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.
By comparing how AI models and humans map these words to numerical percentages, we uncovered significant gaps between humans and large language models. While the models do tend to agree with humans on extremes like 'impossible,' they diverge sharply on hedge words like 'maybe.' For example, a model might use the word 'likely' to represent an 80% probability, while a human reader assumes it means closer to 65%.
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.
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.
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
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.
I'm one of those authors whose books AI ate for lunch a few years back. At some point I might get a check to pay me for a dozen years' work on the three books it stole, but really, there's no way to compensate for the fallout. AI seems to think no, it can't think, only shuffle what real people thought that a machine can write as well as a person can.