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Understanding the Effectiveness of Very Large Language Models on Dialog Evaluation

arXiv.org Artificial Intelligence

In recent years, language models such as GPT-3 [5] have grown larger, and their performance on downstream natural language processing (NLP) tasks has significantly improved in low-resource settings where only a few instances per task are available (few-shot). The larger these models are, the higher their performances trend on tasks such as language generation and evaluation [39]. They can generate coherent, fluent and interesting responses. However, they can also produce responses that are repetitive and un-engaging [29], in addition to being hard to control. Dialog evaluation is the task of assessing the quality of responses generated by dialog models in terms of properties like those mentioned above. However, one significant impediment for open-domain dialog generation research is the lack of meaningful automatic metrics for open-domain dialog evaluation. Standard language generation metrics have been shown to be ineffective for dialog evaluation [11], a large part of which is because conversations can be followed by multiple valid responses.


ChatGPT (barely) passed graduate business and law exams

Engadget

There's plenty of concern that OpenAI's ChatGPT could help students cheat on tests, but just how well would the chatbot fare if you asked it to write a graduate-level exam? It would pass -- if only just. In a newly published study, University of Minnesota law professors had ChatGPT produce answers for graduate exams at four courses in their school. The AI passed all four, but with an average grade of C . In another recent paper, Wharton School of Business professor Christian Terwiesch found that ChatGPT passed a business management exam with a B to B- grade.


Will CHATgpt make us more or less innovative?

#artificialintelligence

The rapid emergence of increasingly sophisticated'AI ' programs such as CHATgpt will profoundly impact our world in many ways. That will inevitably include Innovation, especially the front end. But will it ultimately help or hurt us? Better access to information should be a huge benefit, and my intuition was to dive in and take full advantage. I still think it has enormous upside, but I also think it needs to be treated with care.


Maximizing Passive Income with ChatGPT

#artificialintelligence

ChatGPT is a powerful tool that can be used to assist in the creation of passive income streams. One of the key benefits of using ChatGPT is its ability to generate high-quality, engaging content quickly and easily. Whether you're looking to create blog posts, social media updates, or product descriptions, ChatGPT can help you produce high-quality content in a fraction of the time it would take to write it manually. Another major benefit of using ChatGPT is its API integration capabilities. With the ability to integrate ChatGPT into your existing workflow, you can automate repetitive tasks, such as product research and content creation, freeing up more time for other important tasks. For example, you can use ChatGPT API to automate your affiliate marketing by creating product reviews, product descriptions, and even landing pages.


BuzzFeed to Use ChatGPT Creator OpenAI to Help Create Some of Its Content

WSJ.com: WSJD - Technology

BuzzFeed Inc. said it would rely on ChatGPT creator OpenAI to enhance its quizzes and personalize some content for its audiences, becoming the latest digital publisher to embrace artificial intelligence. In a memo to staff sent Thursday morning, which was reviewed by The Wall Street Journal, Chief Executive Jonah Peretti said he intends for AI to play a larger role in the company's editorial and business operations this year.


Revolutionizing PR ------- How ChatGPT is Changing the Game -- Ignite X

#artificialintelligence

When ChatGPT debuted, it literally stopped the internet. Developed by OpenAI, GPT (Generative Pre-trained Transformer) is a machine learning model that uses a transformer neural network to generate natural language text. According to OpenAI, ChatGPT has had more than 1 million users since its debut within a few days of its launch on November 30, 2022. Fifteen days later, more than two million users were already testing OpenAI's service. People everywhere were sharing their results on Twitter, LinkedIn and other channels.


ChatGPT Isn't the Only Way to Use AI in Education

WIRED

Soon after ChatGPT broke the internet, it sparked an all-too-familiar question for new technologies: What can it do for education? Many feared it would worsen plagiarism and further damage an already decaying humanism in the academy, while others lauded its potential to spark creativity and handle mundane educational tasks. Of course, ChatGPT is just one of many advances in artificial intelligence that have the capacity to alter pedagogical practices. The allure of AI-powered tools to help individuals maximize their understanding of academic subjects (or more effectively prepare for exams) by offering them the right content, in the right way, at the right time for them has spurred new investments from governments and private philanthropies. There is reason to be excited about such tools, especially if they can mitigate barriers to a higher quality or life--like reading proficiency disparities by race, which the NAACP has highlighted as a civil rights issue.


ChatGPT Is Coming for Classrooms. Don't Panic

WIRED

When high school English teacher Kelly Gibson first encountered ChatGPT in December, the existential anxiety kicked in fast. While the internet delighted in the chatbot's superficially sophisticated answers to users' prompts, many educators were less amused. If anyone could ask ChatGPT to "write 300 words on what the green light symbolizes in The Great Gatsby," what would stop students from feeding their homework to the bot? "I thought, 'Oh my god, this is literally what I teach,'" Gibson says. But amid the panic, some enterprising teachers see ChatGPT as an opportunity to redesign what learning looks like--and what they invent could shape the future of the classroom. Gibson is one of them.


I Spent a Week Using Only TikTok for Search

WIRED

Google is reportedly in "code red" mode, deploying resources and calling in its cofounders to address perceived threats to its extremely dominant search engine. The threat du jour is ChatGPT--an AI-powered large language model that is also helping us write term papers and poetry, draft regulations, and make medical diagnoses. How could a twitchy video app filled with dancing teens, cat memes, food hacks, and cringey stunts help you find a financial adviser or a train timetable, or even search results for yourself? It depends on what your interpretation of "search" is, but if you're seeking less specific, more entertaining results--a search process more akin to social discovery--then TikTok is making a strong play. In 2021, content delivery network Cloudflare reported that Tiktok.com


Chatting Our Way Into Creating a Polymorphic Malware

#artificialintelligence

ChatGPT took the world by storm being released less than two months ago, it has become prominent and is used everywhere, for a wide variety of tasks – from automation tasks to the recomposition of 18th century classical music. Its impressive features offer fast and intuitive code examples, which are incredibly beneficial for anyone in the software business. However, we find that its ability to write sophisticated malware that holds no malicious code is also quite advanced, and in this post, we will walk through how one might harness ChatGPT power for better or for worse. ChatGPT could easily be used to create polymorphic malware. This malware's advanced capabilities can easily evade security products and make mitigation cumbersome with very little effort or investment by the adversary.