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Large language models (LLMs) have facilitated the generation of high-quality, cost-effective synthetic data for developing downstream models and conducting statistical analyses in various domains. However, the increased reliance on…

机器学习 · 计算机科学 2025-02-04 Yixin Wu , Ziqing Yang , Yun Shen , Michael Backes , Yang Zhang

Countries globally trade with tons of waste materials every year, some of which are highly hazardous. This trade admits a network representation of the world-wide waste web, with countries as vertices and flows as directed weighted edges.…

物理与社会 · 物理学 2022-04-06 Johann H. Martínez , Sergi Romero , José J. Ramasco , Ernesto Estrada

Large Language Models (LLMs) depend on high-quality, domain-specific natural language datasets. This dependency is particularly pronounced in Requirements Engineering (RE), where core activities rely on textual artifacts such as…

软件工程 · 计算机科学 2026-04-23 Quim Motger , Carlota Catot , Xavier Franch

The swift advancement and widespread availability of foundational Large Language Models (LLMs), complemented by robust fine-tuning methodologies, have catalyzed their adaptation for innovative and industrious applications. Enabling LLMs to…

计算与语言 · 计算机科学 2023-10-04 Eren Unlu

Ecosystems monitoring is essential to properly understand their development and the effects of events, both climatological and anthropological in nature. The amount of data used in these assessments is increasing at very high rates. This is…

网络与互联网体系结构 · 计算机科学 2011-07-01 Gilberto Z. Pastorello , G. Arturo Sanchez-Azofeifa , Mario A. Nascimento

Large-scale disasters can often result in catastrophic consequences on people and infrastructure. Situation awareness about such disaster impacts generated by authoritative data from in-situ sensors, remote sensing imagery, and/or…

计算与语言 · 计算机科学 2025-12-01 Sameeah Noreen Hameed , Surangika Ranathunga , Raj Prasanna , Kristin Stock , Christopher B. Jones

Modern buildings are densely equipped with smart energy meters, which periodically generate a massive amount of time-series data yielding few million data points every day. This data can be leveraged to discover the underlying loads, infer…

机器学习 · 计算机科学 2022-04-01 Manoj Gulati , Pandarasamy Arjunan

The integration of Environmental, Social, and Governance (ESG) factors into corporate decision-making is a fundamental aspect of sustainable finance. However, ensuring that business practices align with evolving regulatory frameworks…

人工智能 · 计算机科学 2025-12-17 Mattia Birti , Andrea Maurino , Francesco Osborne

Small Language Models (SLMs) offer computational efficiency and accessibility, yet a systematic evaluation of their performance and environmental impact remains lacking. We introduce SLM-Bench, the first benchmark specifically designed to…

计算与语言 · 计算机科学 2025-09-05 Nghiem Thanh Pham , Tung Kieu , Duc-Manh Nguyen , Son Ha Xuan , Nghia Duong-Trung , Danh Le-Phuoc

As the performance of artificial intelligence systems has dramatically increased, so too has the environmental impact of creating these systems. While many model developers release estimates of the power consumption and carbon emissions…

计算机与社会 · 计算机科学 2025-03-11 Jacob Morrison , Clara Na , Jared Fernandez , Tim Dettmers , Emma Strubell , Jesse Dodge

Large, open datasets can accelerate ecological research, particularly by enabling researchers to develop new insights by reusing datasets from multiple sources. However, to find the most suitable datasets to combine and integrate,…

数字图书馆 · 计算机科学 2025-10-07 Zehao Lu , Thijs L van der Plas , Parinaz Rashidi , W Daniel Kissling , Ioannis N Athanasiadis

The article analyzes the impact of environmental conditions on agricultural production in the Aral Sea region. The development of mathematical models for solving the problems of optimizing agricultural production, the spread of dust and…

Modern scientific data mainly consist of huge datasets gathered by a very large number of techniques and stored in very diversified and often incompatible data repositories. More in general, in the e-science environment, it is considered as…

天体物理仪器与方法 · 物理学 2010-10-20 M. Brescia , G. Longo , F. Pasian

Public health and habitat quality are crucial goals of urban planning. In recent years, the severe social and environmental impact of illegal waste dumping sites has made them one of the most serious problems faced by cities in the Global…

机器学习 · 计算机科学 2021-10-29 Maria Roberta Devesa , Antonio Vazquez Brust

Cropland maps are essential for remote sensing-based agricultural monitoring, providing timely insights without extensive field surveys. Machine learning enables large-scale mapping but depends on geo-referenced ground-truth data, which is…

计算机视觉与模式识别 · 计算机科学 2025-07-15 Joaquin Gajardo , Michele Volpi , Daniel Onwude , Thijs Defraeye

The exponential growth of data is making query processing increasingly critical for modern computing infrastructure, yet the environmental impact of database operations remains poorly understood and largely overlooked. This paper presents…

数据库 · 计算机科学 2025-04-29 Michail Bachras , Hans-Arno Jacobsen

As machine learning (ML) and artificial intelligence (AI) technologies become more widespread, concerns about their environmental impact are increasing due to the resource-intensive nature of training and inference processes. Green AI…

软件工程 · 计算机科学 2025-01-06 Vincenzo De Martino , Silverio Martínez-Fernández , Fabio Palomba

Landmines remain a persistent humanitarian threat, with an estimated 110 million mines deployed across 60 countries, claiming approximately 26,000 casualties annually. Current detection methods are hazardous, inefficient, and prohibitively…

计算机视觉与模式识别 · 计算机科学 2025-12-23 James E. Gallagher , Edward J. Oughton

This paper aims to help structure the risk landscape associated with large-scale Language Models (LMs). In order to foster advances in responsible innovation, an in-depth understanding of the potential risks posed by these models is needed.…

Landmines remain a threat to war-affected communities for years after conflicts have ended, partly due to the laborious nature of demining tasks. Humanitarian demining operations begin by collecting relevant information from the sites to be…

计算机与社会 · 计算机科学 2023-11-07 Mateo Dulce Rubio , Siqi Zeng , Qi Wang , Didier Alvarado , Francisco Moreno , Hoda Heidari , Fei Fang