Taxation · 07/25/2025

Data from the 2022 tax filing season shows a slight decline in the number of personal income tax declarations, while the processing volume remains stable. The number of submissions by e-filing professionals has increased slightly, and there has been a small decrease in self-filers. There are significant changes in the total number and amount of refunds, with the average refund amount rising, reflecting the multiple impacts on the economy.

Taxation · 08/07/2025

The IRS recently released important tax guidance, including applicable price indices for the LIFO inventory assessment method and adjustments for low-income housing credit bonds. This aims to aid businesses in reducing tax burdens while ensuring compliance. Additionally, it clarified the tax-exempt rules for capital gains on the sale of residential property and strengthened the management of taxpayer identification numbers, aimed at enhancing the accuracy and efficiency of tax processing.

Education · 09/02/2025

A 221(g) US visa denial is not necessarily a rejection, but rather indicates administrative processing. This article provides strategies for dealing with it, including: clarifying the reason, supplementing materials, and checking progress. By actively cooperating and communicating promptly, you can increase your chances of a successful visa outcome. Understanding the process and taking proactive steps are crucial for resolving the 221(g) issue and ultimately obtaining your US visa.

Education · 09/02/2025

This comprehensive guide, meticulously crafted by Continued Education, provides the latest US visa information for 2025. It covers essential aspects such as visa photo requirements, fee payment methods, H1B work visas, transfer applications, administrative processing, J-1 exchange visas, and B1/B2 tourist visas. This guide aims to help you navigate the visa application process smoothly and successfully embark on your study abroad journey in the United States.

Finance · 08/15/2025

The U.S. Department of Energy announced a nearly $1 billion investment plan to accelerate the development of the domestic critical minerals and materials industry, reducing reliance on foreign supply chains. This plan covers key links such as mining, processing, and manufacturing. It aims to enhance U.S. international competitiveness in high-tech and defense sectors, and reshape the global industrial landscape by bolstering domestic production and innovation in critical mineral supply chains.

Taxation · 07/18/2025

Through the IRS direct deposit, taxpayers can receive their refunds faster and more securely. This method allows refunds to be deposited into one, two, or three accounts, reducing risks such as lost or damaged checks. Direct deposit is suitable for both electronic and paper filers, ensuring accurate and effective payment methods. This approach not only accelerates refund processing but also aids in financial management, making it ideal for taxpayers looking to increase their savings.

Taxation · 07/18/2025

This article provides a detailed overview of the Individual Taxpayer Identification Number (ITIN) in the United States, including its definition, main uses, and application process. The ITIN is primarily used for tax filing, opening bank accounts, and applying for credit cards, especially for non-residents engaged in economic activities in the U.S. The article explains the application steps, required materials, and processing times, helping readers understand the importance of ITIN and how to

Taxation · 07/21/2025

This article provides an overview of annual tax season statistics, highlighting the comparison of filing, processing, and refund situations between 2023 and 2022. By presenting cumulative data at different points in time, it aids in analyzing tax trends and the transparency of tax management, thereby enhancing public confidence in tax services. The release of statistical data by the tax authorities will continue to focus on the impacts and changes in tax policies.

Transportation · 08/06/2025

This article provides a detailed overview of the update and renewal policies for expired US driver's licenses as of 2025, focusing on the regulations and procedures in California and New York. It highlights the varying state approaches to handling expired licenses and the circumstances under which retesting is required. The article offers information on the necessary materials and available processing options, assisting license holders in timely renewing their licenses to ensure legal driving.

Finance · 08/21/2025

This paper analyzes the HTTP request processing flow of the "Overseas Investment Xiao Ye" platform. It identifies key factors impacting platform performance, including database queries, caching mechanisms, configuration loading, and file loading. The analysis aims to reveal performance bottlenecks and provide corresponding optimization suggestions to enhance user experience and platform competitiveness. By examining these elements within the context of an overseas investment platform, the study offers insights into improving overall efficiency and responsiveness.

Taxation · 04/26/2024

Data from the 2024 tax season shows a significant increase in individual income tax filings, reaching 141,363,000 submissions, with electronic filing continuing to rise. Although the number of refunds has slightly decreased, both the total refund amount and the average refund value have increased, indicating active overall filing and refund activity. These statistics reflect a growing public demand for tax information and improvements in tax processing efficiency, serving as a crucial basis for analyzing annual tax filing trends.

Education · 07/14/2025

A Cornell University study reveals significant performance disparities in Amazon's AI assistant Rufus when processing non-standard English, highlighting the challenges of language inclusion in AI technology. Data bias is a primary cause, necessitating increased volumes of non-standard English data and the adoption of more sophisticated algorithmic models. This is crucial to enhance AI's understanding and adaptation to diverse language variations, ultimately ensuring the fairness and equitable application of AI technologies across different linguistic backgrounds.

Education · 09/02/2025

US visa policies have been updated, clarifying the validity period and extension approval authority for J-1 visas. Comprehensive updates regarding B1/B2 tourist visa applications are also available, including information on application fees, form links, appointment scheduling and inquiry links, and the interview process, aiming to facilitate smooth travel. Furthermore, information on passport processing times in mainland China has been updated. These updates provide valuable resources for individuals seeking US visas and aim to streamline the application process.

Insurance · 09/02/2025

This article provides the latest 2025 US healthcare guide for international students, covering key aspects such as selecting medical insurance, scheduling appointments, important considerations, prescription medication, emergency procedures, and claims processing. It aims to help international students study in the US with peace of mind and ensure their health is protected. The guide offers practical advice on navigating the American healthcare system, allowing students to focus on their studies while knowing they have the resources to address any medical needs.

Education · 10/20/2024

Matilde Marcolli's collaboration with Chomsky mathematically reconstructs language structure, introducing tools like Hopf algebras to reveal the mathematical essence of language processing. The case of Genie Wiley is explored to discuss the innateness of language acquisition. This highlights the role of interdisciplinary cooperation in the development of AI language models. The work envisions a future where language, mathematics, and artificial intelligence are deeply integrated, leading to more sophisticated and nuanced AI systems capable of understanding and generating human language with greater accuracy and depth.