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Tackling Misinformation: How AI Chatbots Are Helping Debunk Conspiracy Theories

conversational dataset for chatbot

In 2023, Rappler introduced Rai as an  FGD moderator, allowing it to gather inputs from users, synthesize discussions, and ask questions. From these, Rai crafted suggestions for rules and policy ideas, including the governance of AI, and car-free policies. Health-care providers are implementing ChatGPT for virtual assistants, scheduling appointments, and pre-guidance on health issues. According to a NurseJournal article, administrative burdens are reduced as much as 30% by automating non-critical patient interactions so that medical staff can instead focus their attention on greater numbers of patients.

With ChatGPT API you can tailor responses and adjust requirements of tone. Developers have control over response creativity, length and depth through parameters such as temperature and max tokens. With this adjustability, the API is able to deliver everything from simple answers to highly creative ones that make for great customer support, content, and more. For example, rolling out customised ChatGPT models to customers has cut query resolution times by up to 40%, according to several companies.

  • Magnifi leverages vision analysis, natural language processing, and optical character recognition to streamline editing, detect key moments, and trackball movement.
  • Before developing Rai, Rappler re-engineered its website in 2020 to adopt a more scalable, topics-based way to organize content.
  • In politics, misinformation fuels division and makes it harder to have rational, fact-based discussions.
  • While the Internet is a powerful tool for information exchange, it has also become a hotbed for false information.

It assists customers with tasks such as booking or canceling train tickets, changing boarding stations, requesting refunds, and checking the status of their booking in languages including English, Hindi, Gujarati and Hinglish — a mix of Hindi and English. Maybe that doesn’t matter if you’re looking for a Zoom mentor through a service like BetterUp. But someday databases like CANDOR could be used to train artificial intelligences to imitate the way humans conduct conversations. Chatbots that serve as customer-service representatives or intake staffers at urgent-care centers may learn to nod and smile like the world’s greatest conversationalists, but they’re not going to feel anything. All they’ll know is how to make us feel good — with deepfaked faces that understand precisely when to say uh-huh, and how widely to smile, down to the millimeter, no matter what they’re actually saying.

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Misinformation and conspiracy theories are major challenges in the digital age. While the Internet is a powerful tool for information exchange, it has also become a hotbed for false information. Conspiracy theories, once limited to small groups, now have the power to influence global events and threaten public safety. These theories, often spread through social media, contribute to political polarization, public health risks, and mistrust in established institutions. It’s available as part of the Nvidia AI Enterprise software platform, which gives businesses access to additional resources, including technical support and enterprise-grade security, to streamline AI development for production environments. CoRover’s AI tools, built with NVIDIA NeMo and running on cloud-based NVIDIA GPUs, automatically scale resources during peak times, such as when train tickets are released.

A notable project includes collaboration with the Bill and Melinda Gates Foundation to create the largest open-source, gender-intentional AI dataset in Indic languages, employing over 30,000 women across six language groups. This dataset will support AI applications in agriculture, healthcare, and banking, enhancing both economic opportunities and multilingual AI solutions across India. Karya’s efforts help accelerate AI development for non-English speakers, using NVIDIA’s NeMo and NIM platforms to build custom AI models for businesses. Its AI-powered platform, Magnifi, generates game highlights up to 15x faster, boosting viewership and enabling smaller sports like longball and kabaddi to grow their fanbase on limited budgets. Magnifi leverages vision analysis, natural language processing, and optical character recognition to streamline editing, detect key moments, and trackball movement. VideoVerse utilises NVIDIA CUDA libraries and Tensor Core GPUs to accelerate AI models for image, video understanding, and speech recognition.

Phai combines cutting-edge conversational AI with Sapia’s proprietary dataset to empower job seekers and employees. The dataset was created with Nvidia NeMo Curator, which improves generative AI model accuracy by processing high-quality multimodal data at scale for training and customization. NeMo Curator uses Nvidia RAPIDS libraries to accelerate data processing pipelines on multi-node GPU systems, lowering processing time and total cost of ownership. Nvidia said that India is becoming a key producer of AI for virtually every industry — powered by thousands of startups that are serving the country’s multilingual, multicultural population and scalingout to global users. In addition to the 100,000 developers trained in AI in India, Nvidia said there have been an additional 100,000 academic and student developers trained as well. Rappler’s ontology and knowledge graph house link Rappler’s stories with data about people, places, events, and other key concepts in topics and themes that the newsroom covers.

