Hallucinations in large language model (LLM) outputs severely limit their reliability in knowledge-intensive tasks such as question answering. To address this challenge, we introduce REFIND (Retrieval-augmented Factuality hallucINation Detection), a novel framework that detects hallucinated spans within LLM outputs by directly leveraging retrieved documents. As part of the REFIND, we propose the Context Sensitivity Ratio (CSR), a novel metric that quantifies the sensitivity of LLM outputs to retrieved evidence. This innovative approach enables REFIND to efficiently and accurately detect hallucinations, setting it apart from existing methods. In the evaluation, REFIND demonstrated robustness across nine languages, including low-resource settings, and significantly outperformed baseline models, achieving superior IoU scores in identifying hallucinated spans. This work highlights the effectiveness of quantifying context sensitivity for hallucination detection, thereby paving the way for more reliable and trustworthy LLM applications across diverse languages.

In a new book about how technology will affect workers, MIT experts explain how AI is far from replacing humans — but still changing occupations.

Tens of thousands of smart people start their day with their personalized digest by Refind.

So many links… The Swiss start-up Refind proposes to deal with them in new ways. Refind offers not only social bookmarking, but also curation. In their section "Deep dives", experts share a link selection of approximately 10 articles in their domain. When I was asked to provide ten such links about the ethics of artificial intelligence, I was delighted to do so. Because it is impossible to do justice [pun intended] to "AI ethics" via 10 websites.

Artificial Intelligence is one of the key technologies of the 21st century, with deep implications for everything from business to politics and people's everyday lives. With great power comes great responsibility, and thus reflections on the ethics of Artificial Intelligence are just as important as the development of actual technology and implementations. This Deep Dive gives you an overview on the state of AI Ethics. Dr. Anna Jobin is a Senior Researcher at the Alexander von Humboldt Institute for Internet and Society in Berlin. She has a multidisciplinary background in sociology, economics, and information management.

I use Refind and I think you should too! It's invite-only but you can use my invite link and we'll even get coins.

Ever since Google created Kubernetes as an open source container orchestration tool, it has seen it blossom in ways it might never have imagined.

I found this link on Refind. Join me to discover, read, and save the most relevant stories on the web.

I saved this and all of the best links to Refind. Join me to discover, read, and save the most relevant stories on the web.