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Background: The rapid advancement of large language models (LLMs) has given rise to AI-native applications, a new paradigm in software engineering that fundamentally redefines how software is designed, developed, and evolved. Despite their…

Software Engineering · Computer Science 2025-09-17 Lingli Cao , Shanshan Li , Ying Fan , Danyang Li , Chenxing Zhong

As the digital economy grows increasingly intangible, traditional productivity measures struggle to capture the true economic impact of artificial intelligence (AI). AI systems capable of cognitive work significantly enhance productivity,…

Theoretical Economics · Economics 2025-05-15 Alex Farach , Alexia Cambon , Jared Spataro

This paper presents an in-depth survey on the use of multimodal Generative Artificial Intelligence (GenAI) and autoregressive Large Language Models (LLMs) for human motion understanding and generation, offering insights into emerging…

Computer Vision and Pattern Recognition · Computer Science 2025-06-05 Muhammad Islam , Tao Huang , Euijoon Ahn , Usman Naseem

Recent advancements in artificial intelligence (AI), particularly in large language models (LLMs) such as OpenAI-o1 and DeepSeek-R1, have demonstrated remarkable capabilities in complex domains such as logical reasoning and experimental…

In the rapidly evolving landscape of artificial intelligence (AI), generative large language models (LLMs) stand at the forefront, revolutionizing how we interact with our data. However, the computational intensity and memory consumption of…

Machine Learning · Computer Science 2025-07-24 Xupeng Miao , Gabriele Oliaro , Zhihao Zhang , Xinhao Cheng , Hongyi Jin , Tianqi Chen , Zhihao Jia

Developments in the field of Artificial Intelligence (AI), and particularly large language models (LLMs), have created a 'perfect storm' for observing 'sparks' of Artificial General Intelligence (AGI) that are spurious. Like simpler models,…

Artificial Intelligence · Computer Science 2024-06-03 Patrick Altmeyer , Andrew M. Demetriou , Antony Bartlett , Cynthia C. S. Liem

The emergence of increasingly sophisticated artificial intelligence (AI) systems have sparked intense debate among researchers, policymakers, and the public due to their potential to surpass human intelligence and capabilities in all…

Theoretical Economics · Economics 2023-11-13 Mehmet S. Ismail

At any sustained positive growth rate of energy demand, depletion of all terrestrial energy resources, including non-renewable deuterium fusion and renewable solar, occurs within a remarkably compressed period. The time to depletion is…

Physics and Society · Physics 2026-04-28 Robert T. Nachtrieb , Steven J. Smith

There is a strong correlation between linguistics and artificial intelligence (AI), best manifested by deep learning language models. This study provides a thorough scientometric analysis of this correlation, synthesizing the intellectual…

Computation and Language · Computer Science 2025-12-23 Mohammed Q. Shormani

The integration of Large Language Models (LLMs) into the software development lifecycle (SDLC) masks a critical socio-technical failure: Cognitive-Systemic Collapse. This paper introduces "Epistemological Debt," the hidden carrying cost…

Software Engineering · Computer Science 2026-05-05 Frank Ginac

Artificial intelligence has advanced rapidly across perception, language, reasoning, and multimodal domains. Yet despite these achievements, modern AI systems remain fundamentally limited in their ability to self-monitor, self-correct, and…

Artificial Intelligence · Computer Science 2025-12-03 Noorbakhsh Amiri Golilarz , Sindhuja Penchala , Shahram Rahimi

Continual learning--the ability to acquire, retain, and refine knowledge over time--has always been fundamental to intelligence, both human and artificial. Historically, different AI paradigms have acknowledged this need, albeit with…

Machine Learning · Computer Science 2025-06-05 Jack Bell , Luigi Quarantiello , Eric Nuertey Coleman , Lanpei Li , Malio Li , Mauro Madeddu , Elia Piccoli , Vincenzo Lomonaco

It is a well-known fact that current AI-based language technology -- language models, machine translation systems, multilingual dictionaries and corpora -- focuses on the world's 2-3% most widely spoken languages. Recent research efforts…

Computation and Language · Computer Science 2023-07-26 Gábor Bella , Paula Helm , Gertraud Koch , Fausto Giunchiglia

The emergence of multi-agent systems built from large language models (LLMs) offers a promising paradigm for scalable collective intelligence and self-evolution. Ideally, such systems would achieve continuous self-improvement in a fully…

Computation and Language · Computer Science 2026-02-12 Chenxu Wang , Chaozhuo Li , Songyang Liu , Zejian Chen , Jinyu Hou , Ji Qi , Rui Li , Litian Zhang , Qiwei Ye , Zheng Liu , Xu Chen , Xi Zhang , Philip S. Yu

The trajectory of artificial intelligence (AI) has been one of relentless acceleration, evolving from rudimentary rule-based systems to sophisticated, autonomous agents capable of complex reasoning and interaction. This whitepaper…

Artificial Intelligence · Computer Science 2025-05-16 Kevin J McNamara , Rhea Pritham Marpu

Providing rich, constructive feedback to students is essential for supporting and enhancing their learning. Recent advancements in Generative Artificial Intelligence (AI), particularly with large language models (LLMs), present new…

Computers and Society · Computer Science 2025-07-11 Euan D Lindsay , Mike Zhang , Aditya Johri , Johannes Bjerva

This perspective paper proposes a series of interactive scenarios that utilize Artificial Intelligence (AI) to enhance classroom teaching, such as dialogue auto-completion, knowledge and style transfer, and assessment of AI-generated…

Artificial Intelligence · Computer Science 2023-06-13 Kehui Tan , Tianqi Pang , Chenyou Fan , Song Yu

This article presents the results and their discussion for the third wave (with n=23 participants) within a multinational longitudinal study that investigates the evolving paradigm of human-AI collaboration in problem-solving contexts.…

Computers and Society · Computer Science 2025-12-16 Matthias Huemmer , Theophile Shyiramunda , Franziska Durner , Michelle J. Cummings-Koether

Artificially intelligent systems have become remarkably sophisticated. They hold conversations, write essays, and seem to understand context in ways that surprise even their creators. This raises a crucial question: Are we creating systems…

Computers and Society · Computer Science 2026-04-27 Derek Shiller , Laura Duffy , Arvo Muñoz Morán , Adrià Moret , Chris Percy , Hayley Clatterbuck