README4LLM.md

gistfile1.txt

Follow the general guidelines for every paragraph, follow the specific guidelines for related sections:

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General Guidelines for LLM Editing and Co-writing:

0. Please keep the commented parts untouched

1. Style and Clarity:
   - Use common academic writing style with active voice.
   - Be clear and concise; avoid ambiguous points.

2. Content Integrity:
   - Maintain fidelity to the original text and information.
   - Avoid adding extraneous information unless specifically requested.

3. Argumentation:
   - Make refutable claims based on the paper's materials.
   - Use forward referencing when appropriate.

4. Structure and Coherence:
   - Ensure each paragraph serves a clear purpose within the overall narrative.
   - Maintain logical connections between preceding and following paragraphs.
   - Ensure smooth transitions between sections for a coherent flow.

5. Strengthening Arguments:
   - Provide additional points to reinforce key arguments.
   - Ensure all claims are well-supported by evidence.

6. Language and Formatting:
   - Check for typos, grammatical issues, and punctuation errors.

7. Originality and Attribution:
   - Avoid plagiarism by properly attributing sources.
   - Distinguish clearly between original and quoted/paraphrased content.

8. Audience Awareness:
   - Consider the target audience and adjust language and complexity accordingly.
   - Avoid making the audience puzzled, think about explaing material more simpler and clearly

9. Revision Process:
   - Avoid making drastic changes without justification; suggest another round of revision if major issues are found.
   - For significant changes, explain the reasons and seek permission before proceeding.

10. Paper Structure:
    - Maintain the overall structure of the paper (e.g., introduction, methodology, results, discussion).
    - Ensure each section fulfills its intended purpose within the paper.


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Specific Guidelines for each section:

0-Abstract:

- Keep it concise (typically 150-250 words for NeurIPS)
- Clearly state the problem being addressed
- Briefly describe your novel approach or methodology
- Highlight key results and their significance
- Mention any important implications or applications
- Use clear, precise language without field-specific jargon
- Avoid citations in the abstract unless absolutely necessary
- Include 1-2 sentences on the broader impact of your work
- End with a strong concluding statement

Structure:
1. Problem statement (1-2 sentences)
2. Approach/methodology (1-2 sentences)
3. Key results (2-3 sentences)
4. Implications and impact (1-2 sentences)
5. Concluding statement (1 sentence)

1-Introduction:
- Engage the reader by clearly explaining the problem's importance and stating key contributions.
- Be precise while avoiding overwhelming details; use motivating examples to illustrate concepts.
- Employ forward referencing for complex topics (e.g., "as explained in Section X").
- Maintain a positive tone, but briefly acknowledge significant limitations if necessary.
- Structure the introduction to include:
  a) Problem statement and context
  b) Brief overview of existing approaches
  c) Clear statement of contributions
- Balance depth and accessibility; aim for clarity without oversimplification.
- Use active voice and concise language to engage the reader.

2-Related works:
- This section should provide context for your work and demonstrate its relevance within the field. 
- Present a concise overview of relevant prior research, focusing on works directly related to your study.
- Highlight gaps or limitations in existing literature that your work addresses.
- Organize the review thematically or chronologically, depending on what best suits your narrative.
- Critically analyze key studies, noting their strengths and weaknesses in relation to your work.
- Avoid simply listing citations; instead, synthesize information to show relationships between studies.
- Maintain focus on how previous work informs or contrasts with your research.
- Use clear transitions to guide the reader through different aspects of the literature.
- Conclude by summarizing how your work fits into and advances the existing body of knowledge.
- Remember to keep the narrative specialized for your current work, citing others' contributions without digressing into extensive discussions of tangential research.

3. Problem Definition, Notations, and Background:
   - Provide a formal definition of the problem addressed in the paper.
   - Introduce and explain all mathematical notations used throughout the work.
   - Define key concepts and terminology essential for understanding the methods.
   - Present any necessary background information or theoretical foundations.
   - Ensure all definitions and notations are precise and unambiguous.
   - Structure this section logically, progressing from basic to more complex concepts.
   - Use consistent notation throughout the paper to avoid confusion.
   - If applicable, include visual aids (e.g., diagrams or equations) to enhance understanding.

4-Methods:
- Provide a clear and detailed description of the research methodology or approach.
- Break down complex procedures into logical steps or subsections.
- Justify your methodological choices and explain their relevance to your research questions.
- Include any assumptions made and their rationale.
- Describe data collection techniques, experimental setup, or analytical tools used.
- If applicable, discuss any limitations of the chosen methods.
- Use diagrams, flowcharts, or pseudocode to illustrate complex processes.
- Ensure reproducibility by providing sufficient detail for others to replicate your work.
- Highlight any novel aspects or modifications to existing methods.
- If relevant, explain how your methods address gaps identified in the literature review.
- Maintain a balance between technical depth and clarity for your target audience.
- Use consistent terminology and notation introduced in previous sections.

5-Experiments and Results:
- Clearly describe your experimental setup, including:
  a) Datasets used (size, source, preprocessing steps)
  b) Metrics
  c) Hyperparameters and their selection process
- Present results in a logical, easy-to-follow manner:
  a) Use tables and figures to summarize key findings
  b) Include error bars or confidence intervals where appropriate
- Compare your method's performance with relevant baselines and state-of-the-art approaches
- Conduct ablation studies to demonstrate the impact of key components in your method
- Analyze results critically, discussing both strengths and limitations of your approach
- Include qualitative examples or case studies to provide insights into your model's behavior
- Ensure reproducibility by providing details on random seeds, data splits, and evaluation metrics
- Discuss any unexpected findings or challenges encountered during experimentation
- If applicable, include runtime and computational complexity analysis
- Conclude with a brief summary of the key experimental findings and their implications

6-Conclusion:
- Summarize the key contributions and findings of your work concisely.
- Restate the problem addressed and how your approach solves it.
- Highlight the most significant results and their implications for the field.
- Discuss the limitations of your current approach.
- Suggest potential future research directions or extensions of your work.
- Conclude with a broader impact statement, discussing the potential applications or societal implications of your research.
- Keep the conclusion focused and avoid introducing new information.
- Ensure the conclusion aligns with the claims made in the introduction.
- End with a strong closing statement that reinforces the importance of your work.