Endangered Languages and Trump’s Medical Claims: The Download

▼ Summary
– Wikipedia editions in over 340 languages are being flooded with AI-translated content, with some smaller language editions containing 40-60% uncorrected machine translations.
– Errors in these Wikipedia articles are problematic because AI systems often use Wikipedia as a primary data source for learning less common languages.
– This creates a “doom spiral” where flawed AI translations on Wikipedia can be scraped to train new AI, perpetuating and amplifying the errors.
– Volunteers are taking drastic measures to address the issue, including deleting entire language editions from Wikipedia to prevent data corruption.
– In a separate story, President Trump incorrectly linked vaccines and acetaminophen to autism and promoted leucovorin as a treatment, claims strongly disputed by autism researchers.
The digital preservation of endangered languages faces an unexpected threat from the very technologies meant to expand their reach. Wikipedia, a monumental multilingual effort with editions in more than 340 languages, is seeing its smaller, community-run sections flooded with poorly translated AI-generated content. For instance, volunteers maintaining four African language editions report that an alarming 40% to 60% of articles consist of uncorrected machine translations. This creates a vicious cycle: artificial intelligence systems often rely on scraping vast amounts of online text to learn new languages, and for many vulnerable tongues, Wikipedia is the largest available source. When that source is contaminated with errors, it effectively poisons the data pool future AI models will use. The situation has become so dire that some editors are taking drastic measures, including the complete deletion of certain language editions from the platform to protect the integrity of the linguistic data.
In a separate and concerning development, former President Donald Trump has made unsubstantiated medical claims linking common products to autism. He recently asserted that childhood vaccines and acetaminophen, the primary ingredient in Tylenol, are responsible for the rising number of autism diagnoses, advising pregnant women to avoid the pain reliever. Simultaneously, his administration announced that the FDA would work to make a drug called leucovorin available as an autism treatment. These statements have been met with significant alarm from the scientific community. The Coalition for Autism Researchers, representing over 250 scientists, issued a sharp rebuke, stating the claims are unsupported by data and only serve to instill fear and promote false hope. The evidence does not back the idea that Tylenol causes autism or that leucovorin is a cure, highlighting a dangerous disconnect between political pronouncements and established medical science.
(Source: Technology Review)





