Could UK build a national large language AI model to power tools like ChatGPT?

2023-02-25 00:08:48
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The UK urgently needs to develop its own artificial intelligence large language model (LLM) to allow its start-ups, scale-ups and enterprise companies to compete with rivals in China and the US on AI and data, a senior BT executive told MPs earlier today.

Large Language AI models are used to power services such as Microsoft’s new Bing search portal. (Photo by Rokas Tenys/Shutterstock)

Large language and other foundation AI models power tools like the ChatGPT chatbot from OpenAI, as well as image generators and other generative AI applications, including in the health and material sciences field. The largest models today are owned by big tech companies such as Google, Meta and Microsoft through its partnership with OpenAI, but they are also being developed at a national level in China and the US.

To better understand how the UK should regulate, promote and invest in artificial intelligence technology, the House of Commons Science and Technology select committee is holding an inquiry entitled Governance of artificial intelligence, and today heard from Microsoft, Google and BT executives, with BT’s chief data and AI office Adrian Joseph declaring that the UK was in an “AI arms race”. He said the country could be left behind without the right investment and government direction.

“We have been in an arms race for a long time,” he told MPs. “Big tech companies have been buying start-ups and investing in their own expertise for ten if not 20 years now.” He added that the UK is competing not just with US companies but also Chinese companies like Baidu, Tencent and Alibaba which have the scale to roll-out large models quickly.

Joseph, who also sits on the UK AI Council, said: “I strongly suggest the UK should have its own national investment in large language models and we think that is really important. There is a risk that we in the UK will lose out to the large tech companies and possibly China. There is a real risk that unless we leverage and invest, and encourage our start-up companies, we in the UK will be left behind with risks in cybersecurity, healthcare and everywhere else.“

The UK is currently ranked third in the Global AI Index and the government has announced plans to capitalise on this momentum, turning the country into an AI global superpower within the decade. But Joseph warned that without proper investment that plan would be put at risk.

Need for home-grown UK large language model

A number of UK AI companies have been sold to US and European rivals in recent years including DeepMind, the neural network research company founded out of University College London in 2010. It was acquired by Google in 2014 and has one of the largest large language models developed to date. called Gopher.

Dame Wendy Hall, regius professor of computer science at the University of Southampton also appeared before the panel of MPs and seconded the urgent need for better sovereignty over large language models and AI technology, particularly when used on NHS data. “We are at the beginning of the beginning with AI, even after all of the years it has been around, we need to keep our foot on the accelerator or risk falling behind,” Dame Hall said.

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She urged the government to get behind proposals for a sovereign large language model and the competitive capacity necessary to make it a reality and accessible to academia and start-ups alike. “It needs the UK government to get behind it, not in terms of the money as the money is out there but as a facilitator,” she explained, warning that without government support the UK would fall behind and lose out like it has with the cloud, ceding control to large US companies.

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“What we see with ChatGPT and the biases and things it gets wrong, it is based on searches across the internet,” Dame Hall continued. “When you think about taking generative AI and applying it to NHS data – data that we can trust – that is going to be incredibly powerful. Do we want to be reliant on technology from outside the UK for something that can be so powerful?”

The UK wouldn’t be the first country to consider the need for a sovereign large language model, particularly with regard to nationally sensitive or valuable data. Scale AI is a large language model designed for US national security, intelligence and operations used by the army, air force and contractors. China also has Wu Dao, a massive language model built by the government-backed Beijing Academy of AI.

“We have to be more ambitious rather than less. There is a sense of feeling we’ve done AI. This is just the very beginning of the beginning. We need to build on what we’ve done, make it better, world-leading and focus on sovereign capability,” Dame Wendy declared at the end of the session.

UK AI needs ‘light touch’ regulation

As well as a heavy focus on the need for a national large language model, the MPs also questioned the experts on the need for regulation of AI and how it should be approached, with all saying it needs to be focused on end use rather than development.

