#language-and-society

#language-and-society

Computational linguistics is a two-way street: You're either using a computer to do things with human language or communicate or translate or teach a foreign language, or you're using computational techniques to learn something about human languages. Her work documenting and preserving endangered languages uses a little bit of both.

When respondents were asked which languages feel the most welcoming, Portuguese emerged on top, selected by 34 percent of participants. Spanish came in a close second with 33 percent of respondents calling it the friendliest, followed by Italian in third. Together, these languages form a clear cluster associated with warmth and approach.

Duolingo is confident that it can find ways to grow its subscriber base without adding more friction to its free tiers. Only about 10% of the language learning app's active monthly users pay for its services. Adding friction to the free experience has been the fastest way for Duolingo to increase monetization, but it came at the expense of daily active user growth.

For the first time, speech has been decoupled from consequence. We now live alongside AI systems that converse knowledgeably and persuasively-deploying claims about the world, explanations, advice, encouragement, apologies, and promises-while bearing no vulnerability for what they say. Millions of people already rely on chatbots powered by large language models, and have integrated these synthetic interlocutors into their personal and professional lives. An LLM's words shape our beliefs, decisions, and actions, yet no speaker stands behind them.

The term "conspiracy theory" calls to mind a variety of dubious claims and controversies, like rumors about Area 51, claims that the Earth is flat, and the movement known as QAnon. At first blush, these phenomena would seem to have little in common with bogus word origins. But there are a variety of false etymologies that spread virally and refuse to go away, in much the same way that stories about chemtrails, black helicopters, and UFOs refuse to die.

Parents often hear the warning: "If your child doesn't learn a second language early, they'll never be fluent." Adults, meanwhile, are told: "It's just too late for you to learn now." These claims are familiar and tidy, but misleading. Are they actually true? Is it better to learn a second language as a child or as an adult? The short answer is that it depends on what we mean by "better."

Led Zeppelin warned us about the perils of misunderstood communications in relationships. Failing to translate what we are trying to say or do so that someone else gets it is the root of so many problems. But translation is a fantastic find when it goes right. Here are some things I've learned about translating meaning from a lifetime of speaking numerous languages, practicing a wide array of martial arts, and communicating science.

1. Tongue in cheek 2. Old wives' tales 3. Statute of limitations 4. To be specific 5. Nipped in the bud 6. Get down to brass tacks 7. Deep-seated hatred 8. All intents and purposes 9. Wheelbarrow 10. Champing at the bit 11. Jury-rigged 12. Ulterior motive 13. Bald-faced lie 14. Dog eat dog world 15. Chump change 16. Dime a dozen 17. Duct tape 18. Can't see the forest for the trees 19. Quote unquote 20. Could have 21. Chalk it up 22. Iced tea 23. Take for granted 24. Blessing in disguise 25. Bated breath

If you don't know it, Ecclesiastes is a collection of Old Testament verses in which the eponymous title character discourses on the apparent meaninglessness of pleasure, accomplishment, wealth, politics, and life itself in the face of the infinitude of the universe and the absolute perfection of God. It is the source of many of our most cliched phrases, such as there is a time for everything and there is nothing new under the sun.

A German lesson is starting in a public-school classroom in the Philippines, and it opens with a greeting: "Guten Morgen," the teacher says. Students respond carefully, shaping unfamiliar sounds before moving on to short dialogues about directions, food, family, and eventually, culture. German has a reputation of being a difficult language to learn, but this also makes it a valuable assetImage: Stanley Gajete/DW In a Philippine public school, that routine still feels unusual.