Retrieval Augmented Generation For News

Interested in Retrieval Augmented Generation For News? Check out the dedicated article the Speak Ai team put together on Retrieval Augmented Generation For News to learn more.

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Understanding Retrieval Augmented Generation For News

News plays a vital role in our society, keeping us informed about current events and shaping our perspectives on the world. With the rise of digital media and the 24-hour news cycle, the amount of news available to us has increased exponentially. As a result, researchers, marketers, and organizations are constantly seeking ways to efficiently analyze and understand the ever-growing volume of news content.

This is where retrieval augmented generation (RAG) comes into play. RAG is a cutting-edge technology that combines the power of retrieval-based methods and generative models to enhance the process of understanding and generating news content. In this blog post, we will delve deeper into what RAG is and how it can benefit researchers, marketers, and organizations.

The Definition of News

Before we dive into the details of RAG, let's first define what we mean by news. News can be defined as new or noteworthy information about current events, trends, or developments. It can be delivered through various mediums such as newspapers, television, radio, and online platforms.

The analysis of news content involves extracting relevant information, identifying patterns, and gaining insights into the topics, sentiment, and trends. This information is not only valuable for journalists and media outlets but also for researchers, marketers, and organizations.

The Benefits of News Analysis

For Researchers

News analysis is a crucial tool for researchers as it provides a wealth of information that can be used in various fields of study. By analyzing news content, researchers can gain insights into public opinion, media bias, and societal trends. This information can be used to inform studies on topics such as political science, sociology, and media studies.

Moreover, news analysis can also help researchers identify knowledge gaps and areas for further investigation. By understanding the current state of news coverage on a particular topic, researchers can identify areas that need more attention and contribute to the existing body of knowledge.

For Marketers

For marketers, news analysis is a valuable tool for understanding consumer behavior and sentiment. By analyzing news content, marketers can gain insights into the topics and issues that are top-of-mind for their target audience. This information can then be used to inform marketing strategies and campaigns.

Moreover, news analysis can also help marketers stay on top of industry trends and competitor activities. By monitoring news content related to their industry, marketers can identify opportunities and threats, allowing them to adjust their strategies accordingly.

For Organizations

News analysis can also be beneficial for organizations, helping them stay informed about their industry, competitors, and stakeholders. By analyzing news content, organizations can identify potential risks, opportunities, and public sentiment related to their brand or industry.

Moreover, news analysis can also help organizations make data-driven decisions. By gaining insights into the news coverage of a particular topic or issue, organizations can make informed decisions that align with their goals and values.

What is Retrieval Augmented Generation (RAG)?

Now that we have discussed the benefits of news analysis, let's dive into what retrieval augmented generation (RAG) is and how it can enhance the process of understanding and generating news content.

RAG is a powerful technology that combines the strengths of retrieval-based methods and generative models. Retrieval-based methods involve retrieving relevant information from a large database of existing data, while generative models use algorithms to generate new content. By combining these two techniques, RAG can effectively enhance the process of understanding and creating news content.

RAG works by first retrieving relevant information from a large database of news articles. This information is then fed into a generative model, which uses algorithms to generate new content. The generated content is then compared with the retrieved information to ensure its accuracy and relevance.

One of the key advantages of RAG is its ability to generate human-like text. As a result, the generated content is not only accurate and relevant but also natural and engaging. This is particularly beneficial for organizations that want to create news content that resonates with their audience.

Moreover, RAG also has the ability to enhance the efficiency of news analysis. By automating the process of retrieving and generating news content, RAG can save researchers, marketers, and organizations a significant amount of time and resources.

In Conclusion

In today's fast-paced world, staying on top of news content is essential for researchers, marketers, and organizations. Retrieval augmented generation (RAG) is an innovative technology that can enhance the process of understanding and generating news content. By combining the strengths of retrieval-based methods and generative models, RAG provides accurate, relevant, and natural text that can benefit various fields of study and industries. As we continue to see advancements in natural language processing and artificial intelligence, RAG is set to revolutionize the way we consume and create news content.

How To Use Speak's Retrieval Augmented Generation For News

Step 1: Create Your Speak Account

To start your transcription and analysis, you first need to create a Speak account. No worries, this is super easy to do!

Get a 7-day trial with 30 minutes of free audio and video transcription and analysis included when you sign up for Speak.

To sign up for Speak and start using Speak Magic Prompts with retrieval augmented generation, just visit the Speak app register page here.

Step 2: Upload Your News

In Speak, you can seamlessly upload, transcribe, and translate audio, video, and text files all at once! If you have video, you can use our AI video-to-text converter to convert video to text; if you have audio, you can use our AI audio-to-text converter to convert audio to text. You can also transcribe YouTube videos and use AI to analyze text. You can see compatible file types for each option below.

Accepted Audio File Types

  • MP3
  • M4A
  • WAV
  • OGG
  • WEBM
  • M4P

Accepted Video File Types

  • MP4
  • M4V
  • WMV
  • AVI
  • MOV
  • FLV

Accepted Text File Types

  • TXT
  • Word Doc
  • PDF

CSV Imports

You can also upload CSVs of text files or audio and video files. You can learn more about CSV uploads and download Speak-compatible CSVs here.

With the CSVs, you can upload anything from dozens of YouTube videos to thousands of News files.

Publicly Available URLs

You can also upload media to Speak through a publicly available URL.

As long as the file type extension is available at the end of the URL you will have no problem importing your recording for automatic transcription and analysis.

YouTube URLs

Speak is compatible with YouTube videos. All you have to do is copy the URL of the YouTube video (for example, https://www.youtube.com/watch?v=qKfcLcHeivc).

