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Instruction Mining: Instruction Data Selection for Tuning …

Large language models (LLMs) are initially pretrained for broad capabilities and then finetuned with instruction-following datasets to improve their performance in interacting with humans. Despite advances in finetuning, a standardized guideline for selecting high-quality datasets to optimize this process remains elusive. In this paper, we first propose …

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Surface mining caused multiple ecosystem service losses in China

China's surface mining changes were firstly reported using remote sensing observation. • China's surface mining expanded by 2302 km 2 from 1990 to 2015. • China's surface mining caused spatially varied losses in multiple ecosystem services. • Satellite observations reveal China's efforts to make the surface mining area green by …

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Sustainability | Free Full-Text | Review on Improvements to …

China suffers the worst coal mine disasters in the world. Lots of miners lose their lives or suffer occupational injury. Fortunately, China is developing vigorously intelligent coal mining, which is the combination of traditional coal mining and the latest technology. Mining expects to relieve or solve coal mine safety, health and intensive …

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The Recent Progress China Has Made in Green …

This information article introduces the development status of green mine construction in China and briefly reviews the key technologies of green mine construction in China.

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China's metals and mining investment overseas to hit record …

The Basamuk processing plant, part of Metallurgical Corp. of China's majority-owned Ramu nickel-nobalt mine in Papua New Guinea, where Cobalt27 holds a cobalt stream on the project.

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Mine water drainage pollution in China's coal mining areas …

Mining activities are bound to produce enormous mine water drainage. Mine water in China shows relatively poor water quality and high cost of water treatment and other problems. Firstly, the main characteristics of mine water quality in China's typical mine areas are clarified in this paper: conventional ions are the main chemical components …

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China's Sichuan Road to mine copper in Eritrea starting in …

China's Sichuan Road & Bridge Mining Investment Development Corp. is gearing up to kick off copper, zinc, gold and silver production in Eritrea next year, following the country's recent end to ...

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Research on coal mine hidden danger analysis and risk early …

As shown in Figure Fig. 1, Coal mine safety hidden danger analysis and risk warning flow chart, this paper uses natural language processing technology and Bi-LSTM model to automatically classify the coal mine hidden danger information, highlight the hidden danger information with complex network technology and uses the LDA (Latent …

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InSAR-CTPIM-Based 3D Deformation Prediction in Coal Mining …

Time series dynamic prediction of surface deformation in mining areas can provide reference data for coal mine safety and production, which has important impacts. The combination of interferometric synthetic aperture radar (InSAR) technology and the probability integral method (PIM) is commonly used for predicting deformation. However, …

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Multi-view fusion for instruction mining of large language …

In this work, we introduce three analytical views for instruction mining: diversity, complexity, and accuracy, which can aid in selecting an optimal subset of instruction data for fine-tuning. ... This work is supported by National Natural Science Foundation of China (62376075, 62276077, U1908216, ...

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Evolution dynamic of intelligent construction strategy of …

Research article Evolution dynamic of intelligent construction strategy of coal mine enterprises in China Yang Tiana, Xue Yanga, Juan Yanga,*, Kaikai Maob,**, Yujia Yaoa, Haoshen Liangc a School of Management and Economics, North China University of Water Resources and Electric Power, Zhengzhou 450046, China b School of Finance, Henan …

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Intelligent innovation fuels China's mining industry

According to a report titled "China Mineral Resources 2023," released by the Ministry of Natural Resources at the conference, as of 2022, a total of 173 kinds of minerals had been found in China ...

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Identification of groundwater pollution sources and health …

The crux of groundwater protection lies in a profound understanding of the sources of pollutants and their impacts on human health. This study selected 47 groundwater samples from the Fengshui mining area in central Shandong Province, China, employing advanced hydrogeochemical techniques, positive matrix factorization (PMF), and Monte Carlo …

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Development trend and path analysis of intelligent mines in China

Promoting the intelligent construction of mines is an important part of the country's promotion of digital and green collaborative transformation.The mining industry needs to leverage modern intelligent technology to promote profound changes in resource development methods and achieve intensive,efficient,and sustainable development.The …

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MuseGraph: Graph-oriented Instruction Tuning of Large …

Science, Fuzhou University, China lvhangkenn@gmail Xinyi Huang College of Computer and Data Science, Fuzhou University, China [email protected] Jiawei Zhang ... Generic graph mining, Large language models, Instruction tuning 1 INTRODUCTION Graphs with abundant attributes are widely used to model inter …

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9 Biggest Mining Companies in China

Zijin Mining Group Co., Ltd. Zijin Mining Group is principally involved in gold mining and smelting, though the company also mines for copper, lead, zinc, silver, and iron products in smaller ...

