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The war in Iran has drawn attention to arrests in the United Arab Emirates over online content, but the legal framework behind that enforcement has existed for years. When Iranian missile and drone attacks on the United Arab Emirates began earlier this year, cybercrime laws also came into focus as the conflict played out in the sky--and online. Authorities announced arrests linked to misleading videos, AI-generated clips, illegal filming, and the spread of misinformation. For many residents, the reaction was one of surprise: How could a screenshot, forwarded video, or social media post become a criminal matter? The answer lies in legal frameworks that were already in place.

Since the proposal of transformers (Vaswani et al., 2017), these models have been limited to bounded input lengths, because of their need to attend to every token in the input. In this work, we propose Unlimiformer: a general approach that wraps any existing pretrained encoder-decoder transformer, and offloads the cross-attention computation to a single k-nearest-neighbor (kNN) index, while the returned kNN distances are the attention dot-product scores. This kNN index can be kept on either the GPU or CPU memory and queried in sub-linear time; this way, we can index practically unlimited input sequences, while every attention head in every decoder layer retrieves its top-k keys, instead of attending to every key. We evaluate Unlimiformer on several long-document and book-summarization benchmarks, showing that it can process even 500k token-long inputs from the BookSum dataset, without any input truncation at test time. We demonstrate that Unlimiformer improves pretrained models such as BART (Lewis et al., 2020a) and Longformer (Beltagy et al., 2020) by extending them to unlimited inputs without additional learned weights and without modifying their code. Our code and models are publicly available, and support LLaMA-2 as well2.

Wizards of the Coast are seeking'a say in layoffs, accountability and a living wage.' The CWA says it has secured a supermajority among workers in favor of unionization for the chapter, called United Wizards of the Coast (UWOTC-CWA). The CWA has filed for a formal election with the National Labor Relations Board (NLRB), but that will be withdrawn if Hasbro voluntarily recognizes the union by May 1st. At Wizards, we're organizing for a say in layoffs, accountability that runs up and down the chain, and a living wage that actually lets people build a life, said UWOTC-CWA member and senior software engineer Damien Wilson. I'm hopeful about what we can build here and being clear-eyed about why it's necessary. Workers have outlined several areas of concern including protections over layoffs and remote work, generative AI guardrails and mandatory crunch time, along with increased transparency and equity in the workplace.

The bitter feud between Elon Musk and OpenAI boss Sam Altman has raged for years, but has mostly played out online in the form of accusations, counter-accusations and jibes. But starting on Tuesday, the beef between the two tech billionaires will shift to a much higher-profile forum: a federal courtroom in California, where their row will be the focus of a month-long trial. Being considered is Musk's claim that Altman - with whom he founded OpenAI - has swindled him out of millions of dollars and reneged on the ChatGPT-maker's original non-profit mission. Musk and Altman themselves will be among those to testify in a case in which the future of AI could be at stake. And while one will presumably emerge the winner, it's plausible that neither will emerge from the saga unscathed.

Elon Musk and Sam Altman are going to court over OpenAI's future Elon Musk says he's suing to save the company's mission. The case could have huge consequences for OpenAI and the AI race. After a yearslong legal feud, Elon Musk and OpenAI CEO Sam Altman are heading to trial this week in Northern California in a case that could have sweeping consequences. Ahead of OpenAI's highly anticipated IPO, the court could rule on whether the company is allowed to exist as a for-profit enterprise and might even oust its current executive leadership, including Altman. Musk is suing OpenAI, alleging that Altman and OpenAI president Greg Brockman deceived him into bankrolling the company in its early days by promising to maintain it as a nonprofit dedicated to developing AI that benefits humanity, only to later restructure the company to operate a for-profit subsidiary. Musk cofounded OpenAI with Altman and others in 2015, but he left in 2018 after a bitter power struggle.