Speak will automatically find the file, calculate the length, and import the video.

If using YouTube videos, please make sure you use the full link and not the shortened YouTube snippet. Additionally, make sure you remove the channel name from the URL.

Speak Integrations

As mentioned, Speak also contains a range of integrations for Zoom, Zapier, Vimeo and more that will help you automatically transcribe your media.

This library of integrations continues to grow! Have a request? Feel encouraged to send us a message.

Step 3: Calculate and Pay the Total Automatically

Once you have your file(s) ready and load it into Speak, it will automatically calculate the total cost (you get 30 minutes of audio and video free in the 7-day trial - take advantage of it!).

If you are uploading text data into Speak, you do not currently have to pay any cost. Only the Speak Magic Prompts analysis would create a fee which will be detailed below.

Once you go over your 30 minutes or need to use Speak Magic Prompts, you can pay by subscribing to a personalized plan using our real-time calculator.

You can also add a balance or pay for uploads and analysis without a plan using your credit card.

Step 4: Wait for Speak to Analyze Your News

If you are uploading audio and video, our automated transcription software will prepare your transcript quickly. Once completed, you will get an email notification that your transcript is complete.

That email will contain a link back to the file so you can access the interactive media player with the transcript, analysis, and export formats ready for you.

If you are importing CSVs or uploading text files Speak will generally analyze the information much more quickly.

Speak will automatically embed your data in a well-architected vector database which allows you to use retrieval augmented generation for News.

Step 5: Visit Your File Or Folder

Speak is capable of analyzing both individual files and entire folders of data.

When you are viewing any individual file in Speak, all you have to do is click on the "Prompts" button.

If you want to analyze many files, all you have to do is add the files you want to analyze into a folder within Speak.

You can do that by adding new files into Speak or you can organize your current files into your desired folder with the software's easy editing functionality.

Step 6: Select Speak Magic Prompts To Analyze Your News

What Are Magic Prompts?

Speak Magic Prompts leverage innovation in artificial intelligence models often referred to as "generative AI".

These models have analyzed huge amounts of data from across the internet to gain an understanding of language.

With that understanding, these "large language models" are capable of performing mind-bending tasks!

With Speak Magic Prompts, you can now perform those tasks on the audio, video and text data in your Speak account.

Retrieval augmented generation is what makes these Magic Prompts work so well.

Step 7: Select or Create Your Assistant Type

To help you get better results from Speak Magic Prompts, Speak has introduced "Assistant Type".

These assistant types pre-set and provide context to the prompt engine for more concise, meaningful outputs based on your needs.

To begin, we have included:

  • General
  • Researcher
  • Marketer
  • Sales
  • Recruiter

Choose the most relevant assistant type from the dropdown.

You can also create your own custom Assistant Template Type.

If you visit the new page Account Preferences, you can see there is now an area where you can create your own custom Assistant.

This allows you to set the context of the engine for higher quality and more consistent outputs.

For example, you could say:

"We are [COMPANY NAME]. We are analyzing [DATA] to understand how to improve [GOAL]. We want all responses to be concise and in table format.".

This becomes a reusable template in any of your manual or automated Magic Prompts.

You can create multiple templates for different use cases.

As an example, the analysis you run on a focus group may be different than a one-on-one interview.

Step 8: Create Or Select Your Desired Prompt

Here are some examples prompts that you can apply to any file right now:

  • Create a SWOT Analysis
  • Give me the top action items
  • Create a bullet point list summary
  • Tell me the key issues that were left unresolved
  • Tell me what questions were asked

A modal will pop up so you can use the suggested prompts we shared above to instantly and magically get your answers.

If you have your own prompts you want to create, select "Custom Prompt" from the dropdown and another text box will open where you can ask anything you want of your data!

Step 9: Review & Share Responses

Speak will generate a concise response for you in a text box below the prompt selection dropdown. With Chat enabled, you can also continue to query that data to reveal more insights and reformat the information to your needs.

In this example, we ask to analyze all the News in the folder at once for the top product dissatisfiers.

You can easily copy that response for your presentations, content, emails, team members and more!

Speak Magic Prompts Pricing

Our team at Speak Ai continues to optimize the pricing for Magic Prompts and Speak as a whole.

Right now, anyone in the 7-day trial of Speak gets 100,000 characters included in their account.

If you need more characters, you can easily include Speak Magic Prompts in your plan when you create a subscription.

You can also upgrade the number of characters in your account if you already have a subscription.

Both options are available on the subscription page.

Alternatively, you can use Speak Magic Prompts by adding a balance to your account. The balance will be used as you analyze characters.

Completely Personalize Your Plan 📝

Here at Speak, we've made it incredibly easy to personalize your subscription.

Once you sign up, just visit our custom plan builder and select the media volume, team size, and features you want to get a plan that fits your needs.

No more rigid plans. Upgrade, downgrade or cancel at any time.

Claim Your Special Offer 🎁

When you subscribe, you will also get a free premium add-on for three months!

That means you save up to $50 USD per month and $150 USD in total.

Once you subscribe to a plan, all you have to do is send us a live chat with your selected premium add-on from the list below:

  • Premium Export Options (Word, CSV & More)
  • Custom Categories & Insights
  • Recorder Customization (Branding, Input & More)
  • Media Player Customization
  • Shareable Media Libraries

We will put the add-on live in your account free of charge!

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You will get paid a percentage of all sales whether the customers you refer to pay for a plan, automatically transcribe media or leverage professional transcription services.

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