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Evaluation and future framework of green mine construction …

This study evaluates the situation of green mine construction in China and suggests a future framework. First, based on the …

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Reform and development of coal mine safety in China: An …

The sustainable development of coal resources and coal mine safety has always been an important long-term development plan for the Chinese government(Shi and Xi, 2018).In the case of economic importance, coal has accounted for more than 70% of China's energy consumption for a long time and contributes significantly to local …

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China – Mining by the numbers, 2022 | S&P Global Market …

The 2022 weighted-average Chinese gold all-in sustaining cost for 2022 is estimated to be $1,125 per ounce, down 2.81% year over year. In 2021, mining operations were suspended in Shandong province after an explosion at the Hushan gold mine Jan. 10, 2021, followed by a second incident at the Caojiawa gold mine Feb. 17, 2021.

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A systematic review and comprehensive analysis on …

The arid region in China with rich mineral resources are belongs to ecological fragile region with inadequate recovering capacity. Hundred years of continues mining of mineral resources for economic purposes, leads to the problem of land degradation caused by the spatial coupling of large-scale mining disturbance and arid fragile ecological …

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Hydrogeochemistry of Water in Coal Measures during

Hydrogeochemistry of Water in Coal Measures during Grouting Treatment of Taoyuan Mine, China. Yan Guo, Yan Guo [email protected] College of Earth Science and Engineering, Shandong University of Science and Technology, No. 579 Qianwangang Road, Huangdao District, Qingdao, Shandong, 266590 China ... Please check your …

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The Recent Progress China Has Made in Green Mine …

2. Mining Groundwater Pollution. China has achieved rapid economic growth over 30 years, especially in the mining industry (both coal and metal mines) [16,17].While China is the world's third-largest coal producer, rapid industrialization and urban expansion have now caused considerable land-use intensification [18,19,20,21].Coal mining has …

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Mining safety research in China: Understanding safety …

Mining safety is considered to be a significant factor in ensuring the sustainability of mining industry. To gain a comprehensive understanding of the current status and development trend of mining safety research in China, this study proposes a three-step approach, including literature extraction and screening, bibliometric analysis, …

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Land | Free Full-Text | Vegetation Disturbance and Recovery …

The private small coal kiln manual mining gradually developed into unified management and operation of modern mining companies, the Shenhua Group Wuda and Haibowan Mining Company Limited, two mining companies. Surface mining has formed a large area of pits and dumps . The two concentrated and continuous surface mining …

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The Recent Technological Development of Intelligent Mining in China

In China, Longwall automation technology was proposed by the Longwall Automation Steering Committee during the 12th Five-Year Plan (2011-2015, signifying significant technological progress.

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China, the Democratic Republic of the Congo, and artisanal …

Eighty-two percent of this growth occurred in China and China's cobalt refinery production increased 78-fold. Diminished industrial cobalt mine production in the early-to-mid 2000s led many Chinese companies to purchase ores from artisanal cobalt miners in the Democratic Republic of the Congo (DRC), many of whom have been found to be children.

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Mine Warfare Could Be Key | Proceedings

In a conflict with China, U.S. strategy should focus on the CCP's ability to maintain its grip on power. Offensively mining major Chinese ports and interdicting Chinese military and commercial shipping—shortly after the beginning of conflict—would impose military as well as economic losses and place the CCP under pressure from its population.

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Column: China fires latest warning signal with antimony …

Column: China fires latest warning signal with antimony controls. China's announcement of antimony export restrictions has added fuel to a red-hot market and …

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China's mining industry

China is the world's largest gold-producing country, and the country's largest gold mine as of 2022 was the Shaxi Copper Mine, located in Anhui province. Shaxi Copper Mine produced 958,740 ...

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China, the Democratic Republic of the Congo, and artisanal …

Lithium-ion batteries have become, and will likely continue to be, the dominant energy storage platform for emerging, sustainable, and strategic technologies including smartphones, electric vehicles, and battlefield communications ().This—as well as China's overseas foreign investments in mining assets ()—has prompted concerns about …

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