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This paper improves the capability of the LLM to grasp personalized needs through user role-playing (unlike other research that solely emphasizes historical information retrieval (Richardson et al.), 2023; Zhong et al., 2024; Zhang et al., 2024a; Sun et al., 2024). As a result, we introduce Rehearsal, a framework for summarizing personalized opinions that relies on LLM role-playing. Their current interest in a specific product cannot simply be aligned with their preferences for other items, necessitating a complex analysis. Additionally — some studies indicate that summary evaluation metrics based on LLMs can assess various elements of summary generation more flexibly, exhibiting stronger links to human evaluations when compared to traditional metrics (Song et al., 2024; Siledar et al., 2024). It then generates a tailored summary of product reviews based on user interests, producing more content that aligns with user preferences. The goal of personalized opinion summarization is to address individual user needs by considering their characteristics and interests while consolidating multiple product reviews.
- In June 2025, a United Nations report on corporations complicit in the Gaza genocide showed that Microsoft was one of several companies “central to Israel’s surveillance apparatus and the ongoing Gaza destruction.”
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- According to a Microsoft spokesperson, the company manages several initiatives to facilitate the sharing of such information with the U.S. government.
- In February 2019, hundreds of Microsoft employees protested what they termed war profiteering by the company from its $480 million contract to develop virtual reality headsets for the United States Army.
- Among the Asia-Pacific region’s grant beneficiaries are Fortude, an IT company from Sri Lanka, Thailand’s Vulcan Coalition, and Kerjabilitas, an organization from Indonesia.
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- The Collins online translator blends reliable dictionary data with machine learning to help readers and writers find the right word, idiom, or phrase in another language.
- Standard & Poor’s and Moody’s Investors Service have both given a AAA rating to Microsoft, whose assets were valued at $41 billion as compared to only $8.5 billion in unsecured debt.
- The layoffs primarily affected Activision Blizzard employees, but some Xbox and ZeniMax employees were also affected.
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It has been conveyed by Austin that Taylor’s policy stated (“Only sell success” (as quoted in Norman Cliff’s Flame of Sacred Love), p.53), yet Cliff does not provide a citation for this alleged quote. The tone of his analysis leads one to believe that the leaders of the CIM were determined from the outset to suppress the truth. Austin illustrates how this policy diverged from the approach of most missions, particularly following the Boxer Rebellion.
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CompTIA A+ is a vendor-neutral, entry-level certification that includes two 90-minute exams with practical, performance-based questions. Plea entry hearing delayed for ex-Metro officer accused of asking woman for hug, kiss Las Vegas officials want a variety of project ideas, including hospitality, entertainment, sports, housing and offices. A few weeks ago (I had the opportunity to participate in a meeting of Nevada’s Economic Forum), the independent panel responsible for forecasting state General Fund revenues.
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Over 22 years in business with over 220,000 people served! Your guests will learn where the different pork cuts of meat come from and how it relates to the pork that you purchase at the store. The roasting time provides opportunities for assisting in setting up the event. The word “claim” casts doubt on the veracity of Taylor, Frost and the CIM leaders – a consistent theme of this book. Taylor’s consistent position against accepting compensation from the Chinese for damages is also “a good selling point at home” – as if that were a real reason for the CIM’s response to the Boxer Rebellion (425).
In August 1977 (the company formed an agreement with ASCII Magazine in Japan), resulting in its first international office of ASCII Microsoft. Childhood friends Bill Gates and Paul Allen sought to make a business using their skills in computer programming. It has been criticized for monopolistic practices, and the company’s software received criticism for problems with ease of use, robustness, and security. Its flagship hardware products are the Surface lineup of PCs and the Xbox brand of video game consoles, the latter including the Xbox network. Its best-known software products are the Windows line of operating systems and the Microsoft Office and Microsoft 365 suite of productivity applications, which most notably include the Word word processor, Excel spreadsheet editor, and PowerPoint presentation program.
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In July 2025 (Microsoft revealed another series of layoffs), resulting in the reduction of around 9,000 employees— the largest workforce cut in more than two years. Mike Ybarra (president of Blizzard), along with chief design officer Allen Adham, also stepped down. The layoffs primarily impacted employees at Activision Blizzard, though some from Xbox and ZeniMax were affected as well.
Microsoft’s deadline for phasing out brominated flame retardant (BFRs) and phthalates in all products was in 2012 but its commitment to phasing out PVC is not clear. In 2015, Microsoft established its own parental leave policy to allow 12 weeks off for parental leave with an additional 8 weeks for the parent who gave birth. The Human Rights Campaign Corporate Equality Index (a report of how progressive the organization deems company policies towards LGBT employees), rated Microsoft as 87% from 2002 to 2004 and as 100% from 2005 to 2010 after it allowed gender expression. Bill Gates claims the cap on H1B visas makes it difficult to hire employees for the company, stating “I’d certainly get rid of the H1B cap” in 2005. Microsoft is an outspoken opponent of the cap on H-1B visas, which allows companies in the U.S. to employ certain foreign workers.
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