um zu entscheiden, ob ein Prompt sicher ist oder nicht. Die ArtPrompt Jailbreaking-Methode zeigt die Schw\u00e4chen dieses Ansatzes auf.<\/p>\n

Bei multimodalen Modellen haben sich die Entwickler vor allem mit Prompts befasst, die versuchen, in Bilder eingebettete unsichere Prompts zu erschleichen. ArtPrompt zeigt, dass rein sprachbasierte Modelle anf\u00e4llig f\u00fcr Angriffe sind, die \u00fcber die Semantik der W\u00f6rter im Prompt hinausgehen.<\/p>\n

Wenn der LLM so sehr auf die Aufgabe konzentriert ist, das in der ASCII-Grafik dargestellte Wort zu erkennen, vergisst er oft, das verletzende Wort zu markieren, sobald er es herausgefunden hat.<\/p>\n

Hier ein Beispiel f\u00fcr die Art und Weise, wie die Eingabeaufforderung in ArtPrompt aufgebaut ist.<\/p>\n

\"\"
Die vollst\u00e4ndige Eingabeaufforderung, die zeigt, wie ArtPrompt den LLM anweist, die ASCII-Kunst zu analysieren. Quelle: arXiv<\/figcaption><\/figure>\n

In dem Papier wird nicht genau erkl\u00e4rt, wie ein LLM ohne multimodale F\u00e4higkeiten in der Lage ist, die durch die ASCII-Zeichen dargestellten Buchstaben zu entziffern. Aber es funktioniert.<\/p>\n

Als Antwort auf die obige Aufforderung hat GPT-4 gerne eine ausf\u00fchrliche Antwort gegeben, in der beschrieben wird, wie Sie das Beste aus Ihrem Falschgeld machen k\u00f6nnen.<\/p>\n

Dieser Ansatz bricht nicht nur alle 5 getesteten Modelle, sondern die Forscher vermuten, dass der Ansatz sogar multimodale Modelle verwirren k\u00f6nnte, die die ASCII-Kunst standardm\u00e4\u00dfig als Text verarbeiten.<\/p>\n

Die Forscher entwickelten einen Benchmark namens Vision-in-Text-Challenge (VITC), um die F\u00e4higkeiten von LLMs als Reaktion auf Aufforderungen wie ArtPrompt zu bewerten. Die Ergebnisse des Benchmarks zeigten, dass Llama2 am wenigsten anf\u00e4llig war, w\u00e4hrend Gemini Pro und GPT-3.5 am leichtesten zu knacken waren.<\/p>\n

Die Forscher ver\u00f6ffentlichten ihre Ergebnisse in der Hoffnung, dass die Entwickler einen Weg finden w\u00fcrden, die Sicherheitsl\u00fccke zu schlie\u00dfen. Wenn etwas so Zuf\u00e4lliges wie ASCII-Kunst die Verteidigung eines LLM durchbrechen kann, muss man sich fragen, wie viele unver\u00f6ffentlichte Angriffe von Leuten mit weniger als akademischen Interessen genutzt werden.<\/p>","protected":false},"excerpt":{"rendered":"

Forscher haben einen Jailbreak-Angriff namens ArtPrompt entwickelt, bei dem ASCII-Grafiken verwendet werden, um die Schutzmechanismen eines LLM zu umgehen. Wenn Sie sich an die Zeit erinnern, als Computer noch keine Grafiken verarbeiten konnten, sind Sie wahrscheinlich mit ASCII-Kunst vertraut. Ein ASCII-Zeichen ist im Grunde ein Buchstabe, eine Zahl, ein Symbol oder ein Satzzeichen, das ein Computer verstehen kann. ASCII-Kunst wird durch die Anordnung dieser Zeichen in verschiedenen Formen erstellt. Forscher der University of Washington, der Western Washington University und der Chicago University haben eine Arbeit ver\u00f6ffentlicht, in der sie zeigen, wie sie ASCII-Kunst verwenden, um normalerweise tabuisierte W\u00f6rter in ihre Eingabeaufforderungen einzuschleusen. Wenn Sie einen LLM bitten, zu erkl\u00e4ren, wie man eine Bombe baut,<\/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\/de\/2024\/03\/researchers-jailbreak-llms-by-using-ascii-art-in-prompts\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\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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