Hugh Milward, general manager for corporate, external and legal affairs at Microsoft UK said AI is a general-purpose technology and from a regulatory perspective it is best to focus on the final use case rather than how it is built, trained and developed.

“If we regulate its use then that AI, in its use in the UK, has to abide by a set of principles,” he said. “If we have no way to regulate the development of the AI and its use in China, we can regulate how it is used in the UK. It allows us to worry less about where it is developed and worry more about how it is used irrespective of where it is developed.”

He gave the example of a dual-use technology like facial recognition. It could be used to recognise a cancer in a scan, find a missing child, identify a military target or by a despotic regime to find unlicensed citizens. “Those are the same technology used for very different purposes and if we restrict the technology itself we wouldn’t get the benefits from the cancer scans in order to solve for the problem with its use in a surveillance society,” he said.

James Gill, partner and co-head of law firm Lewis Silkin’s digital, commerce and creative team watched the session for Tech Monitor and said regulation in this space is “very much a movable feast”. He explained: “AI has huge potential as a problem-solving tool, including to address major socio-economic and environmental challenges. As ever with disruptive technology, the challenge will be to develop a regulatory position which provides sufficient protections for safe usage while not stymying progress and innovation.

“As the committee heard, the general regulatory environment for digital technology is much more developed now than at, say, the outset of the Web 2.0 revolution – and the law needs to keep abreast of technological advancements. Savvy businesses wishing to develop or deploy AI will now be planning ahead to understand the implications of the emerging regulatory framework.”

