avatarDr. Gabriella Korosi

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Abstract

0/1*jFax3XhfV9mam-k4kI_NSQ.png"><figcaption>A paragraph is summarized into one sentence</figcaption></figure><p id="2e04">Another use of text summarization is to present a user with a auto summarized dialog, with a <i>read more </i>option, which can then expand into the longer un-summarized version.</p><figure id="82f1"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h2 id="58c0">Keywords</h2><p id="4f31">Keywords can be extracted from a block of text. You can configure the environment to be conservative and select only keywords from the text. Or a higher <i>temperature </i>can be set to where related words or keywords are generated.</p><figure id="286e"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*FGE3OBMcMyDDcpgKRQb9AQ.png"><figcaption>Key words generated from a Wikipedia paragraph.</figcaption></figure><p id="3a5c">This is very helpful to categorize text and create a search index. In the image above a extract on soccer was taken from Wikipedia. GPT-3 converted this quite large paragraph into six key words or themes.</p><figure id="93e7"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h2 id="e562">Parse Unstructured Data</h2><p id="3191">Create tables from long form text by specifying a structure and supplying some examples.</p><figure id="6942"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*X9YWrg_wlpg3hbKCmoq62A.png"><figcaption></figcaption></figure><p id="6984">Here you can see the first entry is directly related to the sentence. The subsequent entries are somehow related and still relevant and applicable.</p><figure id="90e7"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h2 id="7585">Classification</h2><p id="72fe">Classify items into categories via example inputs. Companies are named with categories defined. A new company can be mentioned and auto classified.</p><figure id="2265"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*IOkqXlAV2ZCxFpMNaeL2XA.png"><figcaption>With limited training data a new company can be mentioned and auto classified.</figcaption></figure><figure id="9feb"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h2 id="281c">Extract Contact Information</h2><p id="0f31">Extract contact information from a block of text. In this case, an address.</p><figure id="8a87"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*5imfXfm2gvrGbA1uRTOkiQ.png"><figcaption>A complete address from the free text message.</figcaption></figure><figure id="ea15"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h2 id="95b2">Summarize For A Second Grader</h2><p id="9a5d">This functionality takes a complex and relatively long piece, summarize and simplifies it into a sentence or two.</p><figure id="0da8"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*ReUEmdf0XZ3r54rcYqibfA.png"><figcaption>A large and complex piece of text is summarized and simplified.</figcaption></figure><figure id="d85e"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h1 id="e7ec">Conclusion</h1><p id="3c79">There are definitely good implementation opportunities for the Conversational AI aspect of GPT-3.</p><figure id="6f46"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*5m48Qw7hRcbi7gsL5ZoRAQ.png"><figcaption>Restaurant review is created from a few key words and the restaurant name.</figcaption></figure><p id="2f01">As a support API where text can be processed to assist existing NLU functionality, there is a very real use case.</p><p id="25d7">As mentioned, GPT-3 can be a great help in pre-processing user input as a help for the NLU engine. The challenge is that GPT-3 seems very well positioned to write reviews, compile questions and have a general conversation. This could lead to a proliferation of bots writing reviews, online adds and general copywriting tasks.</p><figure id="b3c1"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*26A6H7nHUvLW10CkKSlaCQ.png"><figcaption>An apple pie review based on four generic words.</figcaption></figure><p id="4fae">This automation does not need to be malicious in principle. Open AI is seemingly making every effort to ensure the responsible use of the API’s.</p><p id="99a2">The fact the extensive

