united airline
Weaker LLMs' Opinions Also Matter: Mixture of Opinions Enhances LLM's Mathematical Reasoning
Chen, Yanan, Pesaranghader, Ali, Sadhu, Tanmana
Recent advances in Large Language Models (LLMs) have raised interest in their formal reasoning capabilities, particularly in mathematics. While closed LLMs like GPT-4 perform well on mathematical benchmarks, e.g., GSM8K, it remains unclear whether small to medium-sized open LLMs can achieve similar performance, questioning their reliability. To close this gap, we propose a post-training approach leveraging a mixture of opinions (MoO) from weaker ancillary LLMs to enhance a (relatively) stronger LLM's reasoning. For that, each post-training sample is augmented with Chain-of-Thought (CoT) reasoning steps and answers from ancillary LLMs, enabling the main LLM to learn from diverse perspectives. We compare MoO with standard supervised fine-tuning (SFT), few-shot prompting, and the Mixture of Agents (MoA) method on mathematical reasoning benchmarks. Our results show that incorporating weaker LLMs' opinions improves mathematical reasoning by an average of 5%, highlighting the value of diverse perspectives in reasoning tasks.
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The Morning After: United Airlines grounded its new Airbus fleet over 'no smoking' signs
United Airlines had to ground its new Airbus A321neo planes, not due to a major safety issue, but because the light-up "no smoking" signs are automated. A 1990 ruling mandates that the signs on aircraft must be manually operated by the crew. Airbus A321neo features software that automatically displays the signage during a flight, so the crew doesn't switch it on and off. Bear in mind that smoking was fully banned from both domestic and international flights nearly 25 years ago. Even more frustratingly, automated signage systems are not even new. Many air travel companies apply for exemptions with the Federal Aviation Authority (FAA) – which United did for its entire fleet back in 2020.
The Morning After: 50 attorneys general urge Congress to fight AI-generated child sexual abuse images
"We are engaged in a race against time to protect the children of our country from the dangers of AI," the attorneys general wrote in an open letter to Congress, asking for increased protective measures against AI-enhanced child sexual abuse images. Using image generators like Dall-E and Midjourney to create child sexual abuse materials isn't a problem, as the software has guardrails to stop those prompts. However, when open-source versions of the software and similar tools without guardrails or oversight arrive, it could be a major issue. Even OpenAI CEO Sam Altman has stated that AI tools would benefit from government intervention to mitigate their risk. You can get these reports delivered daily direct to your inbox.
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World's first FLYING bike that can reach speeds of 62 mph and fly for 40 minutes to make US debut
A hoverbike that can travel at 62 miles per hour for up to 40 minutes made its U.S. debut this week at the North American Auto Show in Detroit. The flying bike is the work of Aerwins, a Delaware-based company that makes drones and unmanned vehicles. Although it conjures up futuristic Jetsons visions of s oaring high above New York City's notoriously clogged streets, you probably won't be riding the hoverbike out to John F. Kennedy Airport anytime soon. The Xturismo currently costs $777,000, although Aerwins says it will develop a smaller model next year, as well as an all-electric model in 2025 to sell for about $50,000. 'I feel like I'm literally 15-years-old and I just got out of Star Wars and I jumped on their bike,' Thad Scott, co-chair of the auto show, told Reuters.
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Voices in AI – Episode 97: A Conversation with Alexandra Levit
Today's leading minds talk AI with host Byron Reese On this Episode of Voices in AI Byron speaks with futurist and author Alexandra Levit about the nature of intelligence and her new book'Humanity Works'. Listen to this episode or read the full transcript at www.VoicesinAI.com Byron Reese: This is Voices in AI brought to you by GigaOm and I'm Byron Reese. Today my guest is Alexandra Levit, she is a futurist, a managing partner at People Results and the author of the new book, Humanity Works. She holds a degree in psychology and communications from Northwestern University.
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Why Emotional Intelligence Is Far More Valuable Than Artificial Intelligence
Texting and chatting have become so ingrained in our daily lives that, these days, most people get genuinely upset when they receive phone calls. The convenience of mobile communication has made us greedy about our time, and spending minutes on the phone for something that can be accomplished via text has become just downright offensive. For that reason, marketers are now turning to messaging platforms to improve communication channels for sales and customer service conversations. In fact, a report by Twilio found that 9 out of 10 consumers want to use messaging to communicate with brands. "[The] report highlights a growing divide between consumers and brands," said Manav Khurana, VP of Product Marketing at Twilio.
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United Airlines: Twitter users claim that posts about Flight 3411 incident are being removed
Twitter users claim that their posts are being deleted if they criticise United Airlines. A range of tweeters claim that their posts about an incident on the airline are being removed without notice and without them being aware of it. The claims come after United Airlines had a man forcibly removed from a plane, causing him to be carried down the aisle and leave with his face bleeding. The incident has been criticised by customers and much of the world, and United's share price has fallen after the incident. The I.F.O. is fuelled by eight electric engines, which is able to push the flying object to an estimated top speed of about 120mph.
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