By focusing on ethical AI, Sapia empowers organizations and individuals with tools that ensure fair hiring, talent mobility, and enhanced employee experience. Karya is employing over 30,000 low-income women participants across six language groups in India to help create the dataset, which will support the creation of diverse AI applications across agriculture, healthcare and banking. Nvidia also highlighted Mumbai-based startup Fluid AI, which offers generative AI chatbots, voice calling bots and a range of application programming interfaces to boost enterprise efficiency.

“We have variables from really low-level, millisecond-by-millisecond turn taking, all the way up to, ‘Did you enjoy this conversation and why?’” says Gus Cooney, a social psychologist who helped develop CANDOR. “It’s nicely processed, easily analyzable, and it’s been really, really vetted.” So this new corpus, as such databases are known ChatGPT App among social scientists, might do more than help us better understand how our coworkers perceive us on Zoom. It may shed new light on what we talk about when we talk about talking today — the conversation of the future. Ontologies are ways to structurally describe a subject matter in a way that machines will eventually understand.

Multiturn Conversations

More and more, the ChatGPT API is being utilised to help generate content, creating blog posts, product descriptions, and social media in this respect. A 2023 survey done by Semrush found that 70% of marketers using AI for content creation had increases in their engagement metrics-from the model’s capacity to simply create relevant, targeted content. Most organisations are using ChatGPT to enjoy round-the-clock support without having to house an internal customer service staff.

Karya, a Bengaluru-based platform, enables low-income and marginalised communities in India to earn income by completing language-based tasks for multilingual AI development. Nearly 100,000 workers record voice samples, transcribe audio, and verify AI-generated sentences in their native languages, earning up to 20 times India’s minimum wage. But, Enfield says, the dataset has some serious limitations, however huge it might be. For one thing, it’s only in American English, which means scientists in the field can’t use it to explore and identify cross-language commonalities.

conversational dataset for chatbot

These tools leverage an organisation’s knowledge base to deliver insights, reports, and accurate answers. Fluid AI’s chatbots improve customer service by boosting agent productivity and reducing response times with real-time outputs. In conclusion, AI chatbots have emerged as powerful tools in fighting misinformation and conspiracy theories. They offer scalable, real-time solutions that surpass the capacity of human fact-checkers.

Beyond health and political misinformation, AI chatbots can promote media literacy and critical thinking in educational settings and serve as automated advisors in workplaces. Policymakers can support the effective and responsible use of AI through regulations encouraging transparency, data privacy, and ethical use. Advancements in AI technology, such as deep learning and AI-driven moderation systems, will enhance chatbots’ capabilities. Moreover, collaboration between AI chatbots and human fact-checkers can provide a robust approach to misinformation. It cannot be easy to convince individuals deeply ingrained in their beliefs to interact with AI chatbots.

Rai will be available exclusively to users of Rappler’s Communities app. Members of Rappler+, Rappler’s premium membership program, will be given early access to new features beginning Monday, November 4. As in everything Rappler does, Rai is also covered by Rappler’s corrections policy. Users may report errors to A team will assess to find the cause of the mistake.

conversational dataset for chatbot

Even before OpenAI’s public release of its chatbot, Rappler used generative AI to create profile pages of almost 50,000 local candidates in the 2022 elections. Companies that run troll farms also use data mining and large data sets obtained from users to predict and influence voters. One famous example is Cambridge Analytica, the data analytics firm that worked with Donald Trump’s election team ChatGPT and the winning Brexit campaign. In 2018, it was revealed that the company harvested millions of Facebook profiles of US voters, in one of the tech giant’s biggest ever data breaches, and used them to build a powerful software program to influence elections. Sapia.ai is the world’s first Smart Interviewer™ powered by deep-learning AI, offering fair, inclusive, and scalable hiring solutions.

This urgent need for a scalable solution led to the rise of Artificial Intelligence (AI) chatbots as essential tools in combating misinformation. Buddhi Jayatilleke, Sapia.ai’s Chief Data Scientist, emphasized the importance of transparency and explainability in the development of Phai. With Nvidia AI Enterprise, Yotta customers can access Nvidia NIM, a collection of microservices for optimized AI inference, and Nvidia NIM Agent Blueprints, a set of customizable reference architectures for generative AI applications. This will allow them to rapidly adopt optimized, state-of-the-art AI for applications including biomolecular generation, virtual avatar creation and language generation.

