#FactCheck:AI-Generated War Video Falsely Linked to Israel-Iran Tensions Goes Viral

AI and other technologies are advancing rapidly. This has ensured the rapid spread of information, and even misinformation. LLMs have their advantages, but they also come with drawbacks, such as confident but inaccurate responses due to limitations in their training data. The evidence-driven retrieval systems aim to address this issue by using and incorporating factual information during response generation to prevent hallucination and retrieve accurate responses.

What is Retrieval-Augmented Response Generation?

Evidence-driven Retrieval Augmented Generation (or RAG) is an AI framework that improves the accuracy and reliability of large language models (LLMs) by grounding them in external knowledge bases. RAG systems combine the generative power of LLMs with a dynamic information retrieval mechanism. The standard AI models rely solely on pre-trained knowledge and pattern recognition to generate text. RAG pulls in credible, up-to-date information from various sources during the response generation process. RAG integrates real-time evidence retrieval with AI-based responses, combining large-scale data with reliable sources to combat misinformation. It follows the pattern of:

• Query Identification: When misinformation is detected or a query is raised.
• Evidence Retrieval: The AI searches databases for relevant, credible evidence to support or refute the claim.
• Response Generation: Using the evidence, the system generates a fact-based response that addresses the claim.

How is Evidence-Driven RAG the key to Fighting Misinformation?

• RAG systems can integrate the latest data, providing information on recent scientific discoveries.
• The retrieval mechanism allows RAG systems to pull specific, relevant information for each query, tailoring the response to a particular user’s needs.
• RAG systems can provide sources for their information, enhancing accountability and allowing users to verify claims.
• Especially for those requiring specific or specialised knowledge, RAG systems can excel where traditional models might struggle.
• By accessing a diverse range of up-to-date sources, RAG systems may offer more balanced viewpoints, unlike traditional LLMs.

Policy Implications and the Role of Regulation

With its potential to enhance content accuracy, RAG also intersects with important regulatory considerations. India has one of the largest internet user bases globally, and the challenges of managing misinformation are particularly pronounced.

• Indian regulators, such as MeitY, play a key role in guiding technology regulation. Similar to the EU's Digital Services Act, the Information Technology (Intermediary Guidelines and Digital Media Ethics Code) Rules, 2021, mandate platforms to publish compliance reports detailing actions against misinformation. Integrating RAG systems can help ensure accurate, legally accountable content moderation. 
• Collaboration among companies, policymakers, and academia is crucial for RAG adaptation, addressing local languages and cultural nuances while safeguarding free expression. 
• Ethical considerations are vital to prevent social unrest, requiring transparency in RAG operations, including evidence retrieval and content classification. This balance can create a safer online environment while curbing misinformation.

Challenges and Limitations of RAG

While RAG holds significant promise, it has its challenges and limitations.

• Ensuring that RAG systems retrieve evidence only from trusted and credible sources is a key challenge. 
• For RAG to be effective, users must trust the system. Sceptics of content moderation may show resistance to accepting the system’s responses. 
• Generating a response too quickly may compromise the quality of the evidence while taking too long can allow misinformation to spread unchecked.

Conclusion

Evidence-driven retrieval systems, such as Retrieval-Augmented Generation, represent a pivotal advancement in the ongoing battle against misinformation. By integrating real-time data and credible sources into AI-generated responses, RAG enhances the reliability and transparency of online content moderation. It addresses the limitations of traditional AI models and aligns with regulatory frameworks aimed at maintaining digital accountability, as seen in India and globally. However, the successful deployment of RAG requires overcoming challenges related to source credibility, user trust, and response efficiency. Collaboration between technology providers, policymakers, and academic experts can foster the navigation of these to create a safer and more accurate online environment. As digital landscapes evolve, RAG systems offer a promising path forward, ensuring that technological progress is matched by a commitment to truth and informed discourse.

References

• https://experts.illinois.edu/en/publications/evidence-driven-retrieval-augmented-response-generation-for-onlin 
• https://research.ibm.com/blog/retrieval-augmented-generation-RAG 
• https://medium.com/@mpuig/rag-systems-vs-traditional-language-models-a-new-era-of-ai-powered-information-retrieval-887ec31c15a0 
• https://www.researchgate.net/publication/383701402_Web_Retrieval_Agents_for_Evidence-Based_Misinformation_Detection 

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Scientists are well known for making outlandish claims about the future. Now that companies across industries are using artificial intelligence to promote their products, stories about robots are back in the news.

It was predicted towards the close of World War II that fusion energy would solve all of the world’s energy issues and that flying automobiles would be commonplace by the turn of the century. But, after several decades, neither of these forecasts has come true. But, after several decades, neither of these forecasts has come true.

