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Evaluating Verifiability in Generative Search Engines

arXiv.org Artificial Intelligence

Generative search engines directly generate responses to user queries, along with in-line citations. A prerequisite trait of a trustworthy generative search engine is verifiability, i.e., systems should cite comprehensively (high citation recall; all statements are fully supported by citations) and accurately (high citation precision; every cite supports its associated statement). We conduct human evaluation to audit four popular generative search engines -- Bing Chat, NeevaAI, perplexity.ai, and YouChat -- across a diverse set of queries from a variety of sources (e.g., historical Google user queries, dynamically-collected open-ended questions on Reddit, etc.). We find that responses from existing generative search engines are fluent and appear informative, but frequently contain unsupported statements and inaccurate citations: on average, a mere 51.5% of generated sentences are fully supported by citations and only 74.5% of citations support their associated sentence. We believe that these results are concerningly low for systems that may serve as a primary tool for information-seeking users, especially given their facade of trustworthiness. We hope that our results further motivate the development of trustworthy generative search engines and help researchers and users better understand the shortcomings of existing commercial systems.


How many uses for a FORK can you think of? ChatGPT comes up with more ideas than 90% of humans

Daily Mail - Science & tech

As a staple of every cutlery draw, it is probably safe to say that most of us use forks at dinner time without batting an eyelid. Yet bots like ChatGPT have flipped this on its head, suggesting forks could also be used for playing'I spy', fighting zombies and digging trenches. Artificial intelligence and humans went head-to-head in a new study that sought to find out which was better at coming up with the most imaginative ideas. As it turns out, new bots are more creative than 90 per cent of humans - thinking of bizarre uses for everyday items like toothbrushes, pants, forks and tyres. ChatGPT was among six state-of-the-art bots tested by scientists at Berlin's Humboldt University and the University of Essex.


There's a monumental war brewing over AI citations

PCWorld

Google announced its own AI service, Bard, on Tuesday, and Microsoft is expected to unveil its own AI chatbot on Tuesday. Based upon what we've seen, officially or not, both Microsoft's "new" Bing AI-powered search engine and You.com's YouChat cite a list of sources when presenting answers. The other two, OpenAI's ChatGPT and Google's Bard, simply tell you what they think is the right answer. Google said Bard, which it described as an "experimental conversational AI service," will be tested with a small group of beta testers before a launch sometime later. Instead of licensing AI models from OpenAI, as Microsoft has, Google developed its own, called LAMDA.


4 Best ChatGPT Alternative Tools You Must Try It

#artificialintelligence

ChatGPT has had a profound impact on the lives of many people. They use it often and appreciate the time they spend with it. Many people also deserve recognition for their efforts in creating ChatGPT-related materials that can be used in educational and media settings. ChatGPT's potential has been extensively discussed. Not to be overlooked, however, are other less-known technologies that can achieve similar impressive and efficient results.


You.com's AI-infused Google rival provides a tantalizing glimpse of the future

PCWorld

Reports say that Microsoft could integrate AI within Bing as early as this year, and Google is also working on AI endeavors. But it you want to see what the future of AI-powered search engines are, right now, you need to try out You.com. What you need to know about You.com is that it isn't just a search engine. Yes, You.com will search the web, and even deeper within the content of websites like StackOverflow for specialized searches like code snippets. But You.com integrates a ChatGPT-like AI engine called YouChat right into the site, along with a complementary writing tool and even an AI art generator.


The 3 Best Alternatives to ChatGPT

#artificialintelligence

Since its public launch in November 2022, ChatGPT, the mesmerizing AI chatbot by OpenAI, has grown in popularity like wildfire. Social media feeds are filled with incredible things people are doing with the chatbot. Jobseekers, programmers, high school teachers, content creators--professionals in almost every field are finding good uses for the tool. However, when one tool takes center stage, it's easy to lose track of the alternatives that could offer equal or even better value. We've put together three of the best ChatGPT alternatives you can use right now.


ChatGPT vs YouChat: Which AI Online Search Engine Will Win?

#artificialintelligence

Launching YouChat, a ChatGPT-style chatbot, search engine You.com cautions users not to rely on it. YouChat functions are similar to OpenAI's ChatGPT, which gained popularity earlier this year due to its distinctive and realistic responses from a computer programme. YouChat, AI online search engine is a new competitor for ChatGPT. YouChat and ChatGPT operate much like other internet search engines similar to Google, both of them let users do straightforward web searches in a more conversational style. These chatbots let users ask inquiries as well but are cautious with their responses, though.


Meet YouChat, YouChat becomes the new competitor of ChatGPT

#artificialintelligence

Meet YouChat, YouChat is like any other online search engine. This tool allows users to perform basic online searches in a more conversational way, similar to Google. Users can also use chatbots to ask questions. The company announced the first version of an artificial intelligence (AI) tool called Search and Chat of the Future. The company wants YouChat to address its two search engine problems.


ChatGPT has a new competitor with advanced AI, meet YouChat

#artificialintelligence

With YouChat, the company aims to resolve two issues in search engines. First is to make online search more intuitive, helpful and faster. The second is to make LLMs more reliable. For those unaware, LLMs stand for Large language models that represent a major advancement in AI and promise to transform domains through intelligence via learned knowledge abilities. Open, broadly capable, conversational AI for search with knowledge of recent events and citations of sources," writes the company's CEO Richard Socher in a post introducing the tool. The CEO also explains the working and features of the conversational search engine in a series of tweets. He says that YouChat has similar capabilities like ChatGPT. But YouChat "advances the AI field of large language models by incorporating the you search and app platform." "youChat knows about recent events and can provide citations for its answers," he adds. YouChat can respond to prompts like an AI sidekick that reads, writes, and summarizes information for you. Users will be able to get information in easy-to-understand sentences, not a list of links, the company says. It will help understand complex concepts and can also be used to resolve daily problems like getting ideas for essay outlines, writing coding or ideas for Christmas gifts for that matter. The search engine tool is powered by AI and natural language processing that are said to offer human-like conversations with it. Yes, like all AI models, YouChat too has its own limitations. As pointed out by many users, it hallucinates references, links are outdated and relevant for many topics and it also shows outdated images too among other issues. "While youChat will be more often up-to-date and truthful than other large language models, it still makes mistakes.