This is important for customer support, virtual assistance as well as educational tools to keep the API’s ability to have extended conversations without losing coherence. Gartner says that businesses that use multiturn conversational AI achieve about 35 per cent more efficiency in their customer support channels, indicating the benefit of carrying out sustained, context-aware dialogue. OpenAI’s ChatGPT API is revolutionising the current and future use of conversational AI by business communities and developers. You can foun additiona information about ai customer service and artificial intelligence and NLP. Due to the enhanced features that are distributed extensively allows versatile use of the API. It is now enabling organisations to automate, and augment user engagement in real-time. Yotta Data Services is providing Indian businesses, government departments and researchers access to managed cloud services through its Shakti Cloud platform to boost generative AI adoption and AI education.

Sapia.ai Unveils Phai™: A Mobile-First AI Career Coach for Job Seekers and Employees, Accessible via API

Namaste, vanakkam, sat sri akaal — these are just three forms of greeting in India, a country with 22 constitutionally recognized languages and over 1,500 more recorded by the country’s census. Around 10% of its residents speak English, the internet’s most common language. Everyone’s video was laggy, which meant they had to scrap hundreds of hours of video for quality reasons. They also had to figure out how to get software to stitch together the two sides of the conversation precisely enough to allow them to analyze interactions down to the millisecond. As the first newsroom in the Philippines to adopt and publish rules in newsroom use of AI, Rappler’s guidelines puts a premium on the supremacy of human critical thinking and judgment, and accountability. Ahead of the 2022 elections, Rappler also developed its own ontology and knowledge graph.

conversational dataset for chatbot

Ahead of Rai’s release, Rappler cautiously rolled out AI features on its platform. In June 2023, AI-generated summaries were made available to Rappler+ members. Alongside the launch of Rappler Communities, Rappler also introduced Newsbot and Gamesbot to gamify audience engagement in news. Rappler used the same to roll out  its Topics Directory, a way for Rappler readers to conversational dataset for chatbot find information on specific people, places, organizations, and other subject matters that figured in the news. This makes Rai the most up-to-date and reliable chatbot when it comes to news that matters to Filipinos and other citizens interested in the Philippines and the region. This also gives Rai a unique Filipino and Asian perspective when it comes to world events.

Nearly 100,000 Karya workers are recording voice samples, transcribing audio or checking the accuracy of AI-generated sentences in their native languages, earning nearly 20 times India’s minimum wage for their work. Karya also provides royalties to all contributors each time its datasets are sold to AI developers. The Internet and social media platforms like Facebook, Twitter, YouTube, and TikTok have become echo chambers where misinformation booms. Algorithms designed to keep users engaged often prioritize sensational content, allowing false claims to spread quickly. For example, a report by the Center for Countering Digital Hate (CCDH) found that just twelve individuals and organizations, known as the “disinformation dozen,” were responsible for nearly 65% of anti-vaccine misinformation on social media in 2023. As India, the world’s most populous country, forges ahead with rapid digitalization efforts, its government and local startups are developing multilingual AI models that enable more Indians to interact with technology in their primary language.

These chatbots use advanced NLP algorithms to understand and interpret human language. When a user submits a statement or question, the chatbot looks for keywords and patterns that match known misinformation or conspiracy theories. In that case, the chatbot cross-references this claim with a database of verified information from reputable sources like the WHO and CDC or independent fact-checkers like Snopes.

Analysing speech interruptions can help create more human-like AI chatbots – Imperial College London

Analysing speech interruptions can help create more human-like AI chatbots.

Posted: Thu, 10 Oct 2024 07:00:00 GMT [source]

Keep on reading to know the main aspects of the ChatGPT API and find out prominent applications based on some relevant data and trends. This website is using a security service to protect itself from online attacks. There are several actions that could trigger this block including submitting a certain word or phrase, a SQL command or malformed data. Google CEO Sundar Pichai has instructed employees to anticipate errors as people begin using Bard. They often emerge during uncertainty and change, offering simple, sensationalist explanations for complex events.

They can also support sales teams, generating tasks like slide decks in under 15 seconds. The company uses NVIDIA’s NIM microservices, NeMo platform, and TensorRT inference engine to offer scalable, custom AI solutions. Fluid AI is further developing voice experiences using NVIDIA Riva microservices, aiming to reduce latency and enhance quality. VideoVerse, based in Mumbai with global offices, uses AI to revolutionise sports media content creation, serving clients like the Indian Premier League and Vietnam Basketball Association. The analysis of conversation goes back a long way — at least to the early 1970s and a classic paper on turn taking as dialogue’s primary engine. “That’s changed because technology has changed. Suddenly everything is recorded, speech is recorded. It’s all there.”

