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Neural Information Processing Systems

Market research indicates that there is a significant opportunity for a new co ee bar located in the heart of the downtown business district.





LIMA: Less Is More for Alignment

Zhou, Chunting, Liu, Pengfei, Xu, Puxin, Iyer, Srini, Sun, Jiao, Mao, Yuning, Ma, Xuezhe, Efrat, Avia, Yu, Ping, Yu, Lili, Zhang, Susan, Ghosh, Gargi, Lewis, Mike, Zettlemoyer, Luke, Levy, Omer

arXiv.org Artificial Intelligence

Large language models are trained in two stages: (1) unsupervised pretraining from raw text, to learn general-purpose representations, and (2) large scale instruction tuning and reinforcement learning, to better align to end tasks and user preferences. We measure the relative importance of these two stages by training LIMA, a 65B parameter LLaMa language model fine-tuned with the standard supervised loss on only 1,000 carefully curated prompts and responses, without any reinforcement learning or human preference modeling. LIMA demonstrates remarkably strong performance, learning to follow specific response formats from only a handful of examples in the training data, including complex queries that range from planning trip itineraries to speculating about alternate history. Moreover, the model tends to generalize well to unseen tasks that did not appear in the training data. In a controlled human study, responses from LIMA are either equivalent or strictly preferred to GPT-4 in 43% of cases; this statistic is as high as 58% when compared to Bard and 65% versus DaVinci003, which was trained with human feedback. Taken together, these results strongly suggest that almost all knowledge in large language models is learned during pretraining, and only limited instruction tuning data is necessary to teach models to produce high quality output.


Here's How Forbes Got The ChatGPT AI To Write 2 College Essays In 20 Minutes

#artificialintelligence

Not only does ChatGPT write clear, compelling essays, but it can also conjure up its own personal ... [ ] details and embellishments that could up a students' chance of acceptance and would be difficult to verify. Forbes' full conversation with ChatGPT, OpenAI's newest natural language model, is pasted below. Each of the college admissions essays took less than 10 minutes to complete. Read our story about ChatGPT's capacity to write college applications here. Forbes: Hi GPT, I'd like you to write a college application essay as if you were an 18-year-old high school senior whose parents are from Bangalore, India but who now own a restaurant in Newton, Mass. He is a competitive swimmer, and in 10th grade he broke his shoulder. He is interested in majoring in business.


5 Ways Machine Learning to Improve Your Digital Marketing

#artificialintelligence

One of the greatest things about digital marketing is that it is always at the forefront of the most recent online technologies. Machine learning is the most cutting-edge technology at the moment, and not just large companies have started to use it. Over 80% of online marketing agencies reported that their AI and machine-learning efforts had been deployed or increased since 2018, which is a long time ago. Machine learning is set to become the next step in harnessing data to take marketing efforts to new heights. These are five ways that machine learning can improve any marketing plan.


Accelerate your marketing plan by leveraging AI for content creation

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Did you miss a session from the Future of Work Summit? Ecommerce has long been growing in popularity with private consumers and enterprises alike, but the pandemic drove an unprecedented flurry of activity even from segments that hadn't previously embraced online shopping. With this rapid growth, and with customers' evolved expectations for timing and delivery, there is a growing need for direct-to-consumer brands to accelerate their marketing capabilities. At the center of this trend is the need for content, which must now be scaled across different platforms and segments quickly and intelligently. However, this process is very demanding, and effective content creation for multiple platforms -- including ecommerce -- is almost impossible without appropriate artificial intelligence (AI) and machine learning (ML) infrastructure.


How Does AI Marketing Help Small Business Owners?

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Marketing is a critical component for the success of any small business owner. Without breaking the bank, if you want to develop content that drives traffic, raises brand awareness, creates leads, and impacts potential customers, marketing is the one-stop solution. But how do you do it without enlisting the help of a team of experts? One solution is artificial intelligence (AI). AI marketing can help small business owners save money and deliver solutions if used effectively in their marketing plan. Small business owners can manage their firms more efficiently, save time and money, simplify activities, and decrease manual errors.


SalesVideoCreator Review: Use Video For Marketing

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According to Vidyard, 94 percent of marketers consider video marketing to be an important part of their overall marketing plan. As a result, video is now more important than ever to make your brand recognizable, reach out to viewers, and stay ahead of the competition. In this post, we look at the future of video marketing to help you create videos that have an impact. "Since over 85% of teenagers believe they can do something if there is a YouTube how-to for it, advertisers must completely exploit the video format. Marketers should keep in mind that video sites like YouTube are massive search engines, and not having a presence there is virtually the same as not showing up on Google "Inmar Intelligence's VP of Media Products, Leah Logan, said.