Podcast
Questions and Answers
What is the first step in the MM Biscuits V2 Multimodal project?
What is the first step in the MM Biscuits V2 Multimodal project?
Which of the following is NOT one of the dimensions used to rate model responses?
Which of the following is NOT one of the dimensions used to rate model responses?
When rating model responses, what scale is used?
When rating model responses, what scale is used?
In which step do you write a unique prompt based on the uploaded image?
In which step do you write a unique prompt based on the uploaded image?
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What should you do if the best response has minor issues?
What should you do if the best response has minor issues?
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What is the purpose of continuing turns in the MM Biscuits project?
What is the purpose of continuing turns in the MM Biscuits project?
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How are preferences ranked for the model responses?
How are preferences ranked for the model responses?
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Which step involves briefly justifying the ratings given to model responses?
Which step involves briefly justifying the ratings given to model responses?
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What consequence may result from using AI tools for creating images or writing prompts?
What consequence may result from using AI tools for creating images or writing prompts?
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Which of the following is an acceptable type of image to submit?
Which of the following is an acceptable type of image to submit?
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What size limitation is placed on images that must be submitted?
What size limitation is placed on images that must be submitted?
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What element is encouraged in the prompts being created?
What element is encouraged in the prompts being created?
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Which of these is NOT a specification for the images you need to select?
Which of these is NOT a specification for the images you need to select?
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Why is it important for images to reflect a topic you are familiar with?
Why is it important for images to reflect a topic you are familiar with?
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What is a suggested method for uploading an image you have selected?
What is a suggested method for uploading an image you have selected?
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Which requirement must be avoided when selecting images?
Which requirement must be avoided when selecting images?
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Study Notes
MM Biscuits V2 Multimodal Project Overview
- This project focuses on improving large language models' (LLMs) ability to analyze images.
- Participants upload images, write prompts, rate model responses, and rewrite the best response.
- The goal is to enhance the model's understanding of images and provide more accurate and insightful responses.
Task Attempt Workflow
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Step 1: Image Selection and Upload
- Choose an image that you are familiar with.
- Ensure the image meets the image specifications outlined in the document.
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Step 2: Prompt Writing
- Write a creative, unique, and complex prompt based on the image.
- The prompt should be something you would ask a model about and challenge its reasoning abilities.
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Step 3: Rating Model Responses
- Assess each model response based on four dimensions:
- Image Grounding: How well the response connects to the image.
- Truthfulness: Accuracy of the information provided.
- Instruction Following: How well the model followed the prompt's instructions.
- Writing Style: Clarity, fluency, and overall quality of writing.
- Rate each dimension on a scale of 1 (major issues) to 3 (no issues).
- Assess each model response based on four dimensions:
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Step 4: Ranking Preferences
- Rank your preference for the responses on a 1 to 5 scale.
- Provide a justification for your ranking, highlighting the key reasons for choosing one response over the other.
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Step 5: Rewriting Responses
- Rewrite the best model response to remove minor issues and improve writing style.
- Focus on addressing any inaccuracies, inconsistencies, or unclear language.
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Step 6: Continuing Turns
- Repeat steps 1-5 for multiple turns.
- You can continue posing prompts that require the image and previous prompt/response pairs for up to 5 turns.
Image Specifications
- Images should be:
- Relevant to a topic you are familiar with.
- Capable of triggering thoughtful questions as prompts.
- High enough resolution for legibility.
- Less than 1 megabyte in size.
- Free from PII (Personal Identifiable Information) and NSFW content.
- Diverse in subject matter (e.g., charts, animals, flowers, etc.).
- Aligned with the requested prompt type in the specific task.
Prompt Writing Specifications
- Prompts should:
- Sound natural and authentic.
- Reflect prompts that you or a friend would ask a chatbot.
- Be uncontrived and avoid excessive complexity.
- Incorporate an informal tone, abbreviations, minor spelling and grammar errors, and slang.
Project Rules
- Do not use ChatGPT or other AI tools to create images, write prompts, or evaluate responses.
- Violating these rules will result in account flags, removal from the project, and potential removal from the platform.
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Description
This quiz explores the MM Biscuits V2 project, which aims to enhance large language models' capabilities in analyzing images. Participants will engage in selecting images, crafting prompts, rating responses, and refining those responses to improve understanding and insight. It emphasizes the integration of visual reasoning with language processing.