Options

training is not required, and a few key words or phrases can <i>point </i>the API in the right direction, is astounding.</p><p id="a28c">There are however opensource alternatives for most of the functionality available.</p><figure id="04a8"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h2 id="3cbc">Positives</h2><ul><li>GPT-3 has quite a bit of functionality which can serve to augment a current chatbot.</li><li>Dialog can be diversified with the NLG capability.</li><li>General chit-chat can easily be created.</li><li>Copywriting is made easy for slogans, headlines, reviews etc.</li><li>Text transformation</li><li>Text generation</li><li>Creating a general purpose bot to chat to.</li><li>With their underlying processing power and data, creating flexible Machine Learning stories should be a good fit.</li></ul><figure id="a4fc"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h2 id="b03c">Not-so Positives</h2><ul><li>The API is cloud hosted</li><li>Cost</li><li>Social media bot content generation</li><li>Not a framework for sustainable chatbot scaling; <i>yet</i>.</li><li>Possible over and under steering with training data.</li></ul><figure id="bfc0"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><div id="9145" class="link-block"> <a href="https://cobusgreyling.me/thank-you-for-subscribing/"> <div> <div> <h2>Subscribe to my newsletter.</h2> <div><h3>NLP/NLU, Chatbots, Voice, Conversational UI/UX, CX Designer, Developer, Ubiquitous User Interfaces, Ambient…</h3></div> <div><p>cobusgreyling.me</p></div> </div> <div> <div style="background-image: url(https://miro.readmedium.com/v2/resize:fit:320/0*sxVx6IgC_6AZXIX-)"></div> </div> </div> </a> </div><div id="1141" class="link-block"> <a href="https://cobusgreyling.medium.com"> <div> <div> <h2>Cobus Greyling - Medium</h2> <div><h3>Read writing from Cobus Greyling on Medium. NLP/NLU, Chatbots, Voice, Conversational UI/UX, CX Designer, Developer…</h3></div> <div><p>cobusgreyling.medium.com</p></div> </div> <div> <div style="background-image: url(https://miro.readmedium.com/v2/resize:fit:320/0*e6KH9V073Egac4ua)"></div> </div> </div> </a> </div><div id="2e0e" class="link-block"> <a href="https://cobusgreyling.medium.com/gpt-3-conversational-ai-chatbots-3fb1cfb99942"> <div> <div> <h2>GPT-3: Conversational AI & Chatbots</h2> <div><h3>What Will The Impact Be On Chatbot Design & Development</h3></div> <div><p>cobusgreyling.medium.com</p></div> </div> <div> <div style="background-image: url(https://miro.readmedium.com/v2/resize:fit:320/1*VKDfysUcdNJtCEQwmxSE-w.jpeg)"></div> </div> </div> </a> </div><div id="59bc" class="link-block"> <a href="https://openai.com/"> <div> <div> <h2>OpenAI</h2> <div><h3>OpenAI is an AI research and deployment company. Our mission is to ensure that artificial general intelligence benefits…</h3></div> <div><p>openai.com</p></div> </div> <div> <div style="background-image: url(https://miro.readmedium.com/v2/resize:fit:320/0*SzqTQqBlnX8UOa8A)"></div> </div> </div> </a> </div><div id="47a1" class="link-block"> <a href="https://openai.com/blog/openai-api/"> <div> <div> <h2>OpenAI API</h2> <div><h3>We're releasing an API for accessing new AI models developed by OpenAI. Unlike most AI systems which are designed for…</h3></div> <div><p>openai.com</p></div> </div> <div> <div style="background-image: url(https://miro.readmedium.com/v2/resize:fit:320/0*iD7cRdNC9EDQkZQ2)"></div> </div> </div> </a> </div><figure id="f7c7"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure></article></body>

The Magic of Caring

Being there for each other

By Dr. Gabriella Kőrösi

Lotti with her mom — picture by Tamas Funk

The picture above is one of my favorite pictures of showing love and caring. A mother and a child. Beautiful joy on their faces. Makes me smile every time I look at this picture. Caring for each other brings a wonderful experience.

I recently observed a simple act of caring and support for each other in the animal kingdom.

A few days ago, I was driving to work in the morning. Coming down on the hill of the backside of Astoria, Oregon I noticed a few deer. There were five of them. It is not unusual to see the deer in the town I almost see them every day. Today was different. I almost immediately noticed that there was something wrong. The male deer “buck” only was a few years old. I would look at him and think of him as a teenager. He was missing part of his crown. He had the left side intact, but the right side was missing.

I also noticed that there were three little ones between the male and the female. Based on their size look like they were born this year. Another unusual thing was that the group was moving slowly. That is when I noticed that the female deer was hurt. Her left back leg seemed painful, and she was moving slowly and limping.

I stopped my car and patiently waited until the group crossed. It was a nice reminder of how important it is to stick together if somebody’s hurt. This deer had a painful leg and could only move slowly, and the rest of the group stayed with her. I hope that her legs recover shortly, and she will be able to run and jump again.

There are many wonderful stories of caring and support in the animal kingdom. Many animals take in orphan babies of other species or provide comfort for each other. Seeing the support of the deer family was a great experience.

As humans, we have the power to support each other and care for each other anytime, at any moment. Having somebody who loves and cares for you provides great support in our daily lives. When you feel that there’s another person who shows interest in your well-being there is a greater chance of recovery from any health or mental health issues. There’s also a greater chance of not developing problems because of having a support structure around you.

Caring for each other can be very simple. It could be just a check-in to say:” Hi, how are you? How are things going on in your life?” It can also be reassurance telling someone that you will be there for them, listening to them, offering to make a simple meal, picking up groceries, call to see if they need anything. Even just sending a message to someone you care about telling them that you’re thinking about them shows you love and care for that person. Paying attention to things people like is another way of caring.

In today’s running world we forget to stop and check-in with each other. I hope you have a chance today to stop and think about people you love and care for and show caring and support for the people around you or even for people who are far away from you. Showing love and caring and support for other people also bring joy to your life.

In the spirit of November and Thanksgiving, I am thankful for all the wonderful people in my life including my family, friends, fellow writers and coworkers, and people who I don’t know, and I might see or pass by. I’m thankful for all of you. I am thankful for all the people who check in with me every day to see how I am doing. I am grateful for all the people I have in my life.

Please share with me how you bring caring and support to others in your life or how other people do the same for you.

Thank you for reading,

Gabriella

Please read this wonderful healing article by Wendi Lady

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Caring
Support
Joy
Positivity
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