Analysis of EMNLP 2025 Responsible NLP Checklists shows 44.9% of NO justifications are brief or empty and 15.5% of main-track checklists contain parent-child logical contradictions.
Anna Rogers, Timothy Baldwin, and Kobi Leins
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Is the ACL Responsible NLP Checklist a Box-Ticking Exercise? A Large-Scale Analysis of EMNLP 2025
Analysis of EMNLP 2025 Responsible NLP Checklists shows 44.9% of NO justifications are brief or empty and 15.5% of main-track checklists contain parent-child logical contradictions.