Science is a systematic and evidence-based study of the natural world and its phenomena, aimed at understanding, explaining, and predicting physical, biological, and social aspects of our universe. It is a constantly evolving field, driven by curiosity, experimentation, and collaboration. From understanding the laws of physics to discovering new species, science has played a crucial role in shaping our modern world.
As a researcher, marketer, or organization, analyzing science can provide valuable insights and opportunities. In this article, we will explore how retrieval augmented generation, a cutting-edge technology in natural language processing, can enhance the analysis of science and its benefits.
The Power of Retrieval Augmented Generation
Retrieval augmented generation (RAG) is a technique that combines two powerful natural language processing (NLP) models: a retrieval model and a generative model. The retrieval model is responsible for retrieving relevant information from a large dataset, while the generative model generates human-like text based on the retrieved information.
This technology has revolutionized the field of NLP, enabling machines to understand and generate language in a more human-like way. It has vast applications in various industries, including science.
Benefits for Researchers
For researchers, analyzing science is a crucial part of their work. It involves studying existing literature, identifying knowledge gaps, and proposing new research ideas. The traditional methods of literature review and analysis can be time-consuming and tedious.
With RAG, researchers can efficiently retrieve and analyze vast amounts of scientific information. This technology can help them quickly identify relevant studies, extract key information, and generate summaries and insights. It can also assist in identifying patterns and connections between different studies, leading to new research ideas and hypotheses.
Moreover, RAG can also aid in data visualization, making it easier for researchers to understand and present their findings. This can save time and effort, allowing researchers to focus on the core of their work – making new discoveries and advancing science.
Benefits for Marketers
For marketers, understanding the latest scientific trends and breakthroughs is essential. It can help them identify potential markets, develop targeted marketing strategies, and establish themselves as industry leaders.
With RAG, marketers can analyze and summarize scientific information in a fraction of the time it would take using traditional methods. This can provide them with a competitive edge, as they can quickly identify emerging trends, potential collaborations, and new markets.
Moreover, RAG can also assist marketers in creating compelling content. By generating human-like text, it can help create engaging and informative articles, blog posts, and social media content. This can attract a wider audience, establish thought leadership, and build trust with potential customers.
Benefits for Organizations
Organizations, whether in the private or public sector, can also benefit from analyzing science. It can help them stay ahead of the competition, identify new markets, and make informed decisions.
With RAG, organizations can efficiently analyze large amounts of scientific data, saving time and resources. It can also assist in identifying emerging trends and technologies that may impact their industry. This can provide them with a competitive advantage, as they can adapt and innovate to stay ahead.
Moreover, RAG can also aid in data-driven decision making. By generating human-like text, it can help organizations understand complex scientific information and make informed decisions based on evidence.
In conclusion, retrieval augmented generation is a game-changing technology for analyzing science. It can provide researchers, marketers, and organizations with valuable insights and opportunities. From efficient literature review and data visualization to creating compelling content and making data-driven decisions, RAG has the potential to enhance the analysis of science and drive progress in various industries.
At Speak Ai, we have integrated RAG into our NLP and transcription software, making it easier for researchers, marketers, and organizations to analyze science and gain valuable insights. Sign up for our software today and experience the power of retrieval augmented generation for yourself.
How To Use Speak’s Retrieval Augmented Generation For Science
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 14-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 Science
We typically recommend MP4s for video or MP3s for audio.
However, we accept a range of audio, video and text file types.
You can upload your file for transcription in several ways using Speak:
Accepted Audio File Types
Accepted Video File Types
Accepted Text File Types
- Word Doc
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 Science 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.
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.
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 14-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.
Step 4: Wait for Speak to Analyze Your Science
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 Science.
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 Science
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:
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 Science 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 14-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!
What are you waiting for?
Refer Others & Earn Real Money 💸
If you have friends, peers and followers interested in using our platform, you can earn real monthly money.
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.
Use this link to become an official Speak affiliate.
Check Out Our Dedicated Resources📚
Book A Free Implementation Session 🤝
It would be an honour to personally jump on an introductory call with you to make sure you are set up for success.
Just use our Calendly link to find a time that works well for you. We look forward to meeting you!