AraGenEval: Arabic Authorship Style Transfer and AI Generated Text Detection Shared Task

Hosted with Arabic Natural Language Processing Conference (ArabicNLP 2025)

SHARED TASK PAPER SUBMISSION GUIDELINES

Paper Structure (4 pages maximum + unlimited references)

1. Abstract

Brief summary of your paper in a few sentences.

2. Introduction

• Task description and importance; mention language(s) covered; cite task overview paper
• Your main system strategy
• Key findings, ranking, challenges discovered; include code URL if available (Highly recommended)

3. Background

• Summarize task setup: input/output types (with examples)
• Dataset details: language, genre, size
• Tracks participated in (if applicable)
• Cite relevant related work showing your contribution’s novelty

4. System Overview

• Key algorithms and design decisions
• Resources used beyond provided training data
• How you addressed task challenges
• Include equations/pseudocode for novel approaches
• Provide concrete algorithm examples
• For multiple systems, clearly distinguish each configuration

5. Experimental Setup

• Data split usage (train/dev/test)
• Preprocessing and hyperparameter details for replication
• External tools/libraries (with versions and URLs)
• Task evaluation metrics summary
• Put detailed implementation in Appendix if space-limited

6. Results

• Quantitative findings: Official metrics performance and ranking
• Analysis: Ablations, comparisons, design decisions impact
• Error analysis: System mistakes, confusion matrices, error types, make sure to provide some examples.
• Clearly mark which data split used for each analysis
• Distinguish official vs. post-submission results

7. Conclusion

Summary of system, limitations, results, and future work directions.

8. Acknowledgments

Thank contributors, grants, anonymous reviewers.

9. Appendix

Low-level details for replication that aren’t essential for understanding main concepts.

Formatting Requirements ⚠️

Templates and Style

• Must use: Official EMNLP 2025 (ACL) style templates (LaTeX or Word)
• Download from: https://github.com/acl-org/acl-style-files
• Follow: General “*ACL” conference formatting guidelines
• Do NOT: Modify style files or use templates from other conferences to avoid the paper rejection

Consequences

• Non-conforming submissions (wrong paper size, margins, font size) will be rejected without review

Key Principles

Focus on:

• Replicability: Provide all necessary implementation details
• Analysis: Emphasize results over rankings; include multiple runs and ablations
• Clarity: Brief task outline (avoid duplicating task paper); use placeholder citations initially

Required elements:

• Cite task overview paper
• Follow EMNLP templates exactly
• Use title format: <Team Name> at <Task Name>: <Your Contribution>

For popular algorithms:
Citation suffices (no need for full mathematical details)

Space management:
Move detailed parameters/hyperparameters to Appendix if needed