MM Biscuits V2 Quiz and Flashcards for Mastery

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Questions and Answers

What is the first step in the MM Biscuits V2 Multimodal project?

Rating model responses

Rewriting responses

Image selection and upload (correct)

Writing justifications for preference ranking

Which of the following is NOT one of the dimensions used to rate model responses?

Clarity (correct)

Image Grounding

Writing Style

Truthfulness

When rating model responses, what scale is used?

1 (Poor) to 5 (Excellent)

1 (Doesn't meet standards) to 4 (Fully meets standards)

1 to 3

1 (Major Issues) to 3 (No Issues) (correct)

In which step do you write a unique prompt based on the uploaded image?

Step 2a Signup and view all the answers

What should you do if the best response has minor issues?

Do a light-touch rewrite Signup and view all the answers

What is the purpose of continuing turns in the MM Biscuits project?

To pose prompts that integrate previous responses Signup and view all the answers

How are preferences ranked for the model responses?

Using a 1-5 Likert scale Signup and view all the answers

Which step involves briefly justifying the ratings given to model responses?

Rating Model Responses Signup and view all the answers

What consequence may result from using AI tools for creating images or writing prompts?

Flag on your account for removal from the project Signup and view all the answers

Which of the following is an acceptable type of image to submit?

A chart related to the subject matter Signup and view all the answers

What size limitation is placed on images that must be submitted?

Just 1 megabyte or less Signup and view all the answers

What element is encouraged in the prompts being created?

Occasional spelling and grammar mistakes Signup and view all the answers

Which of these is NOT a specification for the images you need to select?

Should depict animals exclusively Signup and view all the answers

Why is it important for images to reflect a topic you are familiar with?

To ensure clarity in prompting the AI Signup and view all the answers

What is a suggested method for uploading an image you have selected?

Use the internal image service or copy the image address Signup and view all the answers

Which requirement must be avoided when selecting images?

Excessive file size Signup and view all the answers

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

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.
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.
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).
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.
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.
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.