We did not find significant difference between the two datasets.

The typos do not affect related conclusions. For unsupervised LCG experiments, we use Y elp Reviews (Cho et al., 2018) and WMT News section Please refer to the official website of WMT dataset (Bojar et al., 2017) for more information about For MT experiments, we load the MarianMT from the es-en checkpoint provided by huggingface. All the hyperparameters are tuned on the development set. We simply report the results after the maximum number of training epochs (usually 20). For more implementation details and tricks, please refer to our code.

NVIDIA CEO and co-founder Jensen Huang commends President Donald Trump's A.I. agenda and outlines what the countrys job future will look like on Special Report. FIRST ON FOX: The Trump administration is announcing the launch of a new tool it says will be instrumental in enabling agencies across the federal government to efficiently implement artificial intelligence at scale and take a major step forward rolling out the president's "AI Action Plan." Trump's U.S. General Services Administration (GSA) said on Thursday it has launched USAi, a tool the agency describes as a "secure generative artificial intelligence evaluation suite that enables federal agencies to experiment with and adopt artificial intelligence at scale--faster, safer, and at no cost to them." The agency says that the platform, available starting Thursday at 10 a.m. through USAi.ov, gives government users access to "powerful" tools like chat-based AI, code generation and document summarization with the goal of "supercharging employee productivity." "USAi isn't just another tool, it's infrastructure for America's AI future," GSA Chief Information Officer David Shive explained.

Delta Electronics (Thailand), the country's most valuable publicly traded company, is predicting "double-digit" sales growth to continue for at least the next couple of years on rising demand for AI-related tech, Chief Executive Officer Victor Cheng said. The maker of components for data centers and electric vehicles is boosting investment to fuel its expansion, Cheng said in an interview. The company also says it plans to raise its sales forecast for the second half of this year, without disclosing what its estimate is. AI-related products, such as networking and data-center power equipment, will account for half of Delta Thailand's sales by the end of the year, up from 42% in the latest quarter, the company forecasts. It is among Southeast Asian suppliers benefiting as customers including Nvidia expand in the region and beyond to tap rising demand for services such as generative artificial intelligence.

Hosted by Ben Byford, The Machine Ethics Podcast brings together interviews with academics, authors, business leaders, designers and engineers on the subject of autonomous algorithms, artificial intelligence, machine learning, and technology's impact on society. This is a special live panel episode we recorded at the AI Ethics, Risks and Safety Conference 2025 in Bristol, May 2025. This episode was a panel titled: Living with AI: the next five years hosted at the conference. For more information about the AI Ethics, Risks and Safety Conference go to Collective Intelligence's website. Thanks to Karin Rudolph and everyone who helped organise another great event this year.

MikeroweWorks Foundation founder Mike Rowe joins'The Brian Kilmeade Show' to discuss how AI and robots threaten white-collar jobs, as the nation faces a need for blue-collar workers. 'UNDENIABLE': Mike Rowe is sounding the alarm about the future of white and blue-collar jobs, and is urging young Americans to rethink their career choices due to threats from artificial intelligence. 'ALL IN': President Donald Trump is going all in on artificial intelligence, with a top Meta executive voicing strong support for his bold strategy. Speaking at a tech summit in Washington, Trump outlined his vision for a future driven by American innovation and secured by global artificial intelligence leadership. INNOVATION BOOST: Nvidia CEO Jensen Huang said in an interview Wednesday that the Trump administration's artificial intelligence plan is poised to boost innovation and AI deployment in the U.S. IMMINENT CRISIS: OpenAI CEO Sam Altman warned Wall Street executives that bad actors could exploit digital voice ID authentication to defraud consumers by enabling large money transfers, creating what he describes as an imminent fraud crisis. STARGATE OPENS: Oracle and OpenAI have inked an agreement to further develop the Stargate project as part of a broader pledge to expand Artificial Intelligence (AI) infrastructure in the United States.

Gov. Glenn Youngkin, R-Va., joins'America's Newsroom' to discuss the impact of President Donald Trump's'historic' trade deal with Japan and the advancements in artificial intelligence. Virginia Gov. Glenn Youngkin is embarking on a landmark project to use "agentic" artificial intelligence to hasten his 2022 pledge to cut one-quarter of Virginia's red-tape regulatory structure during his tenure. The term-limited Republican signed an executive order that introduced a pilot program using AI to scan the entirety of Richmond's regulations and official guidance. "We ask each agency to calculate the savings to them associated with any action that is taken. For more information about our methodology, I would point you to the Regulatory Economic Analysis Manual, which can be found online," Youngkin spokesperson Peter Finocchio told Fox News Digital.

Uber will invest 300m in electric vehicle maker Lucid in a robotaxi deal that aims to start with one major US city late next year. The two companies announced the new partnership on Thursday. Over six years starting in 2026, Uber will acquire and deploy over 20,000 Lucid Gravity SUVs that will be equipped with autonomous vehicle (AV) technology from startup Nuro, the three companies said in a statement. The agreement illustrates the renewed plans and push for financing for self-driving cabs, years after a first wave of autonomous driving investment produced only a limited number of vehicles. Tesla has recently launched a robotaxi trial in Austin, and Alphabet's driverless taxi unit, Waymo, is speeding up its expansion.

A key unit of Japanese conglomerate SoftBank Group is offering 1 billion of dollar bonds in the unit's first US high-grade deal. SoftBank Corp.'s five- and 10-year notes are set to respectively price 0.9 and 1.10 percentage points above Treasuries, according to a person with knowledge of the deal who asked not to be identified disclosing private details. Those levels are a quarter-point less than revised price talk unveiled early Monday in New York. Each tranche will be 500 million in size, in line with company expectations last week. The money raised would go toward general corporate purposes, the person said, adding that the notes are expected to be rated BBB by S&P Global Ratings and BBB by Fitch Ratings.