LearningForever: Research Short Notes Repository

Welcome to the LearningForever Research Short Notes Repository! This repository is designed to help you organize and understand the research papers you read by taking structured notes. The provided guidelines and checklist aim to enhance your reading process and facilitate effective knowledge retention.

Getting Started

To start using LearningForever, follow these steps:

  1. Clone the repository to your local machine using the following command:

  2. Create a new directory for each research paper you read. Name the directory based on the paper's title or topic.

  3. Within each paper directory, create a markdown file (e.g., paper_notes.md) to write your notes for that paper.

  4. Follow the outline, guidelines, and checklist provided below to structure your notes effectively.

Outline

Your research short notes should generally follow the following outline:

What is the research and why does it matter?

Provide a brief overview of the paper's topic, research question, and its relevance in the broader context of the field.

How does it work?

Explain the main concepts, methodologies, and techniques used in the paper. This section should provide a high-level understanding of the paper's approach.

How is the research evaluated?

Describe how the paper evaluates its proposed solution. Highlight experiments, datasets, and evaluation metrics used to assess the effectiveness of the approach.

Conclusion

Summarize the key findings, contributions, and implications discussed in the paper. Reflect on the significance of the research in advancing the field.

Overview

Summarize the "Five C's" – Category, Context, Correctness, Contributions, and Clarity – to assess the paper's quality.

Notes

Use this section to jot down specific details, insights, and thoughts you have while reading the paper.

Questions

List any questions that arise during your reading, whether about the methodology, results, or implications.

Worklog

Keep track of the time you spend on each pass (first, second, third) while reading the paper.

Checklist

Use the provided checklist to guide your reading process. It will help you thoroughly understand the paper and its contributions.

Guidelines for Effective Reading

  1. First Pass (<15 minutes>): Skim the paper to get an overview of its structure and main points.

  2. Second Pass (<60 minutes>): Read the paper more carefully, paying attention to figures, diagrams, and illustrations. Take note of relevant unread references for further exploration.

  3. Third Pass (4 hours): Dive deep into the paper, focusing on details such as proofs and technical aspects. This pass is crucial for a comprehensive understanding.

Contributing

If you find a new research paper that you'd like to add notes for, follow the same directory and file structure. Feel free to contribute improvements to the repository by creating a pull request.

Happy Reading and Note-taking with LearningForever!