It’s been two years since cross-lingual jailbreaks were first discovered. How far has the multilingual LLM safety research field advanced? 🤔 📏 Our comprehensive survey reveals that there is still a long way to go.

🚨LLM safety research needs to be at least as multilingual as our models. What's the current stage and how to progress from here? This work led by @yongzx.bsky.social has answers! 👇

Can English-finetuned LLMs reason in other languages? Short Answer: Yes, thanks to “quote-and-think” + test-time scaling. You can even force them to reason in a target language! But: 🌐 Low-resource langs & non-STEM topics still tough. New paper: arxiv.org/abs/2505.05408

Multilingual 🤝reasoning 🤝 test-time scaling 🔥🔥🔥 New preprint! @yongzx.bsky.social has all the details 👇

📣 New paper! We observe that reasoning language models finetuned only on English data are capable of zero-shot cross-lingual reasoning through a "quote-and-think" pattern. However, this does not mean they reason the same way across all languages or in new domains. [1/N]