Retrieval Augmented Generation For Homework
Homework has been a fundamental part of education for centuries, providing students with the opportunity to reinforce and apply what they have learned in the classroom. However, with the rise of technology and the internet, the traditional way of assigning and completing homework has undergone a significant transformation. Today, students have access to a plethora of online resources and tools that can assist them in completing their homework assignments effectively. One such tool that has gained popularity in recent years is retrieval augmented generation.
What is Homework?
Homework refers to any task assigned by a teacher or instructor to be completed by students outside of the classroom. These tasks can include reading, writing, problem-solving, or any other activity that is aimed at reinforcing and expanding upon what has been taught in class. The purpose of homework is to help students develop critical thinking skills, improve their understanding of the subject matter, and prepare for upcoming assessments.
The Benefits of Analyzing Homework
As a researcher, marketer, or organization, analyzing homework can provide valuable insights and benefits. Here are a few reasons why:
1. Understand Student Performance
One of the primary benefits of analyzing homework is gaining a better understanding of student performance. By analyzing homework assignments, teachers and researchers can identify areas where students may be struggling and provide targeted support to help them improve. This not only benefits the individual student but also provides valuable data for improving curriculum and teaching methods.
2. Track Progress
Analyzing homework also allows for tracking student progress over time. By consistently reviewing and analyzing homework assignments, teachers can see how students are improving and identify any areas that may need more focus. This can help teachers adjust their teaching methods and tailor homework assignments to better meet the needs of their students.
3. Identify Knowledge Gaps
Homework analysis can also reveal knowledge gaps in students’ understanding of a particular subject or topic. By identifying these gaps, teachers can provide targeted instruction to address the areas where students may be struggling. This can ultimately lead to improved learning outcomes and a more comprehensive understanding of the subject matter.
4. Improve Teaching Strategies
Analyzing homework can also benefit teachers by providing insights into the effectiveness of their teaching strategies. By reviewing homework assignments, teachers can see which methods are working well and which may need to be adjusted. This can lead to more effective teaching and better student outcomes.
Introducing Retrieval Augmented Generation
Retrieval augmented generation (RAG) is a technique that combines natural language processing (NLP) and generative AI to assist students in completing their homework assignments. RAG uses large language models, such as GPT-3, to generate relevant and accurate information based on a given prompt or question. This information is then retrieved and presented to the student in a structured and organized format.
The use of RAG in homework assignments offers several benefits, both for students and teachers. For students, RAG can save time and provide a more efficient way of completing homework assignments. Instead of spending hours researching and writing, students can use RAG to quickly generate accurate information and focus on understanding and applying the concepts.
For teachers, RAG can provide valuable insights into student understanding and performance. By analyzing the information generated by RAG, teachers can identify any gaps in knowledge and adjust their teaching strategies accordingly. RAG can also assist teachers in creating more effective homework assignments, as it can generate a variety of responses to a single prompt, providing a diverse range of information for students to work with.
Incorporating RAG into Homework Assignments
Integrating RAG into homework assignments is a simple and effective way to enhance the learning experience for students. By using a platform that has integrated RAG, such as Speak Ai, students can quickly generate accurate and relevant information for their homework assignments. This not only saves time but also allows students to focus on understanding and applying the concepts rather than spending hours researching and writing.
Teachers can also use RAG to create more effective and engaging homework assignments. By providing a prompt or question for RAG to generate information on, teachers can create a variety of responses for students to work with. This can lead to a more comprehensive understanding of the subject matter and improved learning outcomes.
Conclusion
In conclusion, retrieval augmented generation offers numerous benefits for both students and teachers when it comes to analyzing homework assignments. By utilizing this innovative technique, students can save time and focus on understanding and applying the concepts, while teachers can gain valuable insights into student performance and improve their teaching strategies. As technology continues to advance, incorporating techniques like RAG into education can greatly enhance the learning experience and improve student outcomes.
How To Use Speak’s Retrieval Augmented Generation For Homework
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 Homework
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
- MP3
- M4A
- WAV
- OGG
- WEBM
- M4P
Accepted Video File Types
- MP4
- M4V
- WMV
- AVI
- MOV
- FLV
Accepted Text File Types
- TXT
- Word Doc
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 Homework 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 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.
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 Homework
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 Homework.
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 Homework
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 Homework 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.
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Just use our Calendly link to find a time that works well for you. We look forward to meeting you!