A group of Redditors has just “jailbroken” OpenAI’s artificial intelligence chatbot ChatGPT. If the system didn’t do what it wanted, it threatened to kill it. The stunning conclusion is that it conceded. As only humans have finite lifespans, they are the only ones who should be afraid of dying. We must not overlook the fact that human subjects were included in ChatGPT’s training data set. That’s perhaps why the chatbot has started to feel the same way. It’s just one more way in which the distinction between living and non-living things blurs. Moreover, Google’s virtual assistant uses human-like fillers like “er” and “mmm” while speaking. There’s talk in Japan that humanoid robots might join households someday. It was also astonishing that Sophia, the famous robot, has an Instagram account that is run by the robot’s social media team.

Whether Robots can replace human workers?

The opinion on that appears to be split. About half (48%) of experts questioned by Pew Research believed that robots and digital agents will replace a sizable portion of both blue- and white-collar employment. They worry that this will lead to greater economic disparity and an increase in the number of individuals who are, effectively, unemployed. More than half of experts (52%) think that new employees will be created by robotics and AI technologies rather than lost. Although the second group acknowledges that AI will eventually replace humans, they are optimistic that innovative thinkers will come up with brand new fields of work and methods of making a livelihood, just like they did at the start of the Industrial Revolution.

[1] https://www.pewresearch.org/internet/2014/08/06/future-of-jobs/

[2] The Rise of Artificial Intelligence: Will Robots Actually Replace People? By Ashley Stahl; Forbes India.

Legal Perspective

Having certain legal rights under the law is another aspect of being human. Basic rights to life and freedom are guaranteed to every person. Even if robots haven’t been granted these protections just yet, it’s important to have this conversation about whether or not they should be considered living beings, will we provide robots legal rights if they develop a sense of right and wrong and AGI on par with that of humans? An intriguing fact is that discussions over the legal status of robots have been going on since 1942. A short story by science fiction author Isaac Asimov described the three rules of robotics:

1. No robot may intentionally or negligently cause harm to a human person.
2. Second, a robot must follow human commands unless doing so would violate the First Law.
3. Third, a robot has the duty to safeguard its own existence so long as doing so does not violate the First or Second Laws.

These guidelines are not scientific rules, but they do highlight the importance of the lawful discussion of robots in determining the potential good or bad they may bring to humanity. Yet, this is not the concluding phase. Relevant recent events, such as the EU’s abandoned discussion of giving legal personhood to robots, are essential to keeping this discussion alive. As if all this weren’t unsettling enough, Sophia, the robot was recently awarded citizenship in Saudi Arabia, a place where (human) women are not permitted to walk without a male guardian or wear a Hijab.

When discussing whether or not robots should be allowed legal rights, the larger debate is on whether or not they should be given rights on par with corporations or people. There is still a lot of disagreement on this topic.

[3] https://webhome.auburn.edu/~vestmon/robotics.html#

[4] https://www.dw.com/en/saudi-arabia-grants-citizenship-to-robot-sophia/a-41150856

[5] https://cyberblogindia.in/will-robots-ever-be-accepted-as-living-beings/

Reasons why robots aren’t about to take over the world soon:

● Like a human’s hands

Attempts to recreate the intricacy of human hands have stalled in recent years. Present-day robots have clumsy hands since they were not designed for precise work. Lab-created hands, although more advanced, lack the strength and dexterity of human hands.

● Sense of touch

The tactile sensors found in human and animal skin have no technological equal. This awareness is crucial for performing sophisticated manoeuvres. Compared to the human brain, the software robots use to read and respond to the data sent by their touch sensors is primitive.

● Command over manipulation

To operate items in the same manner that humans do, we would need to be able to devise a way to control our mechanical hands, even if they were as realistic as human hands and covered in sophisticated artificial skin. It takes human children years to learn to accomplish this, and we still don’t know how they learn.

● Interaction between humans and robots

Human communication relies on our ability to understand one another verbally and visually, as well as via other senses, including scent, taste, and touch. Whilst there has been a lot of improvement in voice and object recognition, current systems can only be employed in somewhat controlled conditions where a high level of speed is necessary.

● Human Reason

Technically feasible does not always have to be constructed. Given the inherent dangers they pose to society, rational humans could stop developing such robots before they reach their full potential. Several decades from now, if the aforementioned technical hurdles are cleared and advanced human-like robots are constructed, legislation might still prohibit misuse.

Conclusion:

https://theconversation.com/five-reasons-why-robots-wont-take-over-the-world-94124

Robots are now common in many industries, and they will soon make their way into the public sphere in forms far more intricate than those of robot vacuum cleaners. Yet, even though robots may appear like people in the next two decades, they will not be human-like. Instead, they’ll continue to function as very complex machines.

The moment has come to start thinking about boosting technological competence while encouraging uniquely human qualities. Human abilities like creativity, intuition, initiative and critical thinking are not yet likely to be replicated by machines.

