Education · 07/14/2025
Study Finds AI Language Bias Against Nonstandard English
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.
Job Search · 07/28/2025
Key Elements for a Professional Resignation Letter
This article provides a sample resignation letter and writing guidelines, emphasizing the standard structure, polite expression, and handover arrangements. It aims to assist professionals in gracefully and professionally bidding farewell to their job.
Culture · 08/07/2025
New Jersey Sports Complex Offers Path to Immigration Investment
The indoor sports facility project in Monmouth County, New Jersey, is conveniently located and offers high-standard multipurpose sports amenities, focusing on venue rentals and sports training. It is expected to open in 2018, providing excellent opportunities for investment immigration.
Taxation · 08/13/2025
IRS Offers Installment Plans for Unpaid Taxes
Learn how to apply for an installment payment plan by filling out Form 9465 to address the issue of being unable to pay your taxes in full. The standard application process is straightforward, and eligible installment agreements can last up to 72 months, with online applications simplifying the process.
Taxation · 07/18/2025
Smart Use Of Tax Credits And Deductions To Reduce Your Tax Burden
By effectively utilizing tax credits and deductions, taxpayers can significantly reduce their tax burden and even expedite refunds. Understanding various credits (such as those for low-income families, education, retirement savings, and clean energy) and the options for standard or itemized deductions helps lower taxable income, thereby alleviating economic pressure related to taxes.
Taxation · 07/23/2025
Tax Guide Every Business Owner Should Know Efficient Tax Management Strategies
This article introduces the essential knowledge that business owners need to grasp in tax management, including applying for an EIN, reasonable expense deductions, filing deadlines, and tax treatments for different business structures. It also emphasizes the importance of tax assistance after disasters, helping business owners manage their tax affairs more effectively.
Taxation · 07/23/2025
Tax Credits and Deductions for Businesses Maximizing the Value of Your Expenses
This article explores how businesses can effectively reduce their tax burden and enhance economic efficiency through tax credits and deductions. It covers various aspects such as childcare services for employees, investments in Opportunity Zones, and fuel tax credits. The article offers practical tax planning advice aimed at supporting the sustainable development of enterprises.
Taxation · 08/13/2025
Tax Refund Reductions Causes and Solutions
The U.S. Treasury Department has implemented a series of deductions on taxpayers' refunds to repay outstanding debts, including child support and federal debts. Taxpayers who dispute these deductions should directly contact the relevant agency to confirm their debts and refund status.
Taxation · 08/13/2025
IRS Tax Refund Offsets Know Your Rights
This article discusses the reduction of tax refunds in the U.S. due to debt deductions. It provides an overview of the Treasury's compensation program, the scope of its impact, and the corresponding methods for taxpayers to protect their rights, helping them to safeguard their interests.
Finance · 07/22/2025
Social Security Benefits Adjustment Mechanism The Path to Ensuring Retirement Income Rise
In the United States, Social Security benefits are adjusted annually based on the Cost of Living Adjustment (COLA), with an estimated increase of about $50 in 2025. The Social Security Administration evaluates inflation using the Consumer Price Index for urban consumers to ensure that benefit amounts align with economic changes, thereby protecting beneficiaries' standard of living.
Transportation · 07/16/2025
Orlando Universal CityWalk Parking Guide
This article provides a comprehensive parking guide to help visitors easily arrive at Universal CityWalk in Orlando. It details various parking options, including standard parking, valet parking, and premium parking, along with associated costs and strategies. Practical advice on apps, alternative parking lots, and customer feedback is also offered, allowing tourists to efficiently plan their trips and fully enjoy the entertainment experiences at CityWalk.
Finance · 08/06/2025
A Comprehensive Analysis of the Advantages and User Experience of Personal Checking Accounts
Personal checking accounts offer users a secure and convenient financial management tool, with both standard and interest-bearing account options to meet deposit, withdrawal, and transfer needs. Debit cards and online banking services enable easy payments and account management. The minimum deposit to open an account is $1,000, and maintaining a daily average balance can waive management fees. For more details, please contact the branch.
Culture · 09/02/2025
US Tipping Guide for International Students
This article provides international students heading to the US with a practical guide to tipping. It details the standard tipping practices and important considerations in common service scenarios in the United States. The guide emphasizes the importance of checking hotel service fee policies. The aim is to help international students better adapt to American life by understanding and navigating the nuances of tipping etiquette.
Culture · 07/18/2025
Understanding Social Etiquette in America: Tipping, Party Gifts, and Behaviors to Avoid
Understanding social etiquette in the United States is crucial for tourists and new immigrants. This includes knowing the standard tipping rates, which typically range from 15% to 20%, as well as how to choose appropriate gifts for gatherings, such as wine, pastries, or home goods. Additionally, being mindful of volume in public places and respecting personal space is important to avoid misunderstandings. Mastering these social details will help you better integrate into American culture.
Education · 07/25/2025
TOEFL Exam Unlocking New Pathways to Success in Study and Career
The TOEFL exam is a crucial standard for assessing the English proficiency of candidates from non-English speaking countries, covering listening, speaking, reading, and writing sections. By demonstrating English skills, it enhances candidates' competitiveness in academia and the workplace. Candidates can choose to take the test at test centers or online, with registration and preparation resources available on the ETS website. There is no fixed passing score, as specific requirements vary by institution and employer.