Designed to be an extension of the way Rappler’s multi-awarded team digs for the truth, assesses facts, and debunks falsehoods, Rai’s data source are the stories and the datasets that have been gathered, processed, and vetted by Rappler. In a separate response that has since been deleted, Google also said, “No private data will be used during Barbs [sic] training process.” “Anyone a little concerned that Bard is saying its training dataset includes… Gmail? I’m assuming that’s flat out wrong, otherwise Google is crossing some serious legal boundaries,” Crawford wrote. It also provides pre-built pipelines and building blocks for synthetic data generation, data filtering, classification and deduplication to process high-quality data. “By fairly compensating these communities for their digital work, we are able to boost their quality of life while supporting the creation of multilingual AI tools they’ll be able to use in the future,” said Manu Chopra, CEO of Karya.

Fine-tune an Instruct model over raw text data – Towards Data Science

Fine-tune an Instruct model over raw text data.

Posted: Mon, 26 Feb 2024 08:00:00 GMT [source]

Delivering personalized, evidence-based responses helps build trust in credible information and promotes informed decision-making. Phai can be integrated into any chat UI via API, offering a scalable, cost-effective solution to drive talent mobility and employee engagement. Tens of thousands of Nvidia Hopper GPUs will be added to build AI factories — large-scale data centers for producing AI — that support India’s large businesses, startups and research centers running AI workloads in the cloud and on premises. This will cumulatively provide nearly 180 exaflops of compute to power innovation in healthcare, financial services and digital content creation.

They represent a new approach to fact-checking and information dissemination. These bots engage users in real-time conversations, identify and respond to false information, provide evidence-based corrections, and help create a more informed public. Fluid AI, a Mumbai-based startup, provides generative AI chatbots, voice bots, and APIs to enhance enterprise efficiency.

After fine-tuning with NeMo, the final model leads on multiple accuracy benchmarks for AI models with up to 8 billion parameters. Packaged as a NIM microservice, it can be easily harnessed to support use cases across industries such as education, retail and healthcare. Indus 2.0 harnesses Tech Mahindra’s high-quality fine-tuning data to further boost model accuracy, unlocking opportunities for clients in banking, education, healthcare and other industries to deliver localized services. To support initiatives like these, Nvidia has released a small language model for Hindi, India’s most prevalent language with over half a billion speakers. Now available as an Nvidia NIM microservice, the model, dubbed Nemotron-4-Mini-Hindi-4B, can be easily deployed on any Nvidia GPU-accelerated system for optimized performance. The old chestnuts about men interrupting women more than vice versa, or women being more accommodating and “affiliative” in their turn taking?

conversational dataset for chatbot

Tech Mahindra, an Indian IT services and consulting company, is the first to use the Nemotron Hindi NIM microservice to develop an AI model called Indus 2.0, which is focused on Hindi and dozens of its dialects. The country is one of the top six global economies leading generative AI adoption and has seen rapid growth in its startup and investor ecosystem, rocketing to more than 100,000 startups this year from under 500 in 2016. “Our work with NVIDIA has been invaluable — the low latency and high fidelity that we offer on AI-powered voice calls come from the innovation that NVIDIA technology allows us to achieve,” said Abhinav Aggarwal, founder of Fluid AI. At NVIDIA AI Summit 2024, around 50 Indian startups are showcasing their AI innovations, with panels, pitches, and insights from venture capital firms. NVIDIA’s Inception program, launched in 2016, is a virtual incubator designed to support startups with ideas in AI and data science.

It’s a case study in sovereign AI — the development of domestic AI infrastructure that is built on local datasets and reflects a region’s specific dialects, cultures and practices. Bengaluru-based BharatGPT maker startup CoRover.ai serves over a billion users with its LLM-based conversational AI platform, offering text, audio, and video agents in over 100 languages. Supported by NVIDIA Inception, CoRover powers virtual assistants for clients like Indian Railways on many of its customer platforms. They are only as effective as the data they are trained on, and incomplete or biased datasets can limit their ability to address all forms of misinformation. Additionally, conspiracy theories are constantly evolving, requiring regular updates to the chatbots.