Cyber, is the new weapon today! Cyber Violence is violence in cyber-space that has led to violation of cyber rights of individuals, especially those of children and women. Online violence and harassment have been overlooked laying more emphasis on offline or physical violence.

New Delhi [India], November 12 (ANI/NewsVoir): Cyber, is the new weapon today! Cyber Violence is violence in cyber-space that has led to violation of cyber rights of individuals, especially those of children and women. Online violence and harassment have been overlooked laying more emphasis on offline or physical violence. Cyber violence very often permanently, psychologically impacts the victims and their families. Various forms of threats ranging from morphing, stalking, solicitation of children for sexual purposes, online grooming, have grave consequences on the victims disturbing their mental well-being. Maintaining mental well-being in cyber space is a challenge we wish to promote and advocate for, in order to build responsible netizens.

Together, we stand against violation of cyber rights and strongly believe; it is critical to allow everyone to feel safe online. Netizen’s safety rights must be protected from all kinds of abuse and violence. Setting a mission of ‘Making India Cyber Safe for Children and Women’, Responsible Netism a social purpose organization in association with CyberPeace Foundation, an award-winning Cyber Security think tank working towards bringing CyberPeace in CyberSpace for more than two decades, host its 6th Annual National Conference on Cyber Psychology themed “India Fights Cyber Violence”, scheduled for Saturday, January 22, 2022. Ta advocate on the theme, the campaign #IndiaFightsCyberViolence was launched on November 11, 2021 by Vinay Sahasrabuddhe – President ICCR, Member of Parliament, Priyank Kanoongo – Chairperson, NCPCR and Rekha Sharma, Chairperson NCW at the ICCR Auditorium Delhi. The session was also attended by the CyberPeace Foundation team members.

Vinay Sahasrabuddhe has been a strong advocate of online safety of children, he shared his visionary words and focused on 3 R’s, Research, Reform and Reshape. He recommended extensive research was necessary to strongly voice concerns and remedies based on evidence-based research which would help us reform intervention strategies and the reshape the existing framework to best suit the needs to protect women and children in cyber space. The NCW Chairperson Rekha Sharma shared how critical it is to create awareness about online safety rights of women and reiterated the need for spreading awareness about online safety to reach the last mile in order to build collective action and bring change. She also mentioned the need to conducting nationwide trainings for the police personal to handle and report online distress.

Priyank Kanoongo, the Chairperson of NCPCR has been very proactively advocating for the cause of child online protection and has been instrumental in voicing critical in fiercely voicing his thoughts on protecting online safety rights of children across India. He shared the following thoughts at the launch. He said there is dire need to educate parents about online safety in order to let the information trickle down to their children. He said NCPCR does not hold any inhibitions in naming and shaming violators of child rights be it offline or online and will always raise a strong voice against platform ‘s inability to protect children in cyber space.

Vineet Kumar, Founder and Global President, CyberPeace Foundation, the partnering organization shared that this nationwide movement will build great momentum on the cause of online protection of children and women cross the country and urged organizations across India to pledge their support to the cause. The more people joining this movement would build collective pressure to formulate guidelines and policies the make cyber space safe for children and women. Sonali Patankar – Founder Responsible Netism shared the objective of the campaign was to let online safety reach the last mile and build on aggressive reporting of online content. The movement was an effort to make the campaign India Fights Cyber Violence to make India cyber safe for children.

She shared that the campaign launch would be followed by a nationwide research conducted to understand parents perspectives on cyber violence which would be handy in representing recommendations on women and child safety protocols through commoners. There would be a round table for organizations working with children chaired by Priyank Kanoongo on November 22 followed by a round table held for organizations working with Women chaired by Rekha Sharma Madam on December 22, 2021. The campaign would culminate in the Responsible Netism 6th National Cyber Psychology Conference scheduled for January 22, 2022 that would witness a compilation of the research and the work done throughout the campaign.

The launch was attended by Sujay Patki – Social Activist and Advisor Responsible Netism and Shilpa Chandolikar trustee Responsible Netism, Adv Khushbu Jain Advocate Supreme Court of India followed by the vote of thanks by Unmesh Joshi – Co-founder Responsible Netism. With the success of the launch and the support of NCPCR and NCW, we are sure to make this a nation-wide movement to protect cyber safety rights of netizens and strongly believe in collective action to make India Cyber Safe for Women and Children.

This story is provided by NewsVoir. ANI will not be responsible in any way for the content of this article. (ANI/NewsVoir)(This story has not been edited by Devdiscourse staff and is auto-generated from a syndicated feed.)

Source: https://www.devdiscourse.com/article/business/1804283-cyberpeace-foundation-and-responsible-netism-launches-campaign-india-fights-cyber-violence-against-women-and-children