So they established that language patterns measured by word frequency changed between 2022 and 2024. But did they also analyse frequencies across other 2-year time periods? How much difference is there for a typical word? It looks like they have a per-frequency significance threshold but then analysed all words at once, meaning that random noise would turn up a bunch of "significant" results. Maybe this is addressed in the original paper which is not linked.

I'm aware of what you are saying and disagree. You apparently take disagreement personally as most of your comments in that post to various other users are hostile too. Please be aware of how you are approaching discourse.

They will say something like solar went from 600gw to 1000 thats a 66% increase this year and coal only increased 40% except coal is 3600gw to 6400. Hrmmmm, maybe these numbers are outdated? Based on this coal and gas are down: In Q1 2025, solar generation rose 48% compared to the same period in 2024. Solar power reached 254 TWh, making up 10% of total electricity. This was the largest increase among all clean energy sources. Coal-fired electricity dropped by 4%, falling to 1,421 TWh. Gas-fired power also went down by 4%, reaching 67 TWh https://carboncredits.com/china-sets-clean-energy-record-in-early-2025-with-951-tw/ are no where close to what is required to meet their climate goals Which ones in particular are you talking about? Trump signs executive order directing US withdrawal from the Paris climate agreement — again https://apnews.com/article/trump-paris-agreement-climate-change-788907bb89fe307a964be757313cdfb0 China vowed on Tuesday to continue participating in two cornerstone multinational arrangements -- the World Health Organization and Paris climate accord -- after newly sworn-in US President Donald Trump ordered withdrawals from them. https://www.france24.com/en/live-news/20250121-china-says-committed-to-who-paris-climate-deal-after-us-pulls-out What's that saying? You hate it when the person you hate is doing good? I can't remember what it is I can't fault them for what they're doing at the moment, even if they are run by an evil dictatorship and do pollute the most I’m not sure how european defense spending is relevant It suggests there is money available in the bank to fund solar/wind/battery, but instead they are preparing for? something? what? who knows. France can make a fighter jet at home but not solar panels apparently. Prehaps they would be made in a country with environmental and labour laws if governments legislated properly to prevent companies outsourcing manufacturing. However this doesnt absolve china. China isnt being forced at Gunpoint to produce these goods with low labour regulation and low environmental regulation. You're right, it doesn't absolve china, and I avoid purchasing things from them wherever possible, my solar panels and EV were made in South Korea, my home battery was made in Germany, there are only a few things in my house made in China, most of them I got second hand but unfortunately there is no escaping the giant of manufacturing. With that said it's one thing for me to sit here and tut tut at China, but I realise I am not most people, the most clearest example is the extreme anti-ai, anti-billionaire bias on this platform, in real life most people don't give a fuck, they love Amazon/Microsoft/Google/Apple etc, they can't go a day without them. So I consider myself a realist, if you want people to buy your stuff then you will need to make the conditions possible for them to WANT to buy your stuff, not out of some moral lecture and Europe isn't doing that, if we look at energy prices: Can someone actually point out to me where this comes from? ... At the end of the day energy is a small % of EU household spending I was looking at corporate/business energy use: Major European companies are already moving to cut costs and retain their competitive edge. For example, Thyssenkrupp, Germany’s largest steelmaker, said on Monday it would slash 11,000 jobs in its steel division by 2030, in a major corporate reshuffle. https://oilprice.com/Latest-Energy-News/World-News/High-Energy-Costs-Continue-to-Plague-European-Industry.html Prices have since fallen but are still high compared to other countries. A poll by Germany's DIHK Chambers of Industry and Commerce of around 3,300 companies showed that 37% were considering cutting production or moving abroad, up from 31% last year and 16% in 2022. For energy-intensive industrial firms some 45% of companies were mulling slashing output or relocation, the survey showed. "The trust of the German economy in energy policy is severely damaged," Achim Dercks, DIHK deputy chief executive said, adding that the government had not succeeded in providing companies with a perspective for reliable and affordable energy supply. https://www.reuters.com/business/energy/more-german-companies-mull-relocation-due-high-energy-prices-survey-2024-08-01/ I've seen nothing to suggest energy prices in the EU are SO cheap that it's worth moving manufacturing TO Europe, and this is what annoys me the most. I've pointed this out before but they have an excellent report on the issues: https://commission.europa.eu/document/download/97e481fd-2dc3-412d-be4c-f152a8232961_en?filename=The+future+of+European+competitiveness+_+A+competitiveness+strategy+for+Europe.pdf Then they put out this Competitive Compass: https://commission.europa.eu/topics/eu-competitiveness/competitiveness-compass_en But tbh every week in the EU it seems like they are chasing after some other goal. This would be great, it would have been greater 10 years ago. Agreed

I would love to see the source on this one. It sounds fascinating.

I’ll probably never trust anything they’ve touched until I’ve taken it apart and put it back together again. Me too. But the vast majority of users need guardrails, and have a different threat model. Even those that also care about privacy, if they just want a solution that comes by default, this adtech 'fake' or 'superficial' solution does provide something. And anything is more than nothing.

I feel like I could succeed in an LLM selection process. I could sell my skills to a robot, could get an LLM to help. It's a long way ahead of keyword based automatic selectors At least an LLM is predictable, human judges are so variable