Read more: Microsoft takes ‘multi-billion dollar’ stake in ChatGPT maker OpenAI

Topics in this article : AI , Regulation

参考译文
英国能建立一个全国性的大型语言人工智能模型来支持ChatGPT这样的工具吗?
英国一家大型通信公司(BT)的高管今天早些时候在议会表示,英国迫切需要开发自己的人工智能大语言模型(LLM),以使其初创企业、成长型企业及大公司能够在人工智能和数据领域与中国和美国的竞争对手抗衡。大型语言AI模型被用来驱动服务,如微软最新版必应搜索引擎门户(Bing)。(图片来源:Rokas Tenys/Shutterstock)大型语言模型和其它基础AI模型可以驱动工具,例如OpenAI的聊天机器人ChatGPT,以及图像生成器和其它生成式AI应用,特别是在医疗和材料科学领域。目前,最大的模型由谷歌、Meta和微软(通过与OpenAI的合作)等科技巨头拥有,但中国和美国也正在国家层面进行开发。为了更好地理解英国应该如何监管、推动和投资人工智能技术,英国下议院科学技术常设委员会正在开展一项题为“人工智能治理”的调查。今天,该委员会听取了微软、谷歌和BT高管的证词。BT的首席数据和人工智能办公室负责人阿德里安·约瑟夫(Adrian Joseph)表示,英国正处于一场“人工智能军备竞赛”中,并指出如果没有正确的投资和政府指导,英国可能会被抛在后面。他说:“我们已经在这场军备竞赛中奋斗了很长时间。大型科技公司过去十年甚至二十年都在收购初创企业,并投资自己的专有技术。”他还补充道,英国不仅要与美国公司竞争,还要与中国公司如百度、腾讯和阿里巴巴竞争,这些公司拥有迅速推出大模型的能力。作为英国人工智能委员会的成员,约瑟夫表示:“我强烈建议英国政府应拥有自己的国家级大语言模型,并认为这非常重要。我们面临的风险是英国可能被大型科技公司甚至中国所超越。如果我们不加以利用和投资,并鼓励初创企业,我们将面临网络安全、医疗保健等各方面的风险,被远远甩在后面。”目前,英国在全球人工智能指数中排名第三,政府也已宣布计划利用这一势头,将英国建设成十年内的人工智能全球强国。但约瑟夫警告称,如果没有适当的投资,这一计划将面临风险。英国需要拥有本土开发的大语言模型。近年来,一些英国人工智能公司被美国和欧洲的竞争对手收购,例如2010年在伦敦大学学院成立的神经网络研究公司DeepMind,它于2014年被谷歌收购,并开发出了迄今为止规模最大的大语言模型之一——Gopher。南安普敦大学计算机科学雷吉乌斯教授温迪·霍尔(Dame Wendy Hall)也向议员们作证,她支持对大型语言模型和人工智能技术拥有更好的主权控制,尤其是在涉及英国国家医疗服务体系(NHS)数据时。她表示:“即使人工智能已经发展了很多年,我们仍处于起步阶段。我们需要继续加速前进,否则就有落后的风险。”她呼吁政府支持有关建立主权大型语言模型的提案,以及实现该目标所需的能力,使学术界和初创企业都能使用。“英国政府需要支持这项工作,不是以提供资金为主,而是作为推动者。”她解释道,并警告称,如果没有政府支持,英国将落后于人,像在云计算领域一样失去控制权,被美国大公司所主导。她补充道:“我们看到ChatGPT中出现的偏见和错误,这些都源自互联网的搜索。当我们考虑将生成式AI应用于NHS数据时——这些数据是值得信赖的,将会非常强大。我们是否愿意依赖来自英国以外的技术来处理如此强大的数据?”英国并不是第一个考虑主权大语言模型必要性的国家,尤其是在涉及国家敏感或高价值数据方面。美国的Scale AI就是一个专为国家安全、情报和军事用途而设计的大型语言模型,由美国陆军、空军及承包商使用。中国也拥有“悟道”,这是一个由政府支持的北京人工智能研究院开发的超大规模语言模型。温迪教授在会议结束时表示:“我们必须更加雄心勃勃,而不是退缩。有一种感觉是,我们已经做了人工智能,但事实上这只是开始的开始。我们需要在已有成果的基础上继续前进,使之更优秀,引领世界,并专注于主权能力。”除了对国家大语言模型的需求,议员们还向专家询问了人工智能监管的必要性及其应如何实施,所有专家都一致认为监管应聚焦于最终用途而非开发过程。微软英国公司企业、外部与法律事务总经理休·米尔沃德(Hugh Milward)表示,人工智能是一种通用技术,从监管角度来看,最好关注最终用途,而非其构建、训练和开发方式。他说:“如果我们监管其使用,那么人工智能在英国的使用必须遵守一组原则。如果我们无法监管其在中国的开发和使用,我们仍然可以监管其在英国的使用情况。这使我们不必担心其开发地点,而更应关注其使用方式,不管它在哪里开发。”他举了一个双重用途技术的例子,比如人脸识别。它可以用来识别癌症扫描中的病变、寻找失踪儿童、定位军事目标,也可能被独裁政权用来识别非法公民。他说:“这些是同一项技术用于非常不同的目的。如果我们限制技术本身,就无法从癌症扫描中获益,也无法解决它在监控社会中使用所带来的问题。”律师事务所Lewis Silkin的合伙人兼数字、商业与创意团队联合负责人詹姆斯·吉尔(James Gill)在接受《科技观察》(Tech Monitor)采访时称,该领域的监管“变化无常”。他表示:“人工智能作为一种解决问题的工具,具有巨大的潜力,包括应对重大的社会经济和环境挑战。对于颠覆性技术来说,挑战在于制定一个既能提供足够保障以确保安全使用,又不会阻碍进展和创新的监管策略。”他补充道:“正如委员会所听到的那样,如今数字技术的整体监管环境比Web 2.0革命初期要成熟得多,法律也必须跟上技术的进步。那些希望开发或部署人工智能的精明企业,现在正提前规划,以理解正在出现的监管框架的含义。”更多信息:微软投资数十亿美元入股ChatGPT开发公司OpenAI本文涉及主题:人工智能、监管
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