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This paper distinguishes itself from others that merely emphasize historical information retrieval (Richardson et al., 2023; Zhong et al., 2024; Zhang et al., 2024a; Sun et al., 2024) by enhancing the LLM’s capacity to grasp personalized requirements through user role-playing techniques. We propose a framework called Rehearsal, focused on personalized opinion summarization utilizing LLMs in role-playing scenarios. Their current product interest is not directly indicative of their preferences for alternative products, necessitating thorough analysis. Recent studies have shown that metrics for evaluating LLM-based summaries can assess different facets of summary generation in a more flexible manner, revealing stronger correlations with human evaluations than traditional metrics (Song et al., 2024; Siledar et al., 2024). It generates a focused summary of product reviews based on the user’s interests, resulting in more content that aligns with what the user wants. The goal of personalized opinion summarization is to cater to individual user needs by considering user characteristics and interests while summarizing various product reviews.
- A report released by the United Nations in June 2025 indicated that Microsoft was among several companies “central to Israel’s surveillance apparatus and the ongoing Gaza destruction,” as documented regarding corporations complicit in the Gaza genocide.
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- A Microsoft spokesperson stated that the corporation runs several programs that 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 grant recipients from the Asia-Pacific region are the Sri Lankan IT company Fortude, the Thailand-based Vulcan Coalition, and the Indonesian organization Kerjabilitas.
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- 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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We are told by Austin that Taylor’s policy was, “Only sell success” (in a quotation from Norman Cliff’s Flame of Sacred Love, p.53), but Cliff gives no citation for thus supposed quote. From the tone of his treatment, one is led to believe that, from the very beginning, leaders of the CIM sought to prevent the truth from being told. Austin shows how this policy departed from that of most missions, especially after 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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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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Microsoft revealed in July 2025 its plan for another wave of layoffs, totaling around 9,000 employees in the largest workforce cut seen in more than two years. Resignations were also submitted by Mike Ybarra, the president of Blizzard, along with chief design officer Allen Adham. While Activision Blizzard employees faced the majority of layoffs, some employees from Xbox and ZeniMax were also impacted.
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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