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AI Based Summarization Capability Demonstration: Executive Summaries

Photon Insights model summarizing the data
  • We are bombarded with news and information each and every day, alas without much control over what we receive & how we receive.
  • Our Comprehensive Intelligence Reports provide you a very distilled summary of developments on the topics of your choice with the frequency of your choice. 
  • As the executive of your own busy life, you well deserve to receive also an executive summary of these developments.
  • Photon Insights provides you with your very own AI-based assistant for this task – with almost human-like verbal fluency and packed with valuable & relevant information.

Here we demonstrate some of the summarization capabilities of Photon Insight’s AI-based proprietary summarization engine. The task is to create a very short executive summary of an already very information dense input. Executive summaries enable our users to have a glimpse of the main picture before delving into the details such as topic based summaries, and if 

desired, even individual summaries of each and every information source – which could be hundreds in number. All the work is done by Photon Insights’ proprietary AI-based engines, all you have to do is provide your topics of interest and select report frequency. Almost like magic, even though the reports are delivered not by owls but directly via email. 

In this demonstration, the sample input text is composed of Photon Insight’s Comprehensive Intelligence Report (CIR) for multiple different topics in a variety of categories, in this particular case, Tesla, Coinbase, Nikola Jokic, Nick Kyrgios, Novak Djokovic, Crypto, Nvidia. As it can be seen, the input text is already very information dense as it consists of summaries from hundreds of different sources on a variety of topics.

Here is the original Comprehensive Intelligence Report text to be summarized to generate a concise executive summary:

The content is color-coded according to the topic:

Tesla

Coinbase

Nikola Jokic

Nick Kyrgios

Novak Djokovic

Crypto

NVIDIA

Coinbase, Darma Capital, and Cumberland DRW predict a boom in the crypto industry in 2023. The largest U.S. cryptocurrency exchange predicts strong growth for ETH, BTC, L2s, and NFTs. ETH’s volatility is at the lowest level this year due to low network activity. 

Nikola Jokic posted highest-scoring triple-double in NBA history on Christmas Day. Denver Nuggets center scored 41 points, 15 rebounds and 15 assists in overtime win over Phoenix. NBA Most Valuable Player’s tally is largest for any Christmas triple- double in history. The two-time reigning MVP is a favorite to win the award again. 

Nick Kyrgios and Novak Djokovic could play doubles at the Indian Wells Open in 2023. Australian tennis star hinted at the news on his Instagram story. The pair met in the Wimbledon final in 2022 and have become close friends. Kyrgien supported the Serb after he was deported from the US over vaccination status. Novak Djokovic was deported for refusing to be vaccinated against Covid-19. Tennis chief Craig Tiley says the former world number one was due to arrive in Adelaide on Tuesday. Serbian tennis star was banned from the country for three years. Australia has since lifted the ban and he was granted a visa to play in the Australian Open. Novak Djokovic returns to Australia for the first time since being deported in 2022. The world No. 1 touched down in Adelaide a year after his deportation from the country. The Serbian is set to start his season at the Adelaide International in January. The 2023 Australian Open kicks off in Adelaide in January 2022. Rafael Nadal is the defending champion of the tournament. 

Crypto market is trading in the green zone for the second-consecutive day. Bitcoin is closing in on the $17k resistance level. Mark Cuban says he continues to support Bitcoin and wants to see it decline in value. Bitcoin miners are trading at prices last seen in 2020 and 2021. El Salvador begins educating students on Bitcoin. 

Some retailers in China are now taking preorders for NVIDIA’s new GeForce RTX 4070 Ti graphics cards. Tesla market cap set to fall below Walmart and JPMorgan Chase, to sit just above Nvidia. AMD and Nvidia are down 1.19% and 5.10% respectively in premarket trading. 

Here are summaries generated by some of the most popular and state-of-the-art summarization models:

Model: google/pegasus-newsroom [A model from Google trained specifically for news data]

Average price for a used Tesla in November was $55,754, down 17% from a July peak of $67,297. Tesla suspended production at its Shanghai plant in the last week of December. Tesla will run reduced production for 17 days in January. Rafael Nadal is the defending champion of the tournament. Crypto market is trading in the green zone for the second-consecutive day. Bitcoin is closing in on the $17k resistance level. Mark Cuban says he continues to support Bitcoin.

Model: facebook/bart-large-cnn [A large model from Facebook]

Average price for a used Tesla in November was $55,754, down 17% from a July peak of $67,297. Tesla Semi trucks have a range of 500 miles and can haul 82,000lbs on a single charge. Tesla will run reduced production for 17 days in January and stop electric vehicle production for extended break for Chinese New Year.

Model: google/pegasus-cnn_dailymail [Another model from Google trained on news data]

Average price for a used Tesla in November was $55,754, down 17% from a July peak of $67,297. Nikolay Jokic posted highest-scoring triple-double in NBA history on Christmas Day. Nick Kyrgios and Novak Djokovic could play doubles at the Indian Wells Open in 2023. Mark Cuban says he continues to support Bitcoin and wants to see it decline in value.

Model: Yale-LILY/brio-cnndm-uncased [A model from Yale University]

Average price for a used Tesla in November was $55,754, down 17% from July peak. Tesla suspended production at its Shanghai plant in the last week of December. Tesla’s stock has lost 37% of its value in December. CEO Elon Musk’s net wealth is down 65% this year.

v2:

Average price for a used Tesla in November was $55,754, down 17% from July peak. Tesla suspended production at its Shanghai plant in the last week of December due to pandemic in China. Tesla shares closed down 1.76% on Friday. China is Tesla’s largest and most profitable market. Nikola Jokic posted highest-scoring triple-double in NBA history.

Model: sshleifer/distilbart-cnn-12-6 [A popular model on HuggingFace using distibart]

Average price for a used Tesla in November was $55,754, down 17% from a July peak of $67,297. Tesla Semi trucks have a range of 500 miles and can haul 82,000lbs on a single charge. Nikola Jokic posted highest-scoring triple-double in NBA history on Christmas Day. Novak Djokovic returns to Australia for the first time since being deported in 2022.

Model: t5-base [Another model from Google]

Tesla Semi trucks can haul 82,000lbs on a single charge. Nikola Jokic scored 41 points, 15 rebounds and 15 assists in overtime win over Phoenix. Nikola Jokic scored triple-double in NBA history. Novak Djokovic is set to play in the Australian Open in January. The Australian Open kicks off in Adelaide in January 2022. Novak Djokovic was deported from the country in 2022. 

Finally, here is the executive summary composed by Photon Insights’s proprietary AI-based summary engine:

Model: Photon Insights Proprietary Model:

Tesla’s stock has been on a downward trend in December, with its market cap set to fall below Walmart and JPMorgan Chase. The company has suspended production at its Shanghai plant due to the pandemic, and CEO Elon Musk’s net wealth has decreased by 65%. Meanwhile, Nikola Jokic posted the highest-scoring triple-double in NBA history on Christmas Day, and Nick Kyrgios and Novak Djokovic could play doubles at the Indian Wells Open in 2023. Crypto markets are trading in the green zone, with Bitcoin closing in on the $17k resistance level.

Please keep in mind that Executive Summaries are meant to be very short and cover important points only. More details can always be found at topic-level summaries and extra fine details could be found at article-level summaries.

As it can be seen, Photon Insights’ proprietary AI model creates executive summaries which are not only more fluent and expressive but also more informative. You can also learn more about our summarization methodology.

Interested in trying Photon Insights? Please request a demo.

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