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The Way We Prompt: Conceptual Blending, Neural Dynamics, and Prompt-Induced Transitions in LLMs
Large language models (LLMs), inspired by neuroscience, exhibit behaviors that often evoke a sense of personality and intelligence-yet the mechanisms behind these effects remain elusive. Here, we operationalize Conceptual Blending Theory (CBT) as an experimental framework, using prompt-based methods to reveal how LLMs blend and compress meaning. By systematically investigating Prompt-Induced Transitions (PIT) and Prompt-Induced Hallucinations (PIH), we uncover structural parallels and divergences between artificial and biological cognition. Our approach bridges linguistics, neuroscience, and empirical AI research, demonstrating that human-AI collaboration can serve as a living prototype for the future of cognitive science. This work proposes prompt engineering not just as a technical tool, but as a scientific method for probing the deep structure of meaning itself.
- Asia > Japan > Honshū > Chūbu > Ishikawa Prefecture > Kanazawa (0.05)
- Europe > United Kingdom > England > Oxfordshire > Oxford (0.04)
Japanese startup to use AI to translate manga
A Japanese startup said Tuesday it aims to use artificial intelligence to help translate manga comics into English five times faster and 90% cheaper than at present. Manga series such as "One Piece" and "Dragon Ball" are a huge success story for Japan, with the market projected to be worth 42.2 billion by 2030, according to the startup, Orange. But it said only about 2% of Japan's annual output of 700,000 manga volumes are released in English, "partly due to the difficult and lengthy translation process and the limited number of translators." But with its technology, Orange aims to produce 500 English-language manga per month, five times more than the industry's current capacity, and 50,000 volumes in five years. Other languages will come later.
As Japan releases more Fukushima water, what about the rest of the plant?
Before the 2011 tsunami inundated Ukedo elementary school's classrooms, the ocean was central to the school's identity. In the summer, pupils would run down the 300-metre path to the beach, splitting up into groups to see who could make the best animals out of sand. Every year, students also painted local fishermen's boats, a tradition that resonated strongly in Namie town, where many parents worked in the fishing industry. But when a magnitude 9.0 earthquake, a subsequent tsunami and a nuclear disaster brought devastation to Japan's northeastern Tohoku region, that all changed, Shinichi Sato, a teacher who taught at Ukedo elementary school, told Al Jazeera. "For years after the disaster, we weren't allowed to teach lessons outside, in fear that kids would touch radioactive soil," Sato said.
- Asia > Japan > Honshū > Tōhoku > Fukushima Prefecture > Fukushima (0.42)
- North America > United States > Illinois (0.05)
- Asia > Japan > Honshū > Kantō > Tokyo Metropolis Prefecture > Tokyo (0.05)
- Asia > China (0.05)
- Energy > Power Industry > Utilities > Nuclear (1.00)
- Education (0.93)
Decentralized Riemannian Conjugate Gradient Method on the Stiefel Manifold
Chen, Jun, Ye, Haishan, Wang, Mengmeng, Huang, Tianxin, Dai, Guang, Tsang, Ivor W., Liu, Yong
The conjugate gradient method is a crucial first-order optimization method that generally converges faster than the steepest descent method, and its computational cost is much lower than the second-order methods. However, while various types of conjugate gradient methods have been studied in Euclidean spaces and on Riemannian manifolds, there has little study for those in distributed scenarios. This paper proposes a decentralized Riemannian conjugate gradient descent (DRCGD) method that aims at minimizing a global function over the Stiefel manifold. The optimization problem is distributed among a network of agents, where each agent is associated with a local function, and communication between agents occurs over an undirected connected graph. Since the Stiefel manifold is a non-convex set, a global function is represented as a finite sum of possibly non-convex (but smooth) local functions. The proposed method is free from expensive Riemannian geometric operations such as retractions, exponential maps, and vector transports, thereby reducing the computational complexity required by each agent. To the best of our knowledge, DRCGD is the first decentralized Riemannian conjugate gradient algorithm to achieve global convergence over the Stiefel manifold.
- Europe > Slovenia > Drava > Municipality of Benedikt > Benedikt (0.04)
- Europe > Russia (0.04)
- Asia > Singapore (0.04)
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Record 54% of Japan students lack motivation to study amid pandemic, survey shows
A record 54.3% of students at elementary, junior high and high schools in Japan said they lacked motivation to study last year, a private survey showed Wednesday, apparently reflecting the impact of the coronavirus pandemic in stifling social interaction. The figure compared with 45.1% in 2019, the year before the pandemic began in Japan, and 50.7% in 2020 after COVID-19 broke out. Such data was first collected in 2015. The study was conducted by the Benesse Educational Research and Development Institute and the Institute of Social Science at the University of Tokyo. It collected answers by mail and other means from around 10,000 students ranging from fourth graders to high schoolers between July and September in 2021.
- Health & Medicine > Therapeutic Area > Infections and Infectious Diseases (0.84)
- Health & Medicine > Therapeutic Area > Immunology (0.84)
- Education > Educational Setting > K-12 Education > Secondary School (0.43)
- Education > Educational Setting > K-12 Education > Primary School (0.40)
Toyota Is Heading To Moon With Lunar Cruiser On A JAXA Space Mission
Lunar Cruiser on a JAXA space mission -- Toyota is working with Japan's space agency on a vehicle to explore the lunar surface, with ambitions to help people live on the moon by 2040 and then go live on Mars, company officials said Friday. The vehicle being developed with the Japan Aerospace Exploration Agency is called Lunar Cruiser, whose name pays homage to the Toyota Land Cruiser sport utility vehicle. Its launch is set for the late 2020's. The vehicle is based on the idea that people eat, work, sleep and communicate with others safely in cars, and the same can be done in outer space, said Takao Sato, who heads the Lunar Cruiser project at Toyota Motor Corp. "We see space as an area for our once-in-a-century transformation. By going to space, we may be able to develop telecommunications and other technology that will prove valuable to human life," Sato told The Associated Press.
Toyota heading to moon with cruiser, robotic arms, dreams
Toyota is working with Japan's space agency on a vehicle to explore the lunar surface, with ambitions to help people live on the moon by 2040 and then go live on Mars, company officials said Friday. The vehicle being developed with the Japan Aerospace Exploration Agency is called Lunar Cruiser, whose name pays homage to the Toyota Land Cruiser sport utility vehicle. Its launch is set for the late 2020's. The vehicle is based on the idea that people eat, work, sleep and communicate with others safely in cars, and the same can be done in outer space, said Takao Sato, who heads the Lunar Cruiser project at Toyota Motor Corp. "We see space as an area for our once-in-a-century transformation. By going to space, we may be able to develop telecommunications and other technology that will prove valuable to human life," Sato told The Associated Press.
Emotional Speech Synthesis for Companion Robot to Imitate Professional Caregiver Speech
Homma, Takeshi, Sun, Qinghua, Fujioka, Takuya, Takawaki, Ryuta, Ankyu, Eriko, Nagamatsu, Kenji, Sugawara, Daichi, Harada, Etsuko T.
When people try to influence others to do something, they subconsciously adjust their speech to include appropriate emotional information. In order for a robot to influence people in the same way, the robot should be able to imitate the range of human emotions when speaking. To achieve this, we propose a speech synthesis method for imitating the emotional states in human speech. In contrast to previous methods, the advantage of our method is that it requires less manual effort to adjust the emotion of the synthesized speech. Our synthesizer receives an emotion vector to characterize the emotion of synthesized speech. The vector is automatically obtained from human utterances by using a speech emotion recognizer. We evaluated our method in a scenario when a robot tries to regulate an elderly person's circadian rhythm by speaking to the person using appropriate emotional states. For the target speech to imitate, we collected utterances from professional caregivers when they speak to elderly people at different times of the day. Then we conducted a subjective evaluation where the elderly participants listened to the speech samples generated by our method. The results showed that listening to the samples made the participants feel more active in the early morning and calmer in the middle of the night. This suggests that the robot may be able to adjust the participants' circadian rhythm and that the robot can potentially exert influence similarly to a person.
Japanese firms testing AI tech to recruit talent
Many Japanese companies have already shifted to online interviews and seminars for recruiting new employees due to the coronavirus pandemic, but some have gone a step further by testing artificial intelligence to efficiently hire talent. But while companies see the benefits of AI, such as standardization in the hiring process and saving recruiters' time by automating high-volume tasks, they are still far from relying completely on the technology due to concerns about it yielding inappropriate or discriminatory decisions. "Using AI in screening tens of thousands of applicant resumes has helped us cut total labor time by 75 percent. From May, we have also started implementing AI in assessing videos sent by applicants," said Tomoko Sugihara, director of recruitment at SoftBank Corp. "Extra time that has been created thanks to AI allows recruiters more time to proactively engage with potential candidates in person, build relationships and carefully determine the candidates' culture fit," Sugihara said. The major mobile carrier, which hires more than 1,000 people a year, has trained AI with data from 1,500 past resume sheets.
- Information Technology (0.90)
- Health & Medicine > Therapeutic Area > Infections and Infectious Diseases (0.38)
- Health & Medicine > Therapeutic Area > Immunology (0.38)
Shogi and Artificial Intelligence Discuss Japan-Japan Foreign Policy Forum
The waves of the third artificial intelligence (AI) boom are now sweeping across Japan in the same way as earlier fads did in the 1950s and the 1980s. Referring to the ongoing craze in the country, leading Japanese economic magazine Shukan toyo keizai wrote in its 5 December 2015 issue, "not a single day passes by without hearing about AI." Many companies in Japan are making AI-related announcements one after another. Seminars on AI are held in Tokyo almost every day. But the question we must ask is this: Is the development of AI good news for mankind? From early on, many people in the world outside Japan forecast a dystopian future if AI were to surpass human intelligence. To cite an early example, Bill Joy, a U.S. computer scientist dubbed the Thomas Edison of the Internet, cautioned that robots with higher intelligence may compete with humans and threaten the latter's survival when they become able to self-replicate in "Why the Future Doesn't Need Us," an article he published in 2000. More recently, British theoretical physicist and cosmologist Stephen Hawking expressed the fear that "the development of full artificial intelligence could spell the end of the human race." Speaking in concert, Microsoft founder Bill Gates also said, "I am in the camp that is concerned about the threat of super intelligence [to human beings]." Behind their concern, there is the feeling of unease that humans will stop being the owners of the highest intelligence on earth. High intelligence is the very thing that has allowed humans to consider themselves as special beings distinguished from other animals. What will happen if and when AI surpasses human intelligence? Will humans really be able to continue their dominance as rulers of the earth in this situation? Won't machines deprive humans of many intellectual jobs and dominate them, in effect? These arguments about the possible threats posed by AI have been small in number in Japan until recently, however.
- Asia > Japan > Honshū > Kantō > Tokyo Metropolis Prefecture > Tokyo (0.25)
- Asia > India (0.14)
- Asia > Japan > Honshū > Chūbu > Toyama Prefecture > Toyama (0.04)
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