TOPBOTS

The Best of Applied Artificial Intelligence, Machine Learning, Automation, Bots, Chatbots

Research Summaries

10 Leading Language Models For NLP In 2021

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The introduction of transfer learning and pretrained language models in natural language processing (NLP) pushed forward the limits of language understanding and generation. Transfer learning and applying transformers to different downstream NLP tasks have become the main trend of the latest research advances.At the same time, there is a controversy in the NLP community … [Read more...] about 10 Leading Language Models For NLP In 2021

AAAI 2021: Top Research Papers With Business Applications

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With a record high of 9034 research papers submitted to AAAI 2021 and an acceptance rate of 21%, a total of 1692 papers were presented at the conference. As usual, the Outstanding and Distinguished Papers awards were given to the papers exemplifying the highest standards in technical contribution and exposition. Of course, there were many more papers presented at the conference … [Read more...] about AAAI 2021: Top Research Papers With Business Applications

2020’s Top AI & Machine Learning Research Papers

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Despite the challenges of 2020, the AI research community produced a number of meaningful technical breakthroughs. GPT-3 by OpenAI may be the most famous, but there are definitely many other research papers worth your attention. For example, teams from Google introduced a revolutionary chatbot, Meena, and EfficientDet object detectors in image recognition. Researchers … [Read more...] about 2020’s Top AI & Machine Learning Research Papers

GPT-3 & Beyond: 10 NLP Research Papers You Should Read

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NLP research advances in 2020 are still dominated by large pre-trained language models, and specifically transformers. There were many interesting updates introduced this year that have made transformer architecture more efficient and applicable to long documents.Another hot topic relates to the evaluation of NLP models in different applications. We still lack evaluation … [Read more...] about GPT-3 & Beyond: 10 NLP Research Papers You Should Read

Novel Computer Vision Research Papers From 2020

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Will transformers revolutionize computer vision like they did with natural language processing? That’s one of the major research questions investigated by computer vision scientists in 2020. The first results indicate that transformers achieve very promising results on image recognition tasks.Beyond transformers in vision applications, we also noticed a continuous … [Read more...] about Novel Computer Vision Research Papers From 2020

The Latest Breakthroughs in Conversational AI Agents

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2020 is the breakthrough year for conversational agents. First, Google’s chatbot Meena and Facebook’s chatbot Blender demonstrated that dialog agents can achieve close to human-level performance in certain tasks. Then, OpenAI’s GPT-3 model made lots of people wonder whether Artificial General Intelligence (AGI) is already here. While we are still a long way off true AGI, … [Read more...] about The Latest Breakthroughs in Conversational AI Agents

Reformer, Longformer, and ELECTRA: Key Updates To Transformer Architecture In 2020

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The leading pre-trained language models demonstrate remarkable performance on different NLP tasks, making them a much-welcomed tool for a number of applications, including sentiment analysis, chatbots, text summarization, and so on. However, good performance usually comes at the cost of enormous computational resources that are not accessible by most researchers and business … [Read more...] about Reformer, Longformer, and ELECTRA: Key Updates To Transformer Architecture In 2020

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