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Enhancing BERT-Based Visual Question Answering through Keyword-Driven Sentence Selection

arXiv.org Artificial Intelligence

The Document-based Visual Question Answering competition addresses the automatic detection of parent-child relationships between elements in multi-page documents. The goal is to identify the document elements that answer a specific question posed in natural language. This paper describes the PoliTo's approach to addressing this task, in particular, our best solution explores a text-only approach, leveraging an ad hoc sampling strategy. Specifically, our approach leverages the Masked Language Modeling technique to fine-tune a BERT model, focusing on sentences containing sensitive keywords that also occur in the questions, such as references to tables or images. Thanks to the effectiveness of this approach, we are able to achieve high performance compared to baselines, demonstrating how our solution contributes positively to this task.


WriterZen Review - Keyword Research & AI Copywriting Tool

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Are you overwhelmed at all the things you need to accomplish to rank in search engines? WriterZen allows you to plan a strategy from topic discovery to keyword research, all the way to writing the content and checking for plagiarism. In this WriterZen review, you'll see what WriterZen is, how it works, and its features, and by the end of this article, you should know if WriterZenis right for you. WriterZen is a complete SEO package that can help you map out a strategy for your SEO. Its set of tools was designed to help you write articles that rank on any search engine, be it Google, Yahoo, Bing, or YouTube.


Bing SEO: Website Optimization Guide & Free SEO Tools

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Bing, previously known as Microsoft Live Search, is a search engine with over 40% market share in the US. Bing's SEO guide is aimed at helping small business owners to better optimize their websites for traffic and leads. If you're already using Google's SEO solutions (Analytics, Search Console, etc.) then Bing's guide will give you an edge over your competitors by showing you what additional steps to take and tools to use in order to increase your website traffic. The free SEO analysis tool is an extension for Chrome that automatically analyzes any page that it loads and tells you how well optimized the page is for Bing. Based on its results, you can then use this Bing's SEO guide to optimize your website further.


5 Ways AI Can Improve Your Paid Ads Campaigns

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Artificial Intelligence is the latest technology that has increased its prominence in the digital world. You can use AI technology for the enhancement of paid advertisement. No matter where you publish them, AI can ensure outstanding returns from it. As a new business person, you can check the top five ways AI supports the paid ads you publish on top social media sites. Knowledge of all details can help you understand if publishing ads with charges are affordable for you. Moreover, you can determine if it is needed.


Student tricks AI grading system into giving a perfect score by adding 'word salad' to answers

Daily Mail - Science & tech

As students across the US return to school, many are adapting to virtual learning amid the ongoing pandemic. But critics claim Edgenuity, an online learning program adopted by tens of thousands of schools, is flawed. Edgenuity grades assignments and quizzes using artificial intelligence and one middle-schooler was able to outsmart the system. By adding a jumble of relevant keywords to their answers, such as'word salad,' the student figured out they could trick Edgenuity's scoring algorithm and earn perfect scores on short-answer tests - his grade went from a 50 to 100. Lazare used the word salad technique for this question about Constantinople.


Content Clustering: 50 Tips for Content Planning with Topic Clustering.

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Have you decided to tune your business into the next level evolution of SEO? There is a buzz around the content cluster on social media platforms and over the internet. SEO content managers and specialists are always struggling to balance the search engine optimization and content quality in the same quantity and quality. Here are the fantastic tips that you need to know content clustering where the content planning with topic clustering works better. The content clustering is the idea that concentrates on a single point of purpose where the creation of cluster related and interlinking the information through hyperlinks.


Amazon SEO: How to Rank Highly for Amazon Searches

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All too often, when we think of SEO, we only think of Google. And of course you want great rankings in the search engines. However, your website isn't the only place on the web where you may be selling your product. If you have a product page on Amazon, you want it to be found by customers just as you would want your site to show up on the first search engine results page (SERP) for your industry keywords. Failure to do Amazon SEO right, just like with regular SEO, will result in less traffic and fewer sales.


The Divided Kingdom: a machine learning analysis on the Brexit result MonkeyLearn Blog

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Today was a day for the history books. The UK has voted to leave the European Union and opened a deep crack in the heart of Europe. As a consequence of this result, Prime Minister David Cameron will step down by October urging for a fresh leadership. At this point nobody knows the repercussions of these results. Will the Brexit hurt the economy of the UK and ignite a new recession?


The Divided Kingdom: a machine learning analysis on the Brexit result MonkeyLearn Blog

#artificialintelligence

Today was a day for the history books. The UK has voted to leave the European Union and opened a deep crack in the heart of Europe. As a consequence of this result, Prime Minister David Cameron will step down by October urging for a fresh leadership. At this point nobody knows the repercussions of these results. Will the Brexit hurt the economy of the UK and